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The Survival Scatter plot shows the clinical status (i.e. dead or alive) for all individuals in the patient cohort, based on the same data that underlies the corresponding Kaplan-Meier plots. Patients that are alive at last time for follow-up are shown in blue and patients who have died during the study are shown in red.
The x-axis shows the expression levels (FPKM) of the investigated gene in the tumor tissue at the time of diagnosis. The y-axis shows the follow-up time after diagnosis (years). Both axes are complimented with kernel density curves demonstrating the data density over the axes. The top density plot shows the expression levels (FPKM) distribution among dead (red) and alive patients (blue). The right density plot shows the data density of the survived years of dead patients with high and low expression levels respectively, stratified using the cutoff indicated by the vertical dashed line through the Survival Scatter plot. This cutoff is automatically defined based on the FPKM cutoff that minimizes the p-score. The cutoff can be changed by dragging the vertical line or by entering a cutoff value in the square labeled "Current cut-off".
Under the Survival Scatter plot the p-score landscape (black curve; left axis) is shown together with dead median separation (red curve; right axis). Dead median separation is the difference in median mRNA expression between patients who have died with high and low expression, respectively. It is calculated as follows: median FPKM expression of dead patients with high expression - median FPKM expression of dead patients with low expression. This is intended to aid the user in visually exploring custom cutoffs and the associated p-scores and dead median separation.
Individual patient data is displayed and can be filtered by clicking on one or more of the category buttons on the top of the page. Categories describing expression level and patient information include: high, low, alive, dead, female, male and tumor stages. The scale of the x-axis can be toggled between linear and log-scale by clicking on the "x log" button. Mouse-over function shows TCGA ID, patient information and mRNA expression (FPKM) for each patient.
& Survival analysisi
Kaplan-Meier plots summarize results from analysis of correlation between mRNA expression level and patient survival. Patients were divided based on level of expression into one of the two groups "low" (under cut off) or "high" (over cut off). X-axis shows time for survival (years) and y-axis shows the probability of survival, where 1.0 corresponds to 100 percent.
IGFBP7 is not prognostic in Kidney Chromophobe (TCGA)
Stage:
Survival analysis
Current cut offi
Current cut-off shows the cut-off (FPKM) currently selected. It may be changed manually. When the current cut-off is changed, the vertical dashed line indicating cut-off, the interactive survival scatter plot and the Kaplan-Meier curve will be automatically adjusted to show results accordingly.
:
Best expression cut offi
Based on the FPKM value of each gene, patients were classified into two groups and association between prognosis (survival) and gene expression (FPKM) was examined. The best expression cut-off refers the FPKM value that yields maximal difference with regard to survival between the two groups at the lowest log-rank P-value. Best expression cut-off was selected based on survival analysis .
When clicking on this number, the vertical dashed line indicating cut-off, the interactive survival plot, and the Kaplan-Meier curve will be adjusted to show results based on the best expression cut-off.
Median expression refers to the median FPKM value calculated based on the gene expression (FPKM) data from all patients in this dataset. When clicking on this number, the vertical dashed line indicating cut-off, the interactive survival plot, and the Kaplan-Meier curve will be adjusted to show results based on the median expression.
Median follow up time refers to the median time (years) after diagnosis with this type of cancer, based on clinical data from all patients in this dataset.
: N/A
P scorei
Log-rank P value for Kaplan-Meier plot showing results from analysis of correlation between mRNA expression level and patient survival.
N/A
5-year survival highi
5-year survival for patients with higher expression than the expression cutoff.
For melanoma and glioma, 3-year survival is shown.
N/A
5-year survival lowi
5-year survival for patients with lower expression than the expression cutoff.
For melanoma and glioma, 3-year survival is shown.
N/A
TCGA RNA samplesi
RNA-seq data is reported as average FPKM (number Fragments Per Kilobase of exon per Million reads), generated by the The Cancer Genome Atlas (TCGA) .
Normal distribution across the dataset is visualized with box plots, shown as median and 25th and 75th percentiles. Points are displayed as outliers if they are above or below 1.5 times the interquartile range. FPKM values of the individual samples are presented next to the box plot.
Average TPM
480.4
Number of samples
64
Samples
Sample
Description
TPM
TCGA-KL-8344-01A
0 years, male, white, stage:Stage III, alive, 876 days
2532.2
TCGA-KM-8639-01A
0 years, male, white, stage:Stage I, alive, 953 days
1911.8
TCGA-KL-8332-01A
0 years, male, white, stage:Stage I, alive, 2582 days
1182.9
TCGA-KN-8421-01A
0 years, female, white, stage:Stage II, alive, 2674 days
958.1
TCGA-KO-8410-01A
0 years, female, white, stage:Stage I, alive, 3136 days
867.0
TCGA-KM-8442-01A
0 years, male, stage:Stage II, alive, 1437 days
780.8
TCGA-KN-8423-01A
0 years, male, white, stage:Stage I, alive, 788 days
773.9
TCGA-KN-8436-01A
0 years, male, white, stage:Stage II, alive, 1288 days
750.2
TCGA-KO-8413-01A
0 years, male, white, stage:Stage I, alive, 3038 days
738.4
TCGA-KL-8329-01A
0 years, female, asian, stage:Stage I, alive, 2752 days
688.8
TCGA-KN-8432-01A
0 years, female, white, stage:Stage II, alive, 76 days
670.5
TCGA-KL-8343-01A
0 years, male, white, stage:Stage III, dead, 2172 days
650.2
TCGA-KM-8441-01A
0 years, female, white, stage:Stage I, alive, 876 days
604.3
TCGA-KN-8426-01A
0 years, male, white, stage:Stage IV, alive, 108 days
566.9
TCGA-KM-8439-01A
0 years, male, white, stage:Stage I, alive, 708 days
554.0
TCGA-KL-8342-01A
0 years, female, white, stage:Stage II, alive, 2248 days
549.8
TCGA-KL-8346-01A
0 years, male, white, stage:Stage II, alive, 1897 days
518.8
TCGA-KL-8336-01A
0 years, female, white, stage:Stage IV, dead, 920 days
518.6
TCGA-KN-8437-01A
0 years, female, white, stage:Stage I, alive, 3068 days
495.0
TCGA-KL-8330-01A
0 years, female, black or african american, stage:Stage II, alive, 3304 days
480.7
TCGA-KN-8435-01A
0 years, male, white, stage:Stage II, alive, 3498 days
479.2
TCGA-KO-8407-01A
0 years, male, white, stage:Stage II, alive, 2820 days
468.4
TCGA-KM-8443-01A
0 years, male, white, stage:Stage II, alive, 1520 days
466.0
TCGA-KN-8434-01A
0 years, female, white, stage:Stage II, alive, 1797 days
456.1
TCGA-KL-8340-01A
0 years, male, white, stage:Stage II, alive, 2024 days
453.2
TCGA-KO-8411-01A
0 years, male, white, stage:Stage I, alive, 3958 days
440.3
TCGA-KL-8338-01A
0 years, male, white, stage:Stage III, alive, 2633 days
440.0
TCGA-KM-8477-01A
0 years, male, white, stage:Stage I, alive, 1553 days
426.5
TCGA-KN-8431-01A
0 years, female, stage:Stage II, alive, 588 days
421.1
TCGA-KO-8405-01A
0 years, male, white, stage:Stage III, alive, 3056 days
416.3
TCGA-KL-8345-01A
0 years, male, white, stage:Stage III, alive, 1665 days
412.5
TCGA-KO-8406-01A
0 years, female, white, stage:Stage I, alive, 3145 days
409.0
TCGA-KL-8341-01A
0 years, male, asian, stage:Stage IV, dead, 754 days
405.8
TCGA-KM-8438-01A
0 years, female, white, stage:Stage II, alive, 4622 days
398.9
TCGA-KL-8325-01A
0 years, female, white, stage:Stage II, dead, 725 days
381.1
TCGA-KL-8326-01A
0 years, male, white, stage:Stage III, alive, 3322 days
379.9
TCGA-KN-8424-01A
0 years, female, white, stage:Stage I, alive, 1983 days
376.2
TCGA-KN-8418-01A
0 years, female, white, stage:Stage II, alive, 3935 days
364.2
TCGA-KN-8425-01A
0 years, male, white, stage:Stage I, alive, 3179 days
363.1
TCGA-KL-8334-01A
0 years, female, white, stage:Stage III, alive, 2949 days
362.8
TCGA-KL-8333-01A
0 years, male, white, stage:Stage II, alive, 2991 days
362.0
TCGA-KL-8324-01A
0 years, female, white, stage:Stage II, alive, 4676 days
353.5
TCGA-KN-8433-01A
0 years, female, white, stage:Stage III, alive, 341 days
346.3
TCGA-KL-8339-01A
0 years, male, white, stage:Stage IV, dead, 855 days
332.4
TCGA-KL-8335-01A
0 years, male, white, stage:Stage III, alive, 2815 days
302.4
TCGA-KL-8337-01A
0 years, male, black or african american, stage:Stage II, alive, 1364 days
300.1
TCGA-KN-8429-01A
0 years, female, white, stage:Stage III, alive, 2650 days
289.9
TCGA-KO-8408-01A
0 years, male, white, stage:Stage III, dead, 507 days
277.3
TCGA-KO-8409-01A
0 years, male, white, stage:Stage II, alive, 3180 days
249.7
TCGA-KO-8415-01A
0 years, female, white, stage:Stage I, alive, 2939 days
243.7
TCGA-KO-8416-01A
0 years, male, white, stage:Stage III, alive, 2752 days
234.2
TCGA-KN-8419-01A
0 years, male, black or african american, stage:Stage II, alive, 714 days
234.0
TCGA-KO-8414-01A
0 years, female, white, stage:Stage II, alive, 3212 days
229.6
TCGA-KM-8440-01A
0 years, male, black or african american, stage:Stage III, alive, 1366 days
226.9
TCGA-KN-8428-01A
0 years, male, white, stage:Stage II, dead, 1590 days
219.1
TCGA-KN-8427-01A
0 years, male, white, stage:Stage IV, alive, 30 days
208.6
TCGA-KO-8417-01A
0 years, female, white, stage:Stage I, alive, 2815 days
206.1
TCGA-KO-8403-01A
0 years, male, white, stage:Stage I, alive, 3208 days
203.6
TCGA-KL-8328-01A
0 years, male, white, stage:Stage II, alive, 3127 days
188.1
TCGA-KL-8323-01A
0 years, female, white, stage:Stage III, dead, 1158 days
172.4
TCGA-KO-8404-01A
0 years, male, white, stage:Stage IV, dead, 325 days
167.5
TCGA-KM-8476-01A
0 years, male, white, stage:Stage I, alive, 3745 days
137.0
TCGA-KL-8331-01A
0 years, female, white, stage:Stage II, alive, 3010 days
113.7
TCGA-KL-8327-01A
0 years, female, white, stage:Stage I, alive, 4169 days
The Survival Scatter plot shows the clinical status (i.e. dead or alive) for all individuals in the patient cohort, based on the same data that underlies the corresponding Kaplan-Meier plots. Patients that are alive at last time for follow-up are shown in blue and patients who have died during the study are shown in red.
The x-axis shows the expression levels (FPKM) of the investigated gene in the tumor tissue at the time of diagnosis. The y-axis shows the follow-up time after diagnosis (years). Both axes are complimented with kernel density curves demonstrating the data density over the axes. The top density plot shows the expression levels (FPKM) distribution among dead (red) and alive patients (blue). The right density plot shows the data density of the survived years of dead patients with high and low expression levels respectively, stratified using the cutoff indicated by the vertical dashed line through the Survival Scatter plot. This cutoff is automatically defined based on the FPKM cutoff that minimizes the p-score. The cutoff can be changed by dragging the vertical line or by entering a cutoff value in the square labeled "Current cut-off".
Under the Survival Scatter plot the p-score landscape (black curve; left axis) is shown together with dead median separation (red curve; right axis). Dead median separation is the difference in median mRNA expression between patients who have died with high and low expression, respectively. It is calculated as follows: median FPKM expression of dead patients with high expression - median FPKM expression of dead patients with low expression. This is intended to aid the user in visually exploring custom cutoffs and the associated p-scores and dead median separation.
Individual patient data is displayed and can be filtered by clicking on one or more of the category buttons on the top of the page. Categories describing expression level and patient information include: high, low, alive, dead, female, male and tumor stages. The scale of the x-axis can be toggled between linear and log-scale by clicking on the "x log" button. Mouse-over function shows TCGA ID, patient information and mRNA expression (FPKM) for each patient.
& Survival analysisi
Kaplan-Meier plots summarize results from analysis of correlation between mRNA expression level and patient survival. Patients were divided based on level of expression into one of the two groups "low" (under cut off) or "high" (over cut off). X-axis shows time for survival (years) and y-axis shows the probability of survival, where 1.0 corresponds to 100 percent.
IGFBP7 is potential prognostic, high expression is favorable in Kidney Renal Clear Cell Carcinoma (TCGA)
Stage:
Survival analysis
Current cut offi
Current cut-off shows the cut-off (FPKM) currently selected. It may be changed manually. When the current cut-off is changed, the vertical dashed line indicating cut-off, the interactive survival scatter plot and the Kaplan-Meier curve will be automatically adjusted to show results accordingly.
:
Best expression cut offi
Based on the FPKM value of each gene, patients were classified into two groups and association between prognosis (survival) and gene expression (FPKM) was examined. The best expression cut-off refers the FPKM value that yields maximal difference with regard to survival between the two groups at the lowest log-rank P-value. Best expression cut-off was selected based on survival analysis .
When clicking on this number, the vertical dashed line indicating cut-off, the interactive survival plot, and the Kaplan-Meier curve will be adjusted to show results based on the best expression cut-off.
Median expression refers to the median FPKM value calculated based on the gene expression (FPKM) data from all patients in this dataset. When clicking on this number, the vertical dashed line indicating cut-off, the interactive survival plot, and the Kaplan-Meier curve will be adjusted to show results based on the median expression.
Median follow up time refers to the median time (years) after diagnosis with this type of cancer, based on clinical data from all patients in this dataset.
: N/A
P scorei
Log-rank P value for Kaplan-Meier plot showing results from analysis of correlation between mRNA expression level and patient survival.
N/A
5-year survival highi
5-year survival for patients with higher expression than the expression cutoff.
For melanoma and glioma, 3-year survival is shown.
N/A
5-year survival lowi
5-year survival for patients with lower expression than the expression cutoff.
For melanoma and glioma, 3-year survival is shown.
N/A
TCGA RNA samplesi
RNA-seq data is reported as average FPKM (number Fragments Per Kilobase of exon per Million reads), generated by the The Cancer Genome Atlas (TCGA) .
Normal distribution across the dataset is visualized with box plots, shown as median and 25th and 75th percentiles. Points are displayed as outliers if they are above or below 1.5 times the interquartile range. FPKM values of the individual samples are presented next to the box plot.
Average TPM
968.5
Number of samples
521
Samples
Sample
Description
TPM
TCGA-T7-A92I-01A
0 years, female, black or african american, stage:Stage I, alive, 356 days
4827.1
TCGA-B8-A8YJ-01A
0 years, female, black or african american, stage:Stage I, alive, 431 days
3680.2
TCGA-CW-5591-01A
0 years, male, white, stage:Stage IV, alive, 2271 days
3322.4
TCGA-B0-5100-01A
0 years, male, black or african american, stage:Stage III, dead, 1913 days
3236.9
TCGA-BP-4784-01A
0 years, female, white, stage:Stage I, alive, 1854 days
3227.2
TCGA-BP-4795-01A
0 years, female, white, stage:Stage I, alive, 620 days
3094.5
TCGA-B0-4703-01A
0 years, male, white, stage:Stage IV, dead, 182 days
2876.1
TCGA-BP-4769-01A
0 years, male, white, stage:Stage I, alive, 1876 days
2868.0
TCGA-B4-5378-01A
0 years, male, white, stage:Stage I, alive, 175 days
2832.7
TCGA-B2-5636-01A
0 years, male, white, stage:Stage I, alive, 919 days
2806.7
TCGA-B0-5080-01A
0 years, male, white, stage:Stage IV, dead, 342 days
2798.2
TCGA-B0-5690-01A
0 years, female, white, stage:Stage I, alive, 3392 days
2763.5
TCGA-A3-3349-01A
0 years, female, white, stage:Stage I, alive, 1385 days
2655.2
TCGA-AK-3431-01A
0 years, female, white, stage:Stage II, dead, 2241 days
2567.1
TCGA-CJ-4905-01A
0 years, female, white, stage:Stage I, alive, 1496 days
2410.0
TCGA-DV-5576-01A
0 years, female, black or african american, stage:Stage I, dead, 727 days
2340.4
TCGA-BP-4789-01A
0 years, male, white, stage:Stage I, alive, 1489 days
2334.2
TCGA-BP-4762-01A
0 years, male, white, stage:Stage I, dead, 1343 days
2304.1
TCGA-AK-3427-01A
0 years, male, white, stage:Stage I, alive, 3583 days
2231.8
TCGA-B0-5691-01A
0 years, female, white, stage:Stage I, alive, 3431 days
2165.5
TCGA-B8-5546-01A
0 years, female, black or african american, stage:Stage I, alive, 505 days
2147.2
TCGA-B8-5545-01A
0 years, male, black or african american, stage:Stage I, alive, 1525 days
2123.3
TCGA-CJ-4899-01A
0 years, male, asian, stage:Stage I, alive, 1528 days
2104.1
TCGA-A3-A6NL-01A
0 years, female, black or african american, stage:Stage I, alive, 689 days
2096.4
TCGA-B0-5095-01A
0 years, male, white, stage:Stage III, dead, 245 days
2074.8
TCGA-A3-A8CQ-01A
0 years, female, black or african american, stage:Stage I, alive, 3 days
2031.1
TCGA-B8-A54J-01A
0 years, male, black or african american, stage:Stage II, alive, 528 days
1979.5
TCGA-CJ-4886-01A
0 years, female, white, stage:Stage I, alive, 1952 days
1979.1
TCGA-CZ-5458-01A
0 years, male, white, stage:Stage III, alive, 2789 days
1962.0
TCGA-B8-A54K-01A
0 years, male, black or african american, stage:Stage I, alive, 469 days
1941.2
TCGA-B8-5550-01A
0 years, male, white, stage:Stage III, alive, 1476 days
1899.0
TCGA-GK-A6C7-01A
0 years, female, black or african american, stage:Stage I, alive, 61 days
1895.4
TCGA-A3-3376-01A
0 years, male, black or african american, stage:Stage I, dead, 1696 days
1888.0
TCGA-BP-4999-01A
0 years, male, white, stage:Stage I, alive, 1266 days
1879.6
TCGA-BP-4804-01A
0 years, male, white, stage:Stage I, alive, 1459 days
1854.0
TCGA-BP-4974-01A
0 years, male, white, stage:Stage IV, dead, 211 days
1806.8
TCGA-BP-4991-01A
0 years, male, white, stage:Stage I, alive, 1413 days
1795.4
TCGA-B0-5709-01A
0 years, female, white, stage:Stage III, alive, 3974 days
1791.3
TCGA-B0-4706-01A
0 years, male, white, stage:Stage III, dead, 65 days
1781.5
TCGA-BP-4993-01A
0 years, male, white, stage:Stage I, alive, 177 days
1760.3
TCGA-BP-5195-01A
0 years, male, white, stage:Stage I, alive, 749 days
1746.1
TCGA-BP-4965-01A
0 years, male, white, stage:Stage I, alive, 1871 days
1742.5
TCGA-B0-4810-01A
0 years, male, white, stage:Stage III, dead, 478 days
1735.5
TCGA-DV-5567-01A
0 years, female, black or african american, stage:Stage I, alive, 2004 days
1723.8
TCGA-DV-5574-01A
0 years, male, white, stage:Stage I, alive, 2016 days
1716.5
TCGA-CW-5584-01A
0 years, male, white, stage:Stage III, dead, 164 days
1710.5
TCGA-A3-3362-01A
0 years, female, white, stage:Stage I, alive, 1559 days
1709.3
TCGA-BP-4177-01A
0 years, male, white, stage:Stage I, alive, 1670 days
1708.6
TCGA-CJ-4907-01A
0 years, male, white, stage:Stage III, alive, 1499 days
1687.3
TCGA-CJ-4871-01A
0 years, male, white, stage:Stage IV, alive, 2423 days
1677.7
TCGA-BP-4165-01A
0 years, female, white, stage:Stage I, alive, 3037 days
1676.8
TCGA-B0-4816-01A
0 years, male, white, stage:Stage II, dead, 1371 days
1663.7
TCGA-B4-5834-01A
0 years, male, white, stage:Stage I, alive, 38 days
1659.1
TCGA-AK-3460-01A
0 years, male, white, stage:Stage I, alive, 2508 days
1656.0
TCGA-BP-4760-01A
0 years, male, black or african american, stage:Stage I, alive, 2361 days
1650.2
TCGA-BP-4998-01A
0 years, male, asian, stage:Stage I, alive, 932 days
1645.9
TCGA-CJ-4868-01A
0 years, male, white, stage:Stage IV, dead, 646 days
1643.5
TCGA-BP-4344-01A
0 years, female, white, stage:Stage I, alive, 1666 days
1642.2
TCGA-BP-4159-01A
0 years, male, white, stage:Stage I, dead, 2601 days
1640.9
TCGA-BP-4167-01A
0 years, male, white, stage:Stage III, alive, 2718 days
1639.6
TCGA-B0-4837-01A
0 years, male, white, stage:Stage I, dead, 1378 days
1625.5
TCGA-BP-5196-01A
0 years, male, white, stage:Stage I, alive, 1018 days
1619.6
TCGA-AK-3458-01A
0 years, male, white, stage:Stage I, alive, 1168 days
1619.5
TCGA-CJ-4640-01A
0 years, male, white, stage:Stage III, alive, 3480 days
1609.6
TCGA-BP-4345-01A
0 years, male, white, stage:Stage III, alive, 1516 days
1604.8
TCGA-A3-A6NN-01A
0 years, male, black or african american, stage:Stage I, alive, 3 days
1573.5
TCGA-CJ-4895-01A
0 years, male, white, stage:Stage IV, dead, 1200 days
1572.6
TCGA-AS-3778-01A
0 years, male, white, stage:Stage I, alive, 43 days
1565.9
TCGA-MM-A84U-01A
0 years, female, black or african american, stage:Stage I, alive, 700 days
1565.6
TCGA-CJ-4870-01A
0 years, female, black or african american, stage:Stage III, alive, 1498 days
1563.3
TCGA-BP-4169-01A
0 years, female, white, stage:Stage II, dead, 701 days
1546.1
TCGA-CJ-4908-01A
0 years, male, white, stage:Stage I, alive, 1531 days
1538.6
TCGA-B0-4843-01A
0 years, male, white, stage:Stage III, dead, 320 days
1538.1
TCGA-A3-A8OW-01A
0 years, male, black or african american, stage:Stage III, alive, 323 days
1507.9
TCGA-BP-5007-01A
0 years, male, white, stage:Stage II, alive, 1140 days
1506.8
TCGA-CZ-4856-01A
0 years, female, white, stage:Stage I, alive, 18 days
1497.4
TCGA-BP-4790-01A
0 years, male, white, stage:Stage I, dead, 1111 days
1491.5
TCGA-DV-5565-01A
0 years, male, white, stage:Stage I, alive, 1329 days
1474.5
TCGA-CW-5583-01A
0 years, female, white, stage:Stage I, alive, 2489 days
1470.0
TCGA-BP-4982-01A
0 years, male, white, stage:Stage I, alive, 1014 days
1467.6
TCGA-BP-4971-01A
0 years, male, white, stage:Stage III, alive, 1487 days
1466.8
TCGA-MM-A564-01A
0 years, male, black or african american, stage:Stage II, alive, 607 days
1466.5
TCGA-B0-5108-01A
0 years, male, white, stage:Stage III, alive, 1782 days
1459.6
TCGA-CJ-5681-01A
0 years, female, white, stage:Stage IV, dead, 552 days
1454.6
TCGA-CJ-5671-01A
0 years, male, white, stage:Stage I, alive, 3987 days
1437.2
TCGA-BP-4765-01A
0 years, male, white, stage:Stage I, alive, 2184 days
1436.3
TCGA-CJ-4874-01A
0 years, female, white, stage:Stage I, alive, 2283 days
1418.5
TCGA-CJ-4918-01A
0 years, male, white, stage:Stage IV, dead, 93 days
1416.4
TCGA-BP-5008-01A
0 years, male, white, stage:Stage I, alive, 1071 days
1407.8
TCGA-BP-4355-01A
0 years, female, white, stage:Stage III, dead, 953 days
1402.4
TCGA-CJ-4872-01A
0 years, male, white, stage:Stage I, alive, 1435 days
1401.7
TCGA-B0-4839-01A
0 years, female, white, stage:Stage I, dead, 1639 days
1392.7
TCGA-B0-5106-01A
0 years, male, white, stage:Stage I, dead, 1598 days
1392.3
TCGA-CZ-4865-01A
0 years, female, white, stage:Stage I, dead, 166 days
1387.6
TCGA-3Z-A93Z-01A
0 years, male, black or african american, stage:Stage I, alive, 385 days
1381.9
TCGA-AK-3425-01A
0 years, male, white, stage:Stage I, alive, 3343 days
1373.3
TCGA-AK-3450-01A
0 years, female, white, stage:Stage I, alive, 1508 days
1367.7
TCGA-BP-4774-01A
0 years, female, white, stage:Stage I, alive, 1885 days
1360.8
TCGA-CZ-5461-01A
0 years, male, white, stage:Stage IV, dead, 330 days
1352.9
TCGA-6D-AA2E-01A
0 years, female, black or african american, stage:Stage I, alive, 362 days
1349.2
TCGA-BP-4349-01A
0 years, female, white, stage:Stage I, alive, 372 days
1348.7
TCGA-CJ-4882-01A
0 years, male, black or african american, stage:Stage III, alive, 1883 days
1345.6
TCGA-BP-5181-01A
0 years, female, white, stage:Stage I, alive, 1495 days
1333.2
TCGA-CW-5585-01A
0 years, male, white, stage:Stage IV, alive, 2609 days
1332.2
TCGA-CJ-4890-01A
0 years, male, white, stage:Stage IV, alive, 3519 days
1331.7
TCGA-BP-5194-01A
0 years, male, white, stage:Stage I, alive, 408 days
1330.2
TCGA-B0-4818-01A
0 years, female, white, stage:Stage II, dead, 510 days
1323.0
TCGA-BP-5177-01A
0 years, female, white, stage:Stage I, alive, 293 days
1320.3
TCGA-CJ-4891-01A
0 years, female, white, stage:Stage III, dead, 819 days
1318.4
TCGA-CJ-4893-01A
0 years, female, white, stage:Stage I, alive, 750 days
1317.3
TCGA-BP-4961-01A
0 years, male, white, stage:Stage I, alive, 1935 days
1316.9
TCGA-B0-4712-01A
0 years, male, white, stage:Stage IV, dead, 1337 days
1315.4
TCGA-CZ-4862-01A
0 years, male, white, stage:Stage I, alive, 3271 days
1311.1
TCGA-BP-4763-01A
0 years, female, white, stage:Stage I, dead, 1270 days
1308.5
TCGA-CJ-6031-01A
0 years, male, white, stage:Stage I, alive, 1906 days
1298.0
TCGA-B8-A7U6-01A
0 years, female, black or african american, stage:Stage I, alive, 495 days
1297.7
TCGA-CJ-4644-01A
0 years, female, white, stage:Stage IV, dead, 336 days
1283.5
TCGA-CJ-4904-01A
0 years, female, white, stage:Stage IV, alive, 3302 days
1282.9
TCGA-BP-4166-01A
0 years, male, white, stage:Stage III, alive, 13 days
1279.6
TCGA-CJ-4881-01A
0 years, male, white, stage:Stage III, alive, 2014 days
1277.3
TCGA-CJ-6033-01A
0 years, female, white, stage:Stage IV, dead, 224 days
1276.8
TCGA-BP-4173-01A
0 years, male, white, stage:Stage II, alive, 1893 days
1272.8
TCGA-CJ-4920-01A
0 years, female, white, stage:Stage I, dead, 139 days
1267.4
TCGA-BP-4758-01A
0 years, male, white, stage:Stage I, alive, 2208 days
1266.6
TCGA-B0-5700-01A
0 years, male, white, stage:Stage I, alive, 1790 days
1265.6
TCGA-B0-5707-01A
0 years, female, white, stage:Stage I, alive, 3744 days
1263.6
TCGA-CW-5589-01A
0 years, male, white, stage:Stage I, alive, 2378 days
1262.4
TCGA-BP-4807-01A
0 years, male, white, stage:Stage I, alive, 211 days
1262.4
TCGA-CJ-4643-01A
0 years, female, white, stage:Stage II, alive, 1793 days
1258.9
TCGA-B0-4848-01A
0 years, male, white, stage:Stage III, dead, 883 days
1257.5
TCGA-CZ-4863-01A
0 years, female, white, stage:Stage III, alive, 1928 days
1256.5
TCGA-B2-5633-01A
0 years, male, white, stage:Stage I, alive, 963 days
1253.3
TCGA-B8-5163-01A
0 years, female, white, stage:Stage III, alive, 822 days
1237.5
TCGA-B8-A54H-01A
0 years, female, black or african american, stage:Stage II, alive, 256 days
1236.2
TCGA-EU-5904-01A
0 years, female, white, stage:Stage I, alive, 551 days
1230.6
TCGA-CJ-4889-01A
0 years, female, white, stage:Stage I, alive, 1946 days
1225.9
TCGA-BP-5168-01A
0 years, male, white, stage:Stage I, dead, 1463 days
1225.6
TCGA-BP-4972-01A
0 years, female, white, stage:Stage III, alive, 1502 days
1223.6
TCGA-B8-4154-01A
0 years, female, white, stage:Stage I, alive, 1380 days
1220.7
TCGA-B0-4836-01A
0 years, male, white, stage:Stage IV, dead, 1238 days
1210.4
TCGA-BP-5192-01A
0 years, male, white, stage:Stage I, alive, 714 days
1209.9
TCGA-BP-4970-01A
0 years, male, asian, stage:Stage III, alive, 433 days
1206.1
TCGA-A3-3323-01A
0 years, male, white, stage:Stage I, alive, 1106 days
1202.6
TCGA-A3-3329-01A
0 years, male, white, stage:Stage I, alive, 1624 days
1202.3
TCGA-BP-4759-01A
0 years, male, white, stage:Stage I, alive, 2372 days
1199.8
TCGA-MM-A563-01A
0 years, male, black or african american, stage:'--, alive, 591 days
1198.7
TCGA-A3-3365-01A
0 years, male, white, stage:Stage I, alive, 873 days
1197.9
TCGA-EU-5906-01A
0 years, male, white, stage:Stage I, alive, 206 days
1187.7
TCGA-CZ-4859-01A
0 years, female, white, stage:Stage I, alive, 1787 days
1183.7
TCGA-BP-5199-01A
0 years, male, white, stage:Stage II, alive, 1355 days
1182.1
TCGA-DV-5566-01A
0 years, female, white, stage:Stage I, alive, 1398 days
1177.7
TCGA-CJ-4878-01A
0 years, female, white, stage:Stage III, alive, 2186 days
1175.2
TCGA-BP-4343-01A
0 years, male, white, stage:Stage III, dead, 1912 days
1163.5
TCGA-B2-4102-01A
0 years, male, white, stage:Stage I, alive, 952 days
1162.4
TCGA-CJ-4634-01A
0 years, female, white, stage:Stage I, alive, 3498 days
1162.1
TCGA-BP-4986-01A
0 years, male, white, stage:Stage I, alive, 785 days
1161.1
TCGA-CJ-4887-01A
0 years, male, white, stage:Stage IV, dead, 932 days
1157.6
TCGA-CZ-5451-01A
0 years, male, white, stage:Stage II, alive, 1929 days
1156.3
TCGA-BP-4797-01A
0 years, male, white, stage:Stage III, alive, 1107 days
1153.7
TCGA-BP-5010-01A
0 years, male, white, stage:Stage III, dead, 878 days
1147.7
TCGA-DV-5575-01A
0 years, female, white, stage:Stage I, alive, 1729 days
1147.6
TCGA-A3-3347-01A
0 years, female, white, stage:Stage III, dead, 1610 days
1147.4
TCGA-AK-3461-01A
0 years, male, white, stage:Stage I, alive, 2217 days
1147.2
TCGA-AK-3451-01A
0 years, male, white, stage:Stage II, alive, 2868 days
1144.0
TCGA-CJ-4869-01A
0 years, male, white, stage:Stage III, alive, 2554 days
1141.4
TCGA-AK-3429-01A
0 years, female, white, stage:Stage II, alive, 3328 days
1140.4
TCGA-AK-3434-01A
0 years, male, white, stage:Stage I, alive, 2087 days
1137.6
TCGA-B4-5836-01A
0 years, female, white, stage:Stage I, alive, 141 days
1136.8
TCGA-BP-5182-01A
0 years, male, white, stage:Stage I, alive, 1165 days
1136.3
TCGA-BP-4782-01A
0 years, female, white, stage:Stage I, alive, 354 days
1131.5
TCGA-BP-4158-01A
0 years, male, white, stage:Stage I, alive, 3377 days
1130.9
TCGA-B8-4622-01A
0 years, male, white, stage:Stage IV, alive, 1525 days
1130.4
TCGA-BP-4987-01A
0 years, female, asian, stage:Stage I, alive, 1124 days
1127.0
TCGA-CJ-4892-01A
0 years, female, white, stage:Stage I, alive, 1521 days
1122.2
TCGA-CZ-5470-01A
0 years, female, stage:Stage II, alive, 386 days
1121.9
TCGA-BP-4332-01A
0 years, male, white, stage:Stage III, alive, 1133 days
1117.8
TCGA-B0-4823-01A
0 years, male, white, stage:Stage I, dead, 454 days
1106.9
TCGA-B2-4099-01A
0 years, male, white, stage:Stage I, alive, 972 days
1103.5
TCGA-A3-3325-01A
0 years, male, white, stage:Stage I, dead, 1170 days
1092.7
TCGA-B2-A4SR-01A
0 years, male, black or african american, stage:Stage II, alive, 507 days
1092.1
TCGA-CZ-5467-01A
0 years, female, white, stage:Stage III, dead, 73 days
1089.2
TCGA-CJ-5682-01A
0 years, male, white, stage:Stage IV, alive, 3736 days
1087.0
TCGA-B8-4621-01A
0 years, male, black or african american, stage:Stage I, alive, 788 days
1084.3
TCGA-B0-5710-01A
0 years, male, white, stage:Stage I, alive, 2430 days
1074.9
TCGA-BP-4170-01A
0 years, female, white, stage:Stage I, dead, 2343 days
1065.9
TCGA-B8-5553-01A
0 years, female, white, stage:Stage I, alive, 435 days
1062.7
TCGA-B0-5088-01A
0 years, male, white, stage:Stage I, dead, 563 days
1059.8
TCGA-BP-4353-01A
0 years, male, white, stage:Stage I, dead, 375 days
1055.6
TCGA-BP-5189-01A
0 years, male, white, stage:Stage I, dead, 822 days
1054.6
TCGA-BP-5006-01A
0 years, male, white, stage:Stage I, alive, 840 days
1054.4
TCGA-BP-5176-01A
0 years, female, white, stage:Stage I, dead, 1590 days
1053.7
TCGA-CJ-4875-01A
0 years, male, white, stage:Stage IV, dead, 3554 days
1048.5
TCGA-B4-5844-01A
0 years, female, white, stage:Stage II, alive, 7 days
1048.5
TCGA-CZ-4866-01A
0 years, female, white, stage:Stage I, alive, 3267 days
1043.8
TCGA-B8-5165-01A
0 years, male, white, stage:Stage I, alive, 737 days
1043.7
TCGA-CW-6093-01A
0 years, male, white, stage:Stage I, alive, 3146 days
1043.1
TCGA-BP-4351-01A
0 years, female, white, stage:Stage III, alive, 970 days
1037.2
TCGA-CW-6097-01A
0 years, male, white, stage:Stage III, dead, 571 days
1029.1
TCGA-B0-5693-01A
0 years, female, white, stage:Stage I, alive, 4074 days
1025.6
TCGA-BP-4347-01A
0 years, male, white, stage:Stage III, alive, 1367 days
1023.6
TCGA-B0-5402-01A
0 years, male, white, stage:Stage IV, alive, 1290 days
1021.2
TCGA-A3-3387-01A
0 years, male, white, stage:Stage I, alive, 617 days
1017.1
TCGA-CW-5588-01A
0 years, female, white, stage:Stage I, alive, 2017 days
1013.3
TCGA-A3-3308-01A
0 years, female, white, stage:Stage III, alive, 16 days
1011.4
TCGA-B0-5120-01A
0 years, female, white, stage:Stage I, alive, 1169 days
1007.9
TCGA-CJ-4902-01A
0 years, male, white, stage:Stage III, alive, 1520 days
1006.9
TCGA-B0-4827-01A
0 years, female, white, stage:Stage III, dead, 885 days
1006.5
TCGA-B0-5119-01A
0 years, female, white, stage:Stage I, alive, 1552 days
1006.0
TCGA-B0-5713-01A
0 years, female, white, stage:Stage III, alive, 2782 days
1004.0
TCGA-B8-5549-01A
0 years, male, white, stage:Stage I, alive, 194 days
998.3
TCGA-BP-4801-01A
0 years, male, white, stage:Stage I, alive, 1124 days
996.3
TCGA-BP-4329-01A
0 years, male, white, stage:Stage III, dead, 845 days
991.8
TCGA-AK-3445-01A
0 years, male, white, stage:Stage III, alive, 2392 days
984.2
TCGA-CJ-4897-01A
0 years, female, white, stage:Stage III, alive, 3341 days
979.9
TCGA-CJ-4888-01A
0 years, male, white, stage:Stage IV, dead, 1567 days
979.3
TCGA-BP-4803-01A
0 years, male, white, stage:Stage III, alive, 204 days
979.0
TCGA-A3-3359-01A
0 years, female, white, stage:Stage I, alive, 2504 days
978.9
TCGA-CZ-5988-01A
0 years, male, white, stage:Stage I, alive, 693 days
975.4
TCGA-B0-5400-01A
0 years, female, white, stage:Stage III, alive, 1733 days
975.2
TCGA-BP-4985-01A
0 years, male, white, stage:Stage III, dead, 952 days
974.6
TCGA-CW-6088-01A
0 years, male, white, stage:Stage I, alive, 3222 days
965.7
TCGA-CW-5580-01A
0 years, female, white, stage:Stage IV, dead, 1964 days
963.5
TCGA-CJ-6032-01A
0 years, female, white, stage:Stage II, alive, 3639 days
962.8
TCGA-BP-4331-01A
0 years, male, white, stage:Stage I, dead, 2454 days
952.7
TCGA-CJ-5684-01A
0 years, male, white, stage:Stage III, alive, 2231 days
952.4
TCGA-MW-A4EC-01A
0 years, female, black or african american, stage:Stage I, alive, 498 days
949.2
TCGA-B0-5695-01A
0 years, female, white, stage:Stage I, alive, 2150 days
947.4
TCGA-A3-A6NJ-01A
0 years, female, black or african american, stage:Stage I, alive, 468 days
943.6
TCGA-B0-5081-01A
0 years, female, white, stage:Stage III, dead, 362 days
942.7
TCGA-AK-3454-01A
0 years, male, white, stage:Stage I, alive, 874 days
933.3
TCGA-AK-3456-01A
0 years, male, black or african american, stage:Stage II, alive, 1143 days
932.4
TCGA-CW-5581-01A
0 years, male, white, stage:Stage I, alive, 2799 days
929.7
TCGA-BP-5202-01A
0 years, male, white, stage:Stage III, alive, 29 days
917.5
TCGA-BP-4787-01A
0 years, female, white, stage:Stage IV, dead, 480 days
914.7
TCGA-B0-5697-01A
0 years, male, white, stage:Stage I, alive, 2630 days
914.2
TCGA-BP-4160-01A
0 years, male, white, stage:Stage III, alive, 2881 days
909.6
TCGA-B0-4700-01A
0 years, male, white, stage:Stage IV, dead, 1980 days
906.4
TCGA-BP-4962-01A
0 years, male, white, stage:Stage II, alive, 1785 days
905.3
TCGA-DV-5568-01A
0 years, male, white, stage:Stage I, alive, 370 days
903.4
TCGA-BP-5198-01A
0 years, male, white, stage:Stage III, alive, 603 days
903.2
TCGA-B0-4691-01A
0 years, male, white, stage:Stage IV, dead, 139 days
898.3
TCGA-B8-4619-01A
0 years, male, white, stage:Stage I, alive, 523 days
898.0
TCGA-EU-5905-01A
0 years, female, white, stage:Stage I, alive, 119 days
893.4
TCGA-BP-4766-01A
0 years, female, white, stage:Stage I, alive, 1462 days
890.5
TCGA-CJ-4894-01A
0 years, male, white, stage:Stage III, dead, 841 days
888.5
TCGA-B0-5696-01A
0 years, male, white, stage:Stage III, alive, 2609 days
887.9
TCGA-B0-5399-01A
0 years, male, white, stage:Stage I, alive, 1411 days
887.4
TCGA-B0-4845-01A
0 years, male, white, stage:Stage IV, dead, 1986 days
886.2
TCGA-DV-A4VZ-01A
0 years, male, black or african american, stage:Stage I, alive, 365 days
885.7
TCGA-CJ-5676-01A
0 years, male, white, stage:Stage III, alive, 4067 days
882.4
TCGA-B0-4838-01A
0 years, female, white, stage:Stage I, dead, 834 days
880.7
TCGA-CW-5590-01A
0 years, male, white, stage:Stage IV, dead, 1075 days
878.3
TCGA-BP-4176-01A
0 years, male, white, stage:Stage I, alive, 1955 days
877.7
TCGA-A3-3380-01A
0 years, male, stage:Stage I, alive, 567 days
877.6
TCGA-A3-3372-01A
0 years, male, white, stage:Stage III, alive, 735 days
876.3
TCGA-B0-5099-01A
0 years, female, white, stage:Stage III, dead, 485 days
876.0
TCGA-CZ-5459-01A
0 years, male, white, stage:Stage III, alive, 1683 days
876.0
TCGA-B0-5110-01A
0 years, female, white, stage:Stage I, alive, 2009 days
873.7
TCGA-BP-4337-01A
0 years, female, white, stage:Stage III, dead, 2 days
872.4
TCGA-BP-4776-01A
0 years, male, white, stage:Stage I, alive, 411 days
871.9
TCGA-BP-5186-01A
0 years, female, white, stage:Stage I, alive, 693 days
870.6
TCGA-BP-4771-01A
0 years, male, white, stage:Stage IV, dead, 162 days
869.7
TCGA-BP-4968-01A
0 years, male, white, stage:Stage I, alive, 1746 days
867.4
TCGA-A3-3343-01A
0 years, male, white, stage:Stage II, alive, 945 days
862.8
TCGA-CZ-5464-01A
0 years, male, white, stage:Stage IV, alive, 2128 days
861.9
TCGA-BP-4342-01A
0 years, male, white, stage:Stage II, dead, 2256 days
858.7
TCGA-BP-4330-01A
0 years, female, black or african american, stage:Stage III, alive, 1888 days
857.1
TCGA-B0-4824-01A
0 years, female, white, stage:Stage I, dead, 1657 days
855.9
TCGA-B8-A54F-01A
0 years, female, black or african american, stage:Stage I, alive, 519 days
854.8
TCGA-CZ-5455-01A
0 years, male, white, stage:Stage IV, dead, 561 days
854.4
TCGA-CZ-5453-01A
0 years, male, white, stage:Stage II, dead, 2419 days
849.0
TCGA-AK-3426-01A
0 years, male, white, stage:Stage III, dead, 885 days
845.9
TCGA-BP-4975-01A
0 years, male, white, stage:Stage I, alive, 1433 days
844.7
TCGA-CJ-5672-01A
0 years, male, white, stage:Stage I, dead, 1972 days
844.1
TCGA-BP-5200-01A
0 years, male, white, stage:Stage II, alive, 1063 days
840.9
TCGA-B0-5121-01A
0 years, male, white, stage:Stage I, alive, 1485 days
825.7
TCGA-B0-4849-01A
0 years, male, white, stage:Stage III, dead, 69 days
824.5
TCGA-B2-5635-01A
0 years, male, white, stage:Stage I, alive, 755 days
822.3
TCGA-B0-5097-01A
0 years, female, white, stage:Stage III, alive, 665 days
818.6
TCGA-BP-5000-01A
0 years, male, white, stage:Stage I, alive, 563 days
813.4
TCGA-BP-4963-01A
0 years, male, white, stage:Stage I, alive, 1834 days
812.4
TCGA-B8-4143-01A
0 years, female, white, stage:Stage IV, dead, 709 days
811.0
TCGA-BP-4781-01A
0 years, male, white, stage:Stage I, alive, 2080 days
801.3
TCGA-B0-5703-01A
0 years, male, white, stage:Stage I, alive, 2246 days
798.2
TCGA-AK-3443-01A
0 years, male, white, stage:Stage II, alive, 1423 days
795.4
TCGA-B8-4151-01A
0 years, female, white, stage:Stage III, alive, 1299 days
788.6
TCGA-CJ-4885-01A
0 years, male, white, stage:Stage IV, alive, 3451 days
788.2
TCGA-CJ-4876-01A
0 years, male, white, stage:Stage II, alive, 1955 days
784.5
TCGA-A3-3351-01A
0 years, male, white, stage:Stage II, alive, 910 days
783.1
TCGA-CZ-5460-01A
0 years, male, white, stage:Stage IV, alive, 2873 days
781.2
TCGA-BP-4162-01A
0 years, female, white, stage:Stage I, alive, 3074 days
780.3
TCGA-BP-4775-01A
0 years, female, white, stage:Stage I, alive, 1843 days
780.2
TCGA-CJ-5683-01A
0 years, male, white, stage:Stage I, alive, 1889 days
778.4
TCGA-BP-5009-01A
0 years, male, white, stage:Stage I, dead, 1092 days
777.8
TCGA-B0-5812-01A
0 years, male, white, stage:Stage I, alive, 3834 days
775.1
TCGA-B0-4694-01A
0 years, male, white, stage:Stage III, dead, 106 days
773.8
TCGA-CJ-5677-01A
0 years, female, white, stage:Stage IV, dead, 782 days
772.1
TCGA-BP-4777-01A
0 years, male, white, stage:Stage I, alive, 1731 days
768.7
TCGA-A3-3352-01A
0 years, male, white, stage:Stage III, dead, 561 days
765.8
TCGA-G6-A8L6-01A
0 years, male, black or african american, stage:Stage IV, dead, 313 days
765.3
TCGA-A3-3378-01A
0 years, male, white, stage:Stage I, alive, 630 days
763.4
TCGA-BP-5004-01A
0 years, male, white, stage:Stage I, alive, 1126 days
761.0
TCGA-A3-A6NI-01A
0 years, male, black or african american, stage:Stage I, alive, 1018 days
759.6
TCGA-A3-3317-01A
0 years, male, stage:Stage II, alive, 1491 days
758.4
TCGA-B0-4718-01A
0 years, male, white, stage:Stage III, alive, 1778 days
757.3
TCGA-B8-4620-01A
0 years, female, white, stage:Stage III, alive, 777 days
756.6
TCGA-A3-3370-01A
0 years, female, white, stage:Stage I, alive, 2274 days
754.6
TCGA-CJ-5680-01A
0 years, female, white, stage:Stage IV, dead, 768 days
752.8
TCGA-B0-5701-01A
0 years, male, white, stage:Stage III, alive, 2461 days
751.4
TCGA-B0-4822-01A
0 years, male, white, stage:Stage II, dead, 1111 days
746.1
TCGA-A3-3382-01A
0 years, male, white, stage:Stage I, alive, 574 days
742.5
TCGA-BP-4341-01A
0 years, male, white, stage:Stage III, dead, 1589 days
741.9
TCGA-DV-5573-01A
0 years, male, white, stage:Stage I, alive, 1130 days
741.3
TCGA-DV-A4W0-01A
0 years, male, black or african american, stage:Stage I, alive, 2470 days
740.5
TCGA-CJ-4884-01A
0 years, female, white, stage:Stage III, alive, 1759 days
740.3
TCGA-A3-3331-01A
0 years, female, white, stage:Stage I, alive, 1257 days
740.2
TCGA-BP-4340-01A
0 years, female, white, stage:Stage I, dead, 562 days
739.9
TCGA-B0-5107-01A
0 years, female, white, stage:Stage IV, dead, 927 days
739.3
TCGA-CZ-5466-01A
0 years, male, stage:Stage III, alive, 685 days
737.0
TCGA-B8-4148-01A
0 years, female, white, stage:Stage I, alive, 1520 days
736.6
TCGA-B0-5711-01A
0 years, male, white, stage:Stage III, alive, 3989 days
736.4
TCGA-A3-A8OV-01A
0 years, male, black or african american, stage:Stage I, alive, 340 days
729.7
TCGA-B2-3924-01A
0 years, male, white, stage:Stage I, alive, 1092 days
726.3
TCGA-B0-4841-01A
0 years, male, white, stage:Stage IV, dead, 204 days
721.7
TCGA-BP-4798-01A
0 years, male, white, stage:'--, dead, 334 days
710.5
TCGA-B0-5102-01A
0 years, female, white, stage:Stage I, dead, 2764 days
709.5
TCGA-B0-5116-01A
0 years, male, white, stage:Stage III, alive, 1274 days
708.5
TCGA-BP-5187-01A
0 years, male, white, stage:Stage I, alive, 406 days
707.2
TCGA-BP-4973-01A
0 years, male, white, stage:Stage III, alive, 1384 days
700.1
TCGA-B0-5092-01A
0 years, female, white, stage:Stage IV, dead, 459 days
699.9
TCGA-G6-A8L8-01A
0 years, female, black or african american, stage:Stage I, dead, 1091 days
695.7
TCGA-B0-4814-01A
0 years, male, white, stage:Stage IV, dead, 168 days
695.2
TCGA-B0-5096-01A
0 years, female, white, stage:Stage III, dead, 68 days
694.6
TCGA-DV-5569-01A
0 years, female, white, stage:Stage I, alive, 355 days
694.1
TCGA-CZ-5452-01A
0 years, male, white, stage:Stage II, alive, 1789 days
692.1
TCGA-B0-4833-01A
0 years, female, white, stage:Stage I, dead, 2386 days
691.9
TCGA-B2-4101-01A
0 years, male, white, stage:Stage II, alive, 648 days
688.9
TCGA-BP-4161-01A
0 years, male, white, stage:Stage I, alive, 2746 days
686.9
TCGA-CZ-4857-01A
0 years, male, white, stage:Stage IV, dead, 1432 days
679.5
TCGA-BP-4326-01A
0 years, female, white, stage:Stage I, dead, 1625 days
674.7
TCGA-A3-3363-01A
0 years, male, asian, stage:Stage II, alive, 319 days
673.8
TCGA-BP-5201-01A
0 years, male, white, stage:Stage IV, alive, 951 days
671.7
TCGA-B0-4714-01A
0 years, male, white, stage:Stage IV, dead, 99 days
670.5
TCGA-CW-5587-01A
0 years, female, white, stage:Stage III, alive, 2226 days
670.3
TCGA-B4-5377-01A
0 years, female, white, stage:Stage IV, alive, 365 days
667.3
TCGA-CJ-4639-01A
0 years, female, white, stage:Stage II, alive, 3229 days
665.0
TCGA-A3-3322-01A
0 years, male, white, stage:Stage I, alive, 1478 days
663.3
TCGA-BP-5184-01A
0 years, male, white, stage:Stage I, alive, 1133 days
662.8
TCGA-CJ-5679-01A
0 years, male, white, stage:Stage III, dead, 679 days
657.2
TCGA-A3-3324-01A
0 years, male, white, stage:Stage I, alive, 1186 days
655.5
TCGA-CJ-5686-01A
0 years, female, white, stage:Stage I, alive, 2038 days
652.2
TCGA-CJ-4635-01A
0 years, male, white, stage:Stage I, alive, 1416 days
652.2
TCGA-BP-4976-01A
0 years, male, white, stage:Stage I, alive, 1632 days
651.4
TCGA-CJ-5678-01A
0 years, male, black or african american, stage:Stage IV, dead, 574 days
649.2
TCGA-BP-4989-01A
0 years, male, white, stage:Stage III, alive, 118 days
648.3
TCGA-A3-3307-01A
0 years, male, stage:Stage III, alive, 1436 days
646.8
TCGA-B0-4701-01A
0 years, female, white, stage:Stage IV, dead, 238 days
645.5
TCGA-BP-5170-01A
0 years, male, white, stage:Stage I, alive, 2412 days
643.4
TCGA-BP-4799-01A
0 years, male, white, stage:Stage III, dead, 1133 days
641.6
TCGA-BP-4964-01A
0 years, female, white, stage:Stage I, alive, 1862 days
641.3
TCGA-B8-5158-01A
0 years, male, white, stage:Stage III, alive, 1218 days
639.6
TCGA-B0-5699-01A
0 years, male, white, stage:Stage I, alive, 3841 days
636.4
TCGA-B0-5077-01A
0 years, male, white, stage:Stage I, dead, 1317 days
635.5
TCGA-BP-5173-01A
0 years, male, white, stage:Stage I, dead, 62 days
635.3
TCGA-BP-5183-01A
0 years, male, white, stage:Stage III, alive, 1291 days
634.2
TCGA-AK-3436-01A
0 years, male, white, stage:Stage IV, alive, 3331 days
632.8
TCGA-CZ-5982-01A
0 years, female, white, stage:Stage I, alive, 2439 days
631.0
TCGA-AK-3428-01A
0 years, male, white, stage:Stage III, alive, 3728 days
630.8
TCGA-BP-4335-01A
0 years, female, white, stage:Stage IV, dead, 475 days
623.1
TCGA-B0-4693-01A
0 years, female, white, stage:Stage III, dead, 77 days
617.9
TCGA-CJ-4873-01A
0 years, female, white, stage:Stage III, alive, 1776 days
615.4
TCGA-CZ-5468-01A
0 years, male, white, stage:Stage IV, dead, 59 days
610.7
TCGA-CZ-5469-01A
0 years, male, white, stage:Stage II, dead, 946 days
608.8
TCGA-BP-4327-01A
0 years, female, white, stage:Stage II, dead, 109 days
606.5
TCGA-BP-4174-01A
0 years, male, white, stage:Stage II, alive, 1879 days
603.7
TCGA-B0-4834-01A
0 years, male, white, stage:Stage I, dead, 2090 days
597.5
TCGA-CW-6090-01A
0 years, male, white, stage:Stage I, alive, 2552 days
597.2
TCGA-CZ-4864-01A
0 years, male, white, stage:Stage II, dead, 1315 days
595.3
TCGA-B8-5162-01A
0 years, male, white, stage:Stage II, alive, 36 days
592.8
TCGA-B0-5083-01A
0 years, male, white, stage:Stage I, dead, 1045 days
588.0
TCGA-B0-5694-01A
0 years, male, white, stage:Stage III, dead, 480 days
587.3
TCGA-BP-4977-01A
0 years, male, white, stage:Stage I, alive, 454 days
582.8
TCGA-BP-4768-01A
0 years, female, white, stage:Stage I, alive, 400 days
575.0
TCGA-BP-4346-01A
0 years, male, white, stage:Stage III, dead, 1493 days
573.7
TCGA-A3-3316-01A
0 years, male, white, stage:Stage II, alive, 1493 days
570.4
TCGA-CZ-5457-01A
0 years, male, white, stage:Stage III, alive, 2754 days
564.7
TCGA-CJ-4641-01A
0 years, female, white, stage:Stage IV, dead, 1661 days
564.2
TCGA-B0-4821-01A
0 years, female, asian, stage:Stage III, dead, 1230 days
563.5
TCGA-BP-4967-01A
0 years, male, white, stage:Stage III, alive, 205 days
558.3
TCGA-B4-5843-01A
0 years, male, white, stage:Stage I, alive, 11 days
558.3
TCGA-B0-4817-01A
0 years, male, white, stage:Stage III, dead, 1019 days
556.9
TCGA-CZ-5462-01A
0 years, male, white, stage:Stage IV, dead, 311 days
555.6
TCGA-B0-4945-01A
0 years, female, white, stage:Stage I, dead, 2145 days
551.1
TCGA-A3-3311-01A
0 years, male, stage:Stage I, dead, 1191 days
549.3
TCGA-B8-A54E-01A
0 years, female, black or african american, stage:Stage I, alive, 909 days
549.1
TCGA-B0-4846-01A
0 years, male, white, stage:Stage IV, dead, 1200 days
546.4
TCGA-CJ-6030-01A
0 years, male, white, stage:Stage I, dead, 2299 days
544.1
TCGA-BP-4981-01A
0 years, female, white, stage:Stage III, dead, 1097 days
541.8
TCGA-B2-4098-01A
0 years, female, black or african american, stage:Stage I, dead, 51 days
538.6
TCGA-CZ-4854-01A
0 years, male, white, stage:Stage I, dead, 1404 days
532.9
TCGA-B0-4707-01A
0 years, male, white, stage:Stage III, dead, 600 days
531.2
TCGA-BP-4959-01A
0 years, male, white, stage:Stage I, alive, 2660 days
529.2
TCGA-B0-4710-01A
0 years, female, white, stage:Stage III, alive, 1755 days
528.4
TCGA-B0-5698-01A
0 years, male, black or african american, stage:Stage I, alive, 3631 days
527.7
TCGA-A3-3373-01A
0 years, female, white, stage:Stage I, alive, 1621 days
513.8
TCGA-B8-A54D-01A
0 years, male, black or african american, stage:Stage III, alive, 830 days
508.2
TCGA-B0-4852-01A
0 years, female, white, stage:Stage II, dead, 1121 days
507.7
TCGA-B0-5085-01A
0 years, female, white, stage:Stage III, dead, 770 days
506.9
TCGA-A3-3383-01A
0 years, male, white, stage:Stage I, alive, 861 days
505.8
TCGA-BP-5190-01A
0 years, male, white, stage:Stage I, alive, 1011 days
503.8
TCGA-CZ-4853-01A
0 years, male, white, stage:Stage I, alive, 774 days
503.8
TCGA-B0-5692-01A
0 years, female, white, stage:Stage III, alive, 3944 days
499.3
TCGA-B4-5838-01A
0 years, male, white, stage:'--, alive, 166 days
496.3
TCGA-B0-4690-01A
0 years, male, white, stage:Stage IV, dead, 43 days
494.5
TCGA-CJ-4636-01A
0 years, male, white, stage:Stage III, alive, 1924 days
491.0
TCGA-BP-4354-01A
0 years, male, white, stage:Stage IV, dead, 1034 days
490.7
TCGA-B8-5159-01A
0 years, female, white, stage:Stage I, alive, 722 days
489.0
TCGA-BP-4994-01A
0 years, male, white, stage:Stage I, alive, 1308 days
486.3
TCGA-CZ-5456-01A
0 years, male, white, stage:Stage II, alive, 2422 days
485.5
TCGA-BP-4995-01A
0 years, male, white, stage:Stage I, alive, 1371 days
483.0
TCGA-CZ-4861-01A
0 years, male, white, stage:Stage II, dead, 446 days
480.4
TCGA-B0-5113-01A
0 years, female, white, stage:Stage III, alive, 1175 days
479.4
TCGA-B0-4819-01A
0 years, female, white, stage:Stage IV, dead, 183 days
477.7
TCGA-CZ-5987-01A
0 years, male, white, stage:Stage IV, dead, 445 days
468.9
TCGA-BP-4960-01A
0 years, male, white, stage:Stage II, alive, 2172 days
468.4
TCGA-B2-5641-01A
0 years, male, white, stage:Stage I, alive, 656 days
466.2
TCGA-CJ-4916-01A
0 years, female, white, stage:Stage III, alive, 1373 days
463.2
TCGA-AK-3447-01A
0 years, male, white, stage:Stage II, alive, 1217 days
459.3
TCGA-A3-3320-01A
0 years, female, white, stage:Stage I, alive, 1508 days
459.0
TCGA-CJ-5675-01A
0 years, male, white, stage:Stage II, alive, 3936 days
456.7
TCGA-B0-4697-01A
0 years, female, white, stage:Stage IV, dead, 578 days
451.4
TCGA-BP-4969-01A
0 years, female, white, stage:Stage I, alive, 1794 days
441.4
TCGA-BP-5180-01A
0 years, male, white, stage:Stage I, alive, 2263 days
435.4
TCGA-B2-5639-01A
0 years, male, white, stage:Stage IV, dead, 1003 days
434.1
TCGA-B0-5705-01A
0 years, female, white, stage:Stage I, alive, 4537 days
432.0
TCGA-A3-3358-01A
0 years, female, white, stage:Stage I, alive, 1307 days
430.2
TCGA-A3-3335-01A
0 years, male, white, stage:Stage II, alive, 1886 days
428.2
TCGA-CZ-5463-01A
0 years, male, white, stage:Stage II, alive, 662 days
424.1
TCGA-B0-5706-01A
0 years, male, white, stage:Stage II, alive, 3205 days
416.3
TCGA-BP-5174-01A
0 years, female, white, stage:Stage I, alive, 2257 days
414.4
TCGA-B8-A54I-01A
0 years, male, black or african american, stage:Stage I, alive, 150 days
413.8
TCGA-B0-4813-01A
0 years, male, white, stage:Stage III, dead, 18 days
409.7
TCGA-A3-3346-01A
0 years, male, white, stage:Stage I, dead, 137 days
407.7
TCGA-B0-4847-01A
0 years, male, white, stage:Stage IV, dead, 793 days
407.2
TCGA-BP-4163-01A
0 years, female, white, stage:Stage III, alive, 2839 days
402.0
TCGA-B0-4815-01A
0 years, male, white, stage:Stage III, dead, 1588 days
400.6
TCGA-CJ-4903-01A
0 years, male, white, stage:Stage I, alive, 1560 days
398.1
TCGA-B8-5164-01A
0 years, male, white, stage:Stage III, alive, 26 days
396.1
TCGA-B0-4688-01A
0 years, male, white, stage:Stage IV, dead, 101 days
395.7
TCGA-BP-4352-01A
0 years, female, white, stage:Stage IV, dead, 344 days
394.2
TCGA-CJ-4901-01A
0 years, male, white, stage:Stage III, alive, 1450 days
390.0
TCGA-BP-5178-01A
0 years, male, white, stage:Stage IV, dead, 1912 days
384.0
TCGA-A3-3313-01A
0 years, male, black or african american, stage:Stage I, dead, 735 days
381.1
TCGA-CZ-5984-01A
0 years, male, white, stage:Stage I, alive, 2067 days
377.6
TCGA-AK-3453-01A
0 years, female, white, stage:Stage II, alive, 2531 days
376.7
TCGA-A3-3328-01A
0 years, male, white, stage:Stage I, alive, 1385 days
374.8
TCGA-BP-4756-01A
0 years, female, asian, stage:Stage I, alive, 374 days
374.6
TCGA-CW-6087-01A
0 years, male, white, stage:Stage IV, dead, 41 days
370.1
TCGA-B0-5094-01A
0 years, male, white, stage:Stage IV, dead, 333 days
370.0
TCGA-A3-3326-01A
0 years, male, white, stage:Stage I, alive, 1137 days
366.0
TCGA-CZ-4860-01A
0 years, male, white, stage:Stage IV, dead, 206 days
365.9
TCGA-CZ-5985-01A
0 years, male, white, stage:Stage II, alive, 1997 days
363.5
TCGA-CZ-5454-01A
0 years, male, white, stage:Stage IV, dead, 722 days
362.6
TCGA-A3-3367-01A
0 years, male, white, stage:Stage I, alive, 2270 days
358.9
TCGA-B8-5551-01A
0 years, female, black or african american, stage:Stage I, alive, 16 days
358.7
TCGA-EU-5907-01A
0 years, male, white, stage:Stage III, alive, 127 days
357.9
TCGA-CJ-4900-01A
0 years, female, white, stage:Stage IV, dead, 1714 days
357.3
TCGA-B0-5109-01A
0 years, male, white, stage:Stage III, dead, 587 days
356.4
TCGA-B0-4842-01A
0 years, female, white, stage:Stage III, dead, 1724 days
356.2
TCGA-BP-5001-01A
0 years, female, white, stage:Stage I, alive, 1177 days
355.4
TCGA-CZ-4858-01A
0 years, male, white, stage:Stage II, dead, 2105 days
351.5
TCGA-AK-3455-01A
0 years, female, white, stage:Stage III, dead, 683 days
350.4
TCGA-AK-3440-01A
0 years, male, white, stage:Stage I, alive, 2865 days
343.5
TCGA-CZ-5986-01A
0 years, male, white, stage:Stage I, alive, 373 days
342.1
TCGA-AK-3465-01A
0 years, female, black or african american, stage:Stage I, alive, 369 days
341.8
TCGA-BP-4761-01A
0 years, male, white, stage:Stage III, alive, 182 days
337.5
TCGA-B0-4811-01A
0 years, male, white, stage:Stage III, dead, 1417 days
337.1
TCGA-B0-4828-01A
0 years, male, white, stage:Stage IV, dead, 307 days
334.7
TCGA-BP-4983-01A
0 years, female, asian, stage:Stage III, alive, 1413 days
328.9
TCGA-BP-4164-01A
0 years, female, white, stage:Stage III, dead, 992 days
323.7
TCGA-B0-4844-01A
0 years, male, white, stage:Stage IV, dead, 313 days
316.8
TCGA-CJ-4912-01A
0 years, male, white, stage:Stage II, alive, 1657 days
316.7
TCGA-CZ-5465-01A
0 years, female, stage:Stage III, dead, 2564 days
306.7
TCGA-A3-3319-01A
0 years, male, white, stage:Stage I, alive, 1130 days
303.8
TCGA-CJ-6027-01A
0 years, male, white, stage:Stage I, dead, 3615 days
303.1
TCGA-B0-5075-01A
0 years, female, white, stage:Stage III, dead, 637 days
298.5
TCGA-B8-A54G-01A
0 years, male, black or african american, stage:Stage I, alive, 53 days
297.6
TCGA-BP-4770-01A
0 years, female, white, stage:Stage IV, dead, 329 days
290.9
TCGA-CJ-4637-01A
0 years, female, white, stage:Stage IV, dead, 2227 days
283.5
TCGA-B0-5117-01A
0 years, male, white, stage:Stage I, alive, 1608 days
282.4
TCGA-BP-5185-01A
0 years, male, white, stage:Stage I, alive, 1132 days
277.8
TCGA-BP-4325-01A
0 years, female, white, stage:Stage I, alive, 2964 days
277.6
TCGA-B0-4698-01A
0 years, male, white, stage:Stage IV, dead, 42 days
273.2
TCGA-AK-3433-01A
0 years, female, white, stage:Stage II, alive, 3409 days
269.5
TCGA-CJ-6028-01A
0 years, male, white, stage:Stage IV, dead, 1625 days
267.4
TCGA-B0-5712-01A
0 years, female, black or african american, stage:Stage IV, alive, 2722 days
264.6
TCGA-CJ-4638-01A
0 years, female, white, stage:Stage IV, dead, 431 days
254.6
TCGA-B0-4713-01A
0 years, female, white, stage:Stage III, dead, 202 days
251.7
TCGA-B0-4699-01A
0 years, male, white, stage:Stage IV, dead, 110 days
238.4
TCGA-G6-A8L7-01A
0 years, female, black or african american, stage:Stage I, alive, 2133 days
228.7
TCGA-BP-5191-01A
0 years, male, white, stage:Stage III, alive, 967 days
226.1
TCGA-BP-4338-01A
0 years, male, white, stage:Stage I, alive, 2859 days
225.5
TCGA-A3-3306-01A
0 years, male, white, stage:Stage I, alive, 1120 days
217.8
TCGA-B4-5835-01A
0 years, female, white, stage:Stage I, alive, 16 days
217.2
TCGA-BP-5175-01A
0 years, male, white, stage:Stage I, alive, 932 days
208.4
TCGA-B2-3923-01A
0 years, male, white, stage:Stage II, alive, 992 days
207.8
TCGA-A3-3385-01A
0 years, female, white, stage:Stage I, alive, 1993 days
202.7
TCGA-A3-3357-01A
0 years, male, white, stage:Stage II, alive, 2688 days
181.0
TCGA-B0-5084-01A
0 years, male, white, stage:Stage IV, dead, 222 days
179.0
TCGA-DV-A4VX-01A
0 years, male, black or african american, stage:Stage IV, dead, 1626 days
175.7
TCGA-AS-3777-01A
0 years, male, white, stage:Stage I, alive, 1238 days
153.6
TCGA-B0-5098-01A
0 years, female, black or african american, stage:Stage I, dead, 1584 days
148.5
TCGA-BP-5169-01A
0 years, male, white, stage:Stage I, alive, 193 days
146.0
TCGA-G6-A5PC-01A
0 years, female, black or african american, stage:Stage IV, dead, 242 days
145.9
TCGA-BP-4992-01A
0 years, male, white, stage:Stage I, alive, 501 days
145.3
TCGA-CZ-5989-01A
0 years, male, white, stage:Stage II, alive, 1905 days
131.5
TCGA-B4-5832-01A
0 years, male, white, stage:Stage III, alive, 155 days
121.3
TCGA-B0-4696-01A
0 years, male, white, stage:Stage III, dead, 866 days
120.1
TCGA-A3-3374-01A
0 years, female, black or african american, stage:Stage I, alive, 1314 days
82.6
TCGA-BP-4334-01A
0 years, male, white, stage:Stage III, dead, 645 days
71.1
TCGA-B0-5702-01A
0 years, male, white, stage:Stage I, alive, 2172 days
The Survival Scatter plot shows the clinical status (i.e. dead or alive) for all individuals in the patient cohort, based on the same data that underlies the corresponding Kaplan-Meier plots. Patients that are alive at last time for follow-up are shown in blue and patients who have died during the study are shown in red.
The x-axis shows the expression levels (FPKM) of the investigated gene in the tumor tissue at the time of diagnosis. The y-axis shows the follow-up time after diagnosis (years). Both axes are complimented with kernel density curves demonstrating the data density over the axes. The top density plot shows the expression levels (FPKM) distribution among dead (red) and alive patients (blue). The right density plot shows the data density of the survived years of dead patients with high and low expression levels respectively, stratified using the cutoff indicated by the vertical dashed line through the Survival Scatter plot. This cutoff is automatically defined based on the FPKM cutoff that minimizes the p-score. The cutoff can be changed by dragging the vertical line or by entering a cutoff value in the square labeled "Current cut-off".
Under the Survival Scatter plot the p-score landscape (black curve; left axis) is shown together with dead median separation (red curve; right axis). Dead median separation is the difference in median mRNA expression between patients who have died with high and low expression, respectively. It is calculated as follows: median FPKM expression of dead patients with high expression - median FPKM expression of dead patients with low expression. This is intended to aid the user in visually exploring custom cutoffs and the associated p-scores and dead median separation.
Individual patient data is displayed and can be filtered by clicking on one or more of the category buttons on the top of the page. Categories describing expression level and patient information include: high, low, alive, dead, female, male and tumor stages. The scale of the x-axis can be toggled between linear and log-scale by clicking on the "x log" button. Mouse-over function shows TCGA ID, patient information and mRNA expression (FPKM) for each patient.
& Survival analysisi
Kaplan-Meier plots summarize results from analysis of correlation between mRNA expression level and patient survival. Patients were divided based on level of expression into one of the two groups "low" (under cut off) or "high" (over cut off). X-axis shows time for survival (years) and y-axis shows the probability of survival, where 1.0 corresponds to 100 percent.
IGFBP7 is not prognostic in Kidney Renal Clear Cell Carcinoma (validation)
Stage:
Survival analysis
Current cut offi
Current cut-off shows the cut-off (FPKM) currently selected. It may be changed manually. When the current cut-off is changed, the vertical dashed line indicating cut-off, the interactive survival scatter plot and the Kaplan-Meier curve will be automatically adjusted to show results accordingly.
:
Best expression cut offi
Based on the FPKM value of each gene, patients were classified into two groups and association between prognosis (survival) and gene expression (FPKM) was examined. The best expression cut-off refers the FPKM value that yields maximal difference with regard to survival between the two groups at the lowest log-rank P-value. Best expression cut-off was selected based on survival analysis .
When clicking on this number, the vertical dashed line indicating cut-off, the interactive survival plot, and the Kaplan-Meier curve will be adjusted to show results based on the best expression cut-off.
Median expression refers to the median FPKM value calculated based on the gene expression (FPKM) data from all patients in this dataset. When clicking on this number, the vertical dashed line indicating cut-off, the interactive survival plot, and the Kaplan-Meier curve will be adjusted to show results based on the median expression.
Median follow up time refers to the median time (years) after diagnosis with this type of cancer, based on clinical data from all patients in this dataset.
: N/A
P scorei
Log-rank P value for Kaplan-Meier plot showing results from analysis of correlation between mRNA expression level and patient survival.
N/A
5-year survival highi
5-year survival for patients with higher expression than the expression cutoff.
For melanoma and glioma, 3-year survival is shown.
N/A
5-year survival lowi
5-year survival for patients with lower expression than the expression cutoff.
For melanoma and glioma, 3-year survival is shown.
N/A
TCGA RNA samplesi
RNA-seq data is reported as average FPKM (number Fragments Per Kilobase of exon per Million reads), generated by the The Cancer Genome Atlas (TCGA) .
Normal distribution across the dataset is visualized with box plots, shown as median and 25th and 75th percentiles. Points are displayed as outliers if they are above or below 1.5 times the interquartile range. FPKM values of the individual samples are presented next to the box plot.
Average TPM
1249.2
Number of samples
100
Samples
Sample
Description
TPM
ccRCC-98
0 years, male, NA, stage:pT1aN0M0, alive, 30 days
5627.7
ccRCC-35
0 years, male, NA, stage:pT1aN0M0, alive, 1380 days
3729.4
ccRCC-60
0 years, female, NA, stage:pT1aN0M0, alive, 1470 days
2782.7
ccRCC-2
0 years, male, NA, stage:pT1aN0M1, dead, 2190 days
2601.2
ccRCC-13
0 years, female, NA, stage:pT3aN2M0, dead, 540 days
2454.9
ccRCC-58
0 years, male, NA, stage:pT1aN0M0, alive, 1110 days
2433.0
ccRCC-44
0 years, female, NA, stage:pT1bN0M0, alive, 1050 days
2226.2
ccRCC-92
0 years, male, NA, stage:pT1aN0M0, alive, 3660 days
2077.6
ccRCC-66
0 years, female, NA, stage:pT3bN0M1, alive, 2520 days
2041.0
ccRCC-87
0 years, male, NA, stage:pT1bN0M0, alive, 2370 days
1943.3
ccRCC-70
0 years, male, NA, stage:pT4N0M1, dead, 540 days
1937.6
ccRCC-42
0 years, male, NA, stage:pT3aN0M0, alive, 1170 days
1908.9
ccRCC-40
0 years, male, NA, stage:pT1aN0M0, alive, 1020 days
1884.5
ccRCC-91
0 years, male, NA, stage:pT1aN0M0, dead, 1890 days
1882.4
ccRCC-95
0 years, male, NA, stage:pT1bN0M0, alive, 3960 days
1819.0
ccRCC-72
0 years, male, NA, stage:pT1bN0M0, alive, 2760 days
1785.0
ccRCC-73
0 years, male, NA, stage:pT1aN0M0, alive, 2640 days
1781.1
ccRCC-53
0 years, male, NA, stage:pT1aN0M0, alive, 1260 days
1734.9
ccRCC-82
0 years, male, NA, stage:pT1aN0M0, alive, 3090 days
1726.6
ccRCC-86
0 years, female, NA, stage:pT1bN0M0, alive, 3390 days
1718.9
ccRCC-99
0 years, female, NA, stage:pT2N0M0, alive, 3330 days
1698.1
ccRCC-54
0 years, male, NA, stage:pT1bN0M0, alive, 1200 days
1635.1
ccRCC-79
0 years, male, NA, stage:pT1bN0M0, alive, 2670 days
1627.9
ccRCC-88
0 years, male, NA, stage:pT1aN0M0, alive, 2880 days
1596.1
ccRCC-103
0 years, female, NA, stage:pT1aN0M0, alive, 4350 days
1507.8
ccRCC-10
0 years, male, NA, stage:pT3aN2M1, dead, 90 days
1504.3
ccRCC-48
0 years, male, NA, stage:pT1bN0M0, alive, 990 days
1490.7
ccRCC-17
0 years, female, NA, stage:pT1bN0M0, alive, 2220 days
1482.0
ccRCC-29
0 years, female, NA, stage:pT1aN0M0, alive, 1710 days
1474.3
ccRCC-38
0 years, male, NA, stage:pT1aN0M0, alive, 1380 days
1411.1
ccRCC-4
0 years, male, NA, stage:pT1bN0M0, dead, 270 days
1408.4
ccRCC-18
0 years, female, NA, stage:pT1aN0M0, alive, 2130 days
1398.8
ccRCC-77
0 years, male, NA, stage:pT1bN0M0, alive, 1860 days
1389.7
ccRCC-85
0 years, female, NA, stage:pT1bN0M0, alive, 3330 days
1380.6
ccRCC-62
0 years, male, NA, stage:pT1bN0M0, alive, 1620 days
1378.0
ccRCC-52
0 years, female, NA, stage:pT3bN0M1, alive, 1350 days
1351.5
ccRCC-12
0 years, male, NA, stage:pT1aN0M0, alive, 900 days
1339.0
ccRCC-19
0 years, female, NA, stage:pT2N0M0, alive, 2100 days
1327.3
ccRCC-21
0 years, male, NA, stage:pT1bN0M0, alive, 1080 days
1318.9
ccRCC-106
0 years, male, NA, stage:pT1aN0M0, dead, 1890 days
1317.6
ccRCC-104
0 years, female, NA, stage:pT1aN0M0, alive, 3480 days
1302.5
ccRCC-105
0 years, male, NA, stage:pT1aN0M0, alive, 2190 days
1293.3
ccRCC-25
0 years, male, NA, stage:pT1aN0M0, alive, 1350 days
1266.8
ccRCC-78
0 years, female, NA, stage:pT1aN0M0, alive, 2610 days
1264.5
ccRCC-76
0 years, female, NA, stage:pT3aN0M1, dead, 960 days
1243.0
ccRCC-3
0 years, male, NA, stage:pT3bN1M0, dead, 240 days
1240.6
ccRCC-68
0 years, male, NA, stage:pT1bN0M0, alive, 2640 days
1238.3
ccRCC-11
0 years, male, NA, stage:pT1aN0M0, alive, 2370 days
1226.2
ccRCC-65
0 years, male, NA, stage:pT3bN0M1, dead, 300 days
1225.2
ccRCC-7
0 years, female, NA, stage:pT2N0M0, alive, 330 days
1220.5
ccRCC-100
0 years, male, NA, stage:pT1aN0M0, alive, 4260 days
1184.4
ccRCC-71
0 years, male, NA, stage:pT1bN0M0, alive, 2160 days
1174.7
ccRCC-6
0 years, male, NA, stage:pT1bN0M0, alive, 2820 days
1139.2
ccRCC-96
0 years, male, NA, stage:pT1aN0M0, alive, 3930 days
1137.6
ccRCC-61
0 years, male, NA, stage:pT1aN0M0, alive, 1470 days
1101.2
ccRCC-49
0 years, male, NA, stage:pT3bN0M0, alive, 1290 days
1096.3
ccRCC-15
0 years, female, NA, stage:pT2N0M0, dead, 2070 days
1068.3
ccRCC-93
0 years, male, NA, stage:pT1bN0M0, alive, 3660 days
1049.9
ccRCC-16
0 years, male, NA, stage:pT2N0M0, alive, 2190 days
1042.8
ccRCC-22
0 years, male, NA, stage:pT3bN0M0, dead, 330 days
1037.0
ccRCC-37
0 years, female, NA, stage:pT1aN0M0, alive, 1500 days
1013.1
ccRCC-27
0 years, male, NA, stage:pT1aN0M0, alive, 1590 days
1005.3
ccRCC-20
0 years, female, NA, stage:pT3aN0M1, alive, 930 days
1004.1
ccRCC-32
0 years, male, NA, stage:pT2N0M0, dead, 1320 days
1002.5
ccRCC-31
0 years, male, NA, stage:pT1aN0M0, alive, 1560 days
957.4
ccRCC-39
0 years, male, NA, stage:pT2N0M0, alive, 900 days
934.8
ccRCC-28
0 years, male, NA, stage:pT1bN0M0, alive, 1530 days
836.3
ccRCC-46
0 years, male, NA, stage:pT1bN0M0, alive, 990 days
831.4
ccRCC-89
0 years, male, NA, stage:pT1aN0M0, alive, 3510 days
820.8
ccRCC-83
0 years, male, NA, stage:pT1aN0M0, alive, 300 days
789.4
ccRCC-51
0 years, male, NA, stage:pT3aN0M0, alive, 1410 days
776.2
ccRCC-59
0 years, male, NA, stage:pT1bN0M0, alive, 930 days
771.8
ccRCC-36
0 years, male, NA, stage:pT2N0M0, alive, 1410 days
759.8
ccRCC-1
0 years, female, NA, stage:pT1bN0M0, alive, 3330 days
757.7
ccRCC-94
0 years, male, NA, stage:pT1bN0M0, dead, 480 days
755.3
ccRCC-81
0 years, male, NA, stage:pT3aN2M0, dead, 1290 days
723.2
ccRCC-34
0 years, male, NA, stage:pT3bN0M1, alive, 1530 days
717.4
ccRCC-67
0 years, male, NA, stage:pT1aN0M0, dead, 1260 days
711.9
ccRCC-30
0 years, male, NA, stage:pT2N0M0, dead, 420 days
705.1
ccRCC-8
0 years, male, NA, stage:pT1bN0M0, alive, 2400 days
690.3
ccRCC-69
0 years, male, NA, stage:pT1aN0M0, alive, 2670 days
679.1
ccRCC-24
0 years, male, NA, stage:pT3bN0M0, dead, 750 days
672.0
ccRCC-26
0 years, male, NA, stage:pT1bN0M0, alive, 1800 days
667.9
ccRCC-14
0 years, male, NA, stage:pT3cN0M0, alive, 2280 days
663.1
ccRCC-102
0 years, male, NA, stage:pT1bN0M0, alive, 4260 days
621.5
ccRCC-5
0 years, male, NA, stage:pT1aN0M0, alive, 2940 days
614.6
ccRCC-64
0 years, male, NA, stage:pT3aN0M0, alive, 2430 days
587.2
ccRCC-97
0 years, male, NA, stage:pT1aN2M1, dead, 990 days
584.1
ccRCC-43
0 years, female, NA, stage:pT1bN0M0, alive, 1050 days
548.9
ccRCC-23
0 years, male, NA, stage:pT1bN0M0, alive, 1170 days
534.8
ccRCC-75
0 years, male, NA, stage:pT3aN1M1, dead, 180 days
483.8
ccRCC-45
0 years, male, NA, stage:pT1aN0M0, alive, 1020 days
471.0
ccRCC-50
0 years, male, NA, stage:pT3bN0M0, alive, 900 days
461.6
ccRCC-80
0 years, male, NA, stage:pT2N0M0, alive, 3000 days
384.5
ccRCC-55
0 years, female, NA, stage:pT3bN0M0, alive, 1260 days
345.4
ccRCC-90
0 years, male, NA, stage:pT1aN0M0, dead, 1170 days
341.4
ccRCC-84
0 years, male, NA, stage:pT1bN0M0, alive, 2010 days
336.5
ccRCC-41
0 years, male, NA, stage:pT3bN0M0, dead, 540 days
273.2
ccRCC-56
0 years, male, NA, stage:pT1aN0M0, alive, 1950 days
The Survival Scatter plot shows the clinical status (i.e. dead or alive) for all individuals in the patient cohort, based on the same data that underlies the corresponding Kaplan-Meier plots. Patients that are alive at last time for follow-up are shown in blue and patients who have died during the study are shown in red.
The x-axis shows the expression levels (FPKM) of the investigated gene in the tumor tissue at the time of diagnosis. The y-axis shows the follow-up time after diagnosis (years). Both axes are complimented with kernel density curves demonstrating the data density over the axes. The top density plot shows the expression levels (FPKM) distribution among dead (red) and alive patients (blue). The right density plot shows the data density of the survived years of dead patients with high and low expression levels respectively, stratified using the cutoff indicated by the vertical dashed line through the Survival Scatter plot. This cutoff is automatically defined based on the FPKM cutoff that minimizes the p-score. The cutoff can be changed by dragging the vertical line or by entering a cutoff value in the square labeled "Current cut-off".
Under the Survival Scatter plot the p-score landscape (black curve; left axis) is shown together with dead median separation (red curve; right axis). Dead median separation is the difference in median mRNA expression between patients who have died with high and low expression, respectively. It is calculated as follows: median FPKM expression of dead patients with high expression - median FPKM expression of dead patients with low expression. This is intended to aid the user in visually exploring custom cutoffs and the associated p-scores and dead median separation.
Individual patient data is displayed and can be filtered by clicking on one or more of the category buttons on the top of the page. Categories describing expression level and patient information include: high, low, alive, dead, female, male and tumor stages. The scale of the x-axis can be toggled between linear and log-scale by clicking on the "x log" button. Mouse-over function shows TCGA ID, patient information and mRNA expression (FPKM) for each patient.
& Survival analysisi
Kaplan-Meier plots summarize results from analysis of correlation between mRNA expression level and patient survival. Patients were divided based on level of expression into one of the two groups "low" (under cut off) or "high" (over cut off). X-axis shows time for survival (years) and y-axis shows the probability of survival, where 1.0 corresponds to 100 percent.
IGFBP7 is not prognostic in Kidney Renal Papillary Cell Carcinoma (TCGA)
Stage:
Survival analysis
Current cut offi
Current cut-off shows the cut-off (FPKM) currently selected. It may be changed manually. When the current cut-off is changed, the vertical dashed line indicating cut-off, the interactive survival scatter plot and the Kaplan-Meier curve will be automatically adjusted to show results accordingly.
:
Best expression cut offi
Based on the FPKM value of each gene, patients were classified into two groups and association between prognosis (survival) and gene expression (FPKM) was examined. The best expression cut-off refers the FPKM value that yields maximal difference with regard to survival between the two groups at the lowest log-rank P-value. Best expression cut-off was selected based on survival analysis .
When clicking on this number, the vertical dashed line indicating cut-off, the interactive survival plot, and the Kaplan-Meier curve will be adjusted to show results based on the best expression cut-off.
Median expression refers to the median FPKM value calculated based on the gene expression (FPKM) data from all patients in this dataset. When clicking on this number, the vertical dashed line indicating cut-off, the interactive survival plot, and the Kaplan-Meier curve will be adjusted to show results based on the median expression.
Median follow up time refers to the median time (years) after diagnosis with this type of cancer, based on clinical data from all patients in this dataset.
: N/A
P scorei
Log-rank P value for Kaplan-Meier plot showing results from analysis of correlation between mRNA expression level and patient survival.
N/A
5-year survival highi
5-year survival for patients with higher expression than the expression cutoff.
For melanoma and glioma, 3-year survival is shown.
N/A
5-year survival lowi
5-year survival for patients with lower expression than the expression cutoff.
For melanoma and glioma, 3-year survival is shown.
N/A
TCGA RNA samplesi
RNA-seq data is reported as average FPKM (number Fragments Per Kilobase of exon per Million reads), generated by the The Cancer Genome Atlas (TCGA) .
Normal distribution across the dataset is visualized with box plots, shown as median and 25th and 75th percentiles. Points are displayed as outliers if they are above or below 1.5 times the interquartile range. FPKM values of the individual samples are presented next to the box plot.
Average TPM
855.6
Number of samples
282
Samples
Sample
Description
TPM
TCGA-BQ-5884-01A
0 years, female, black or african american, stage:Stage I, alive, 792 days
5805.2
TCGA-A4-7583-01A
0 years, male, black or african american, stage:Stage I, alive, 3 days
3397.0
TCGA-G7-A8LC-01A
0 years, male, white, stage:Stage I, alive, 702 days
3126.7
TCGA-B9-A5W9-01A
0 years, male, white, stage:Stage I, alive, 5 days
3044.0
TCGA-UZ-A9PN-01A
0 years, male, white, stage:Stage III, dead, 1136 days
2924.0
TCGA-P4-A5EB-01A
0 years, male, white, stage:Stage I, alive, 2477 days
2616.6
TCGA-A4-7828-01A
0 years, female, black or african american, stage:Stage I, alive, 238 days
2374.9
TCGA-GL-8500-01A
0 years, male, white, stage:Stage I, alive, 841 days
2120.8
TCGA-BQ-5889-01A
0 years, male, white, stage:Stage IV, dead, 329 days
2031.2
TCGA-GL-7773-01A
0 years, male, white, stage:Stage I, alive, 393 days
1997.4
TCGA-UZ-A9PP-01A
0 years, male, white, stage:Stage I, alive, 3010 days
1984.0
TCGA-AL-3467-01A
0 years, female, white, stage:'--, alive, 2135 days
1937.5
TCGA-SX-A7SO-01A
0 years, male, white, stage:Stage I, alive, 1257 days
1846.8
TCGA-BQ-7048-01A
0 years, male, white, stage:Stage III, alive, 2839 days
1819.6
TCGA-B1-7332-01A
0 years, female, black or african american, stage:Stage II, alive, 1141 days
1816.3
TCGA-A4-7286-01A
0 years, male, white, stage:'--, alive, 554 days
1789.4
TCGA-Y8-A897-01A
0 years, female, white, stage:Stage I, alive, 549 days
1776.8
TCGA-BQ-5887-01A
0 years, male, white, stage:Stage III, alive, 771 days
1764.5
TCGA-MH-A561-01A
0 years, male, white, stage:Stage I, alive, 841 days
1741.9
TCGA-G7-A8LE-01A
0 years, male, white, stage:Stage I, alive, 2453 days
1741.1
TCGA-2Z-A9JG-01A
0 years, male, white, stage:Stage I, alive, 1662 days
1700.0
TCGA-G7-6789-01A
0 years, female, white, stage:Stage IV, dead, 122 days
1672.6
TCGA-EV-5903-01A
0 years, male, white, stage:Stage I, alive, 757 days
1666.2
TCGA-B9-4114-01A
0 years, male, black or african american, stage:'--, alive, 857 days
1602.8
TCGA-P4-AAVO-01A
0 years, male, white, stage:Stage I, alive, 2400 days
1593.5
TCGA-EV-5901-01A
0 years, female, white, stage:Stage I, alive, 1040 days
1592.0
TCGA-UZ-A9PK-01A
0 years, male, white, stage:Stage I, alive, 3571 days
1567.2
TCGA-2Z-A9J8-01A
0 years, male, white, stage:Stage I, alive, 2790 days
1536.5
TCGA-G7-6797-01A
0 years, male, white, stage:Stage III, alive, 765 days
1533.4
TCGA-Y8-A894-01A
0 years, female, white, stage:Stage I, alive, 567 days
1494.4
TCGA-HE-7129-01A
male, stage:Stage II, alive, 2492 days
1474.9
TCGA-5P-A9JV-01A
0 years, male, white, stage:'--, alive, 2043 days
1438.9
TCGA-SX-A7SR-01A
0 years, male, white, stage:Stage II, alive, 805 days
1400.2
TCGA-MH-A55W-01A
0 years, male, black or african american, stage:Stage I, alive, 1043 days
1367.8
TCGA-SX-A7SP-01A
0 years, female, white, stage:Stage I, dead, 496 days
1365.9
TCGA-GL-A9DC-01A
0 years, female, white, stage:Stage I, alive, 392 days
1350.1
TCGA-SX-A7SQ-01A
0 years, male, white, stage:Stage I, alive, 1266 days
1325.2
TCGA-MH-A560-01A
0 years, male, white, stage:Stage I, alive, 924 days
1318.5
TCGA-A4-7734-01A
0 years, female, white, stage:Stage I, alive, 27 days
1316.8
TCGA-5P-A9K8-01A
0 years, female, white, stage:'--, alive, 1309 days
1316.0
TCGA-Y8-A896-01A
0 years, male, white, stage:Stage III, alive, 567 days
1314.7
TCGA-G7-6793-01A
0 years, female, white, stage:Stage IV, dead, 336 days
1312.1
TCGA-SX-A71W-01A
0 years, male, white, stage:Stage I, alive, 1076 days
1300.7
TCGA-BQ-5877-01A
0 years, male, black or african american, stage:Stage IV, dead, 270 days
1291.0
TCGA-4A-A93W-01A
0 years, female, white, stage:Stage I, alive, 4 days
1289.1
TCGA-BQ-5893-01A
0 years, male, white, stage:Stage IV, dead, 241 days
1270.6
TCGA-AT-A5NU-01A
0 years, male, white, stage:Stage I, alive, 67 days
1269.6
TCGA-2Z-A9JS-01A
0 years, male, white, stage:Stage I, dead, 492 days
1266.3
TCGA-BQ-5894-01A
0 years, male, stage:Stage IV, alive, 84 days
1248.8
TCGA-BQ-5885-01A
0 years, male, white, stage:Stage III, alive, 921 days
1245.4
TCGA-B9-5155-01A
0 years, male, white, stage:Stage III, alive, 665 days
1235.8
TCGA-HE-A5NK-01A
0 years, male, stage:'--, alive, 2228 days
1211.4
TCGA-P4-A5E7-01A
0 years, female, white, stage:Stage I, alive, 2649 days
1179.8
TCGA-2Z-A9J1-01A
0 years, male, white, stage:Stage I, alive, 2298 days
1174.0
TCGA-PJ-A5Z9-01A
0 years, female, white, stage:Stage I, alive, 540 days
1169.8
TCGA-UN-AAZ9-01A
0 years, female, black or african american, stage:Stage I, alive, 548 days
1149.7
TCGA-B1-A47O-01A
0 years, female, white, stage:Stage I, alive, 842 days
1148.3
TCGA-BQ-5878-01A
0 years, female, white, stage:Stage III, alive, 1938 days
1138.5
TCGA-HE-A5NH-01A
0 years, male, stage:Stage I, alive, 791 days
1135.1
TCGA-2Z-A9JK-01A
0 years, male, white, stage:Stage III, alive, 1186 days
1131.6
TCGA-SX-A71V-01A
0 years, male, white, stage:Stage I, alive, 876 days
1122.7
TCGA-SX-A71S-01A
0 years, female, white, stage:Stage I, alive, 1504 days
1112.1
TCGA-2Z-A9J3-01A
0 years, male, white, stage:Stage II, dead, 1771 days
1110.6
TCGA-GL-A59R-01A
0 years, male, white, stage:Stage III, alive, 378 days
1087.0
TCGA-Y8-A8RZ-01A
0 years, male, white, stage:Stage I, alive, 205 days
1079.6
TCGA-B9-5156-01A
0 years, male, white, stage:'--, alive, 1338 days
1076.0
TCGA-UZ-A9PS-01A
0 years, female, black or african american, stage:Stage II, alive, 2167 days
1069.5
TCGA-BQ-5888-01A
0 years, female, white, stage:Stage I, alive, 403 days
1060.7
TCGA-5P-A9JZ-01A
0 years, female, white, stage:'--, alive, 2744 days
1055.8
TCGA-Y8-A8RY-01A
0 years, male, white, stage:Stage I, alive, 769 days
1055.1
TCGA-Y8-A898-01A
0 years, male, white, stage:Stage I, alive, 475 days
1054.8
TCGA-SX-A71U-01A
0 years, male, white, stage:Stage I, alive, 1357 days
1050.0
TCGA-A4-A5Y1-01A
0 years, male, white, stage:Stage III, dead, 395 days
1046.2
TCGA-B9-A8YI-01A
0 years, male, black or african american, stage:Stage I, alive, 374 days
1042.0
TCGA-A4-8515-01A
0 years, male, american indian or alaska native, stage:Stage I, alive, 709 days
1038.6
TCGA-HE-A5NF-01A
0 years, male, stage:Stage I, alive, 2582 days
1038.6
TCGA-SX-A7SL-01A
0 years, male, stage:Stage I, alive, 823 days
1035.9
TCGA-B9-A5W8-01A
0 years, male, black or african american, stage:Stage II, alive, 524 days
1033.3
TCGA-2Z-A9JR-01A
0 years, male, white, stage:Stage I, alive, 161 days
1032.3
TCGA-F9-A4JJ-01A
0 years, female, black or african american, stage:Stage III, dead, 325 days
1030.4
TCGA-Y8-A895-01A
0 years, male, white, stage:Stage I, alive, 484 days
1024.3
TCGA-DZ-6133-01A
0 years, female, white, stage:Stage I, dead, 1557 days
1021.9
TCGA-PJ-A5Z8-01A
0 years, female, white, stage:Stage I, alive, 600 days
1015.7
TCGA-DW-7842-01A
0 years, male, white, stage:Stage I, alive, 92 days
1005.2
TCGA-BQ-7044-01A
0 years, male, white, stage:Stage III, alive, 3760 days
1004.7
TCGA-A4-7585-01A
0 years, male, white, stage:Stage III, dead, 1070 days
1004.6
TCGA-UZ-A9PJ-01A
0 years, male, white, stage:Stage I, dead, 797 days
991.4
TCGA-5P-A9JU-01A
0 years, male, white, stage:Stage III, alive, 373 days
987.8
TCGA-5P-A9KC-01A
0 years, female, white, stage:'--, alive, 377 days
976.3
TCGA-UZ-A9PL-01A
0 years, male, white, stage:Stage II, alive, 3152 days
964.4
TCGA-2Z-A9J9-01A
0 years, male, black or african american, stage:Stage I, alive, 2294 days
962.4
TCGA-GL-A9DE-01A
0 years, male, black or african american, stage:Stage I, alive, 496 days
955.3
TCGA-BQ-5879-01A
0 years, female, white, stage:Stage III, dead, 697 days
948.0
TCGA-EV-5902-01A
0 years, male, white, stage:Stage I, alive, 578 days
932.6
TCGA-B3-8121-01A
0 years, female, black or african american, stage:Stage I, alive, 379 days
925.8
TCGA-2Z-A9JO-01A
0 years, female, black or african american, stage:Stage I, alive, 949 days
909.7
TCGA-BQ-7049-01A
0 years, female, white, stage:Stage I, dead, 1364 days
905.5
TCGA-B3-3926-01A
0 years, female, white, stage:Stage I, alive, 883 days
896.8
TCGA-KV-A74V-01A
0 years, male, white, stage:Stage I, alive, 347 days
895.8
TCGA-MH-A855-01A
0 years, female, black or african american, stage:Stage II, alive, 369 days
889.8
TCGA-IA-A83V-01A
0 years, male, white, stage:Stage I, dead, 2941 days
884.6
TCGA-F9-A97G-01A
0 years, male, asian, stage:Stage III, alive, 13 days
881.2
TCGA-2Z-A9JE-01A
0 years, male, white, stage:Stage I, alive, 1728 days
879.8
TCGA-5P-A9K6-01A
0 years, male, white, stage:'--, alive, 1914 days
878.0
TCGA-DZ-6132-01A
0 years, male, stage:Stage I, alive, 2460 days
874.6
TCGA-B3-3925-01A
0 years, male, white, stage:Stage III, alive, 1029 days
859.9
TCGA-BQ-7050-01A
0 years, female, white, stage:Stage I, alive, 1864 days
849.8
TCGA-IA-A83W-01A
0 years, male, white, stage:Stage I, dead, 2043 days
845.5
TCGA-UZ-A9Q1-01A
0 years, female, white, stage:Stage I, alive, 730 days
844.4
TCGA-UZ-A9PX-01A
0 years, male, white, stage:Stage I, alive, 1981 days
833.9
TCGA-SX-A7SN-01A
0 years, male, white, stage:Stage I, alive, 578 days
832.4
TCGA-BQ-7045-01A
0 years, male, black or african american, stage:Stage I, dead, 1468 days
831.6
TCGA-GL-A59T-01A
0 years, male, white, stage:Stage I, alive, 546 days
829.6
TCGA-B3-A6W5-01A
0 years, male, black or african american, stage:Stage I, alive, 309 days
827.2
TCGA-P4-A5E6-01A
0 years, male, black or african american, stage:Stage III, alive, 3035 days
824.8
TCGA-DZ-6134-01A
0 years, male, white, stage:Stage I, alive, 1856 days
823.9
TCGA-4A-A93Y-01A
0 years, female, black or african american, stage:Stage II, alive, 352 days
822.2
TCGA-B9-A5W7-01A
0 years, male, black or african american, stage:Stage I, alive, 585 days
821.7
TCGA-UZ-A9PU-01A
0 years, male, white, stage:Stage I, dead, 933 days
821.2
TCGA-A4-7288-01A
0 years, female, white, stage:'--, alive, 1857 days
817.5
TCGA-B1-A47M-01A
0 years, male, black or african american, stage:Stage III, alive, 659 days
815.1
TCGA-B1-A655-01A
0 years, female, white, stage:Stage I, alive, 510 days
811.1
TCGA-O9-A75Z-01A
0 years, male, white, stage:Stage I, alive, 471 days
807.2
TCGA-BQ-7062-01A
0 years, male, black or african american, stage:Stage I, alive, 116 days
806.2
TCGA-DW-5561-01A
0 years, male, black or african american, stage:Stage I, alive, 414 days
801.5
TCGA-2K-A9WE-01A
0 years, male, white, stage:Stage II, alive, 214 days
797.4
TCGA-BQ-5892-01A
0 years, male, white, stage:Stage I, alive, 364 days
791.4
TCGA-BQ-7051-01A
0 years, male, white, stage:Stage II, alive, 1533 days
786.7
TCGA-A4-8630-01A
0 years, female, white, stage:Stage I, alive, 436 days
784.5
TCGA-2Z-A9J6-01A
0 years, male, white, stage:Stage I, alive, 1731 days
782.1
TCGA-BQ-7046-01A
0 years, male, white, stage:Stage I, alive, 2948 days
777.1
TCGA-A4-7915-01A
0 years, female, black or african american, stage:Stage II, alive, 7 days
776.9
TCGA-A4-8516-01A
0 years, male, white, stage:Stage III, alive, 23 days
774.4
TCGA-GL-A9DD-01A
0 years, male, white, stage:Stage I, alive, 341 days
770.3
TCGA-BQ-7061-01A
0 years, female, white, stage:Stage I, alive, 218 days
769.6
TCGA-IA-A40Y-01A
0 years, female, white, stage:Stage III, alive, 62 days
767.9
TCGA-UZ-A9PO-01A
0 years, male, white, stage:Stage I, alive, 1911 days
764.4
TCGA-A4-A4ZT-01A
0 years, female, white, stage:Stage I, alive, 516 days
761.4
TCGA-SX-A7SU-01A
0 years, male, stage:Stage I, alive, 1331 days
759.4
TCGA-G7-6792-01A
0 years, male, black or african american, stage:Stage I, alive, 2765 days
756.1
TCGA-HE-A5NL-01A
0 years, male, stage:Stage I, alive, 767 days
755.4
TCGA-DW-7839-01A
0 years, female, white, stage:Stage I, alive, 419 days
745.0
TCGA-MH-A857-01A
0 years, male, black or african american, stage:Stage I, alive, 890 days
742.5
TCGA-UZ-A9PZ-01A
0 years, male, white, stage:Stage III, alive, 657 days
742.3
TCGA-J7-6720-01A
0 years, male, asian, stage:Stage I, alive, 388 days
738.8
TCGA-BQ-5875-01A
0 years, female, white, stage:Stage III, alive, 2639 days
734.0
TCGA-A4-A5Y0-01A
0 years, female, white, stage:Stage I, alive, 252 days
727.8
TCGA-5P-A9K4-01A
0 years, male, white, stage:'--, alive, 2184 days
727.3
TCGA-2Z-A9J5-01A
0 years, male, white, stage:Stage II, alive, 3050 days
727.2
TCGA-F9-A7Q0-01A
0 years, female, asian, stage:Stage I, alive, 398 days
722.8
TCGA-A4-8312-01A
0 years, male, black or african american, stage:Stage I, alive, 708 days
720.7
TCGA-B9-4117-01A
0 years, female, black or african american, stage:'--, alive, 14 days
720.4
TCGA-B1-A657-01A
0 years, male, white, stage:Stage I, alive, 641 days
716.2
TCGA-2Z-A9JM-01A
0 years, male, white, stage:Stage I, alive, 934 days
715.3
TCGA-2Z-A9JI-01A
0 years, male, white, stage:Stage III, alive, 1567 days
714.4
TCGA-BQ-5880-01A
0 years, male, white, stage:Stage III, dead, 1314 days
706.6
TCGA-DW-7836-01A
0 years, male, white, stage:Stage I, alive, 1093 days
702.0
TCGA-A4-8310-01A
0 years, male, white, stage:Stage III, alive, 780 days
698.5
TCGA-B1-5398-01A
0 years, male, white, stage:Stage III, alive, 1251 days
696.8
TCGA-UZ-A9PV-01A
0 years, male, white, stage:Stage I, alive, 1444 days
685.4
TCGA-MH-A854-01A
0 years, female, black or african american, stage:Stage I, alive, 536 days
678.0
TCGA-BQ-7055-01A
0 years, male, white, stage:Stage I, alive, 799 days
676.2
TCGA-5P-A9JY-01A
0 years, male, white, stage:'--, dead, 1508 days
662.0
TCGA-DW-7838-01A
0 years, male, white, stage:Stage I, alive, 744 days
658.2
TCGA-SX-A7SM-01A
0 years, male, black or african american, stage:Stage IV, dead, 363 days
651.2
TCGA-A4-8517-01A
0 years, male, white, stage:Stage I, alive, 597 days
649.7
TCGA-BQ-7053-01A
0 years, female, black or african american, stage:Stage III, alive, 1516 days
649.2
TCGA-DW-7837-01A
0 years, male, black or african american, stage:Stage I, alive, 1142 days
646.1
TCGA-P4-AAVM-01A
0 years, male, white, stage:Stage I, alive, 1539 days
633.2
TCGA-IA-A40U-01A
0 years, male, white, stage:Stage III, alive, 511 days
630.5
TCGA-B9-A44B-01A
0 years, male, black or african american, stage:Stage III, alive, 361 days
630.1
TCGA-B9-A8YH-01A
0 years, male, black or african american, stage:Stage I, alive, 532 days
628.9
TCGA-5P-A9K0-01A
0 years, male, white, stage:'--, alive, 677 days
626.9
TCGA-P4-AAVL-01A
0 years, male, white, stage:Stage III, dead, 487 days
623.0
TCGA-A4-A48D-01A
0 years, male, black or african american, stage:Stage I, alive, 379 days
618.8
TCGA-F9-A7VF-01A
0 years, female, white, stage:Stage I, alive, 73 days
614.8
TCGA-AL-3471-01A
0 years, male, white, stage:Stage I, dead, 1500 days
609.1
TCGA-2Z-A9JD-01A
0 years, male, white, stage:Stage I, alive, 1060 days
607.8
TCGA-BQ-5883-01A
0 years, female, black or african american, stage:Stage I, alive, 1242 days
600.7
TCGA-DW-7840-01A
0 years, male, black or african american, stage:Stage I, alive, 114 days
596.7
TCGA-5P-A9JW-01A
0 years, male, white, stage:'--, alive, 3241 days
590.4
TCGA-UZ-A9PQ-01A
0 years, male, black or african american, stage:Stage III, dead, 2624 days
586.6
TCGA-BQ-5881-01A
0 years, male, white, stage:Stage I, alive, 1454 days
578.3
TCGA-2Z-A9JP-01A
0 years, male, white, stage:Stage I, alive, 893 days
572.3
TCGA-IZ-8195-01A
0 years, male, white, stage:Stage II, alive, 677 days
568.9
TCGA-A4-A5XZ-01A
0 years, female, white, stage:Stage II, alive, 479 days
566.0
TCGA-Y8-A8S1-01A
0 years, male, white, stage:Stage I, alive, 404 days
564.6
TCGA-P4-AAVK-01A
0 years, male, white, stage:Stage III, alive, 1590 days
562.9
TCGA-BQ-7056-01A
0 years, female, white, stage:Stage III, alive, 612 days
557.5
TCGA-2Z-A9JN-01A
0 years, female, black or african american, stage:Stage I, alive, 740 days
555.8
TCGA-IZ-8196-01A
0 years, male, white, stage:Stage I, alive, 649 days
552.8
TCGA-DZ-6131-01A
0 years, male, white, stage:Stage III, alive, 2429 days
552.3
TCGA-5P-A9KA-01A
0 years, male, white, stage:'--, alive, 395 days
551.4
TCGA-A4-8098-01A
0 years, male, black or african american, stage:Stage I, alive, 896 days
548.4
TCGA-DW-7841-01A
0 years, male, black or african american, stage:Stage I, alive, 445 days
545.3
TCGA-A4-7997-01A
0 years, male, white, stage:Stage I, alive, 927 days
541.7
TCGA-IA-A83S-01A
0 years, male, white, stage:'--, dead, 2609 days
541.1
TCGA-P4-A5E8-01A
0 years, male, white, stage:Stage III, dead, 1306 days
540.8
TCGA-UZ-A9PR-01A
0 years, male, white, stage:Stage I, alive, 2191 days
538.5
TCGA-BQ-7060-01A
0 years, male, american indian or alaska native, stage:Stage I, alive, 214 days
535.3
TCGA-GL-A4EM-01A
0 years, male, white, stage:Stage I, alive, 32 days
535.2
TCGA-IA-A40X-01A
0 years, female, black or african american, stage:Stage I, alive, 608 days
533.3
TCGA-A4-8311-01A
0 years, male, white, stage:Stage I, alive, 729 days
533.2
TCGA-2Z-A9J2-01A
0 years, female, white, stage:Stage I, alive, 1795 days
529.0
TCGA-B9-4113-01A
0 years, male, black or african american, stage:Stage I, dead, 1536 days
517.4
TCGA-Y8-A8S0-01A
0 years, male, white, stage:Stage I, alive, 183 days
515.6
TCGA-BQ-7059-01A
0 years, male, white, stage:Stage I, alive, 232 days
513.3
TCGA-2Z-A9JJ-01A
0 years, female, white, stage:Stage I, alive, 1213 days
506.6
TCGA-B1-A654-01A
0 years, female, black or african american, stage:Stage I, alive, 616 days
505.5
TCGA-F9-A8NY-01A
0 years, female, asian, stage:Stage IV, alive, 36 days
491.4
TCGA-SX-A71R-01A
0 years, male, white, stage:Stage I, alive, 1457 days
489.8
TCGA-MH-A856-01A
0 years, male, white, stage:Stage I, alive, 947 days
481.8
TCGA-DZ-6135-01A
0 years, male, stage:Stage I, alive, 2269 days
478.8
TCGA-5P-A9K9-01A
0 years, female, white, stage:'--, dead, 589 days
478.4
TCGA-IZ-A6M8-01A
0 years, male, black or african american, stage:Stage I, alive, 497 days
474.4
TCGA-BQ-5891-01A
0 years, female, white, stage:Stage III, alive, 29 days
472.9
TCGA-GL-6846-01A
0 years, male, white, stage:Stage IV, alive, 5925 days
469.3
TCGA-GL-7966-01A
0 years, female, white, stage:Stage III, alive, 112 days
468.7
TCGA-G7-A4TM-01A
0 years, male, black or african american, stage:Stage I, alive, 768 days
465.2
TCGA-B9-A69E-01A
0 years, male, white, stage:Stage III, alive, 452 days
459.8
TCGA-BQ-5876-01A
0 years, male, white, stage:Stage I, alive, 586 days
459.3
TCGA-B9-4116-01A
0 years, female, black or african american, stage:'--, alive, 627 days
458.0
TCGA-KV-A6GD-01A
0 years, male, white, stage:Stage I, alive, 560 days
450.2
TCGA-HE-A5NJ-01A
0 years, male, stage:'--, alive, 1726 days
440.3
TCGA-SX-A7SS-01A
0 years, male, white, stage:Stage I, alive, 1615 days
438.0
TCGA-A4-7732-01A
0 years, male, black or african american, stage:'--, alive, 582 days
436.5
TCGA-V9-A7HT-01A
0 years, male, black or african american, stage:Stage II, alive, 965 days
434.8
TCGA-J7-8537-01A
0 years, female, asian, stage:Stage III, dead, 321 days
433.1
TCGA-A4-A5DU-01A
0 years, female, white, stage:Stage I, alive, 496 days
430.0
TCGA-DW-7834-01A
0 years, male, white, stage:Stage I, alive, 3950 days
428.2
TCGA-2Z-A9J7-01A
0 years, male, white, stage:Stage IV, dead, 139 days
427.6
TCGA-G7-6796-01A
0 years, male, white, stage:Stage I, alive, 2173 days
427.5
TCGA-BQ-5882-01A
0 years, male, stage:Stage III, dead, 658 days
420.6
TCGA-5P-A9KF-01A
0 years, male, white, stage:'--, alive, 845 days
406.2
TCGA-MH-A55Z-01A
0 years, male, black or african american, stage:Stage I, alive, 845 days
403.7
TCGA-A4-8518-01A
0 years, male, white, stage:Stage I, alive, 600 days
388.9
TCGA-IZ-A6M9-01A
0 years, male, white, stage:Stage I, alive, 376 days
384.0
TCGA-BQ-5886-01A
0 years, male, white, stage:Stage III, alive, 792 days
373.1
TCGA-B9-4617-01A
0 years, male, black or african american, stage:'--, alive, 35 days
368.9
TCGA-IA-A83T-01A
0 years, male, white, stage:'--, dead, 2684 days
359.8
TCGA-2Z-A9JL-01A
0 years, male, black or african american, stage:Stage I, alive, 1006 days
358.9
TCGA-5P-A9KE-01A
0 years, male, white, stage:'--, alive, 824 days
353.6
TCGA-A4-7287-01A
0 years, female, white, stage:Stage I, dead, 597 days
348.4
TCGA-AL-7173-01A
0 years, female, white, stage:Stage IV, alive, 2060 days
344.9
TCGA-HE-A5NI-01A
0 years, male, stage:Stage I, alive, 360 days
341.2
TCGA-DW-5560-01A
0 years, female, white, stage:Stage I, alive, 1486 days
330.5
TCGA-AL-3472-01A
0 years, male, black or african american, stage:'--, alive, 2029 days
325.0
TCGA-G7-A8LB-01A
0 years, male, white, stage:Stage IV, alive, 547 days
320.2
TCGA-A4-A6HP-01A
0 years, male, white, stage:Stage I, alive, 379 days
317.1
TCGA-KV-A6GE-01A
0 years, male, white, stage:Stage I, alive, 885 days
308.8
TCGA-UZ-A9PM-01A
0 years, male, white, stage:Stage II, alive, 3811 days
302.9
TCGA-B9-4115-01A
0 years, male, black or african american, stage:Stage I, alive, 803 days
295.8
TCGA-BQ-7058-01A
0 years, male, white, stage:Stage III, dead, 343 days
295.5
TCGA-B3-4103-01A
0 years, male, white, stage:Stage I, alive, 930 days
287.2
TCGA-B1-A47N-01A
0 years, male, white, stage:Stage I, alive, 1110 days
287.2
TCGA-BQ-5890-01A
0 years, male, white, stage:Stage III, alive, 233 days
285.4
TCGA-A4-7584-01A
0 years, male, black or african american, stage:Stage I, alive, 650 days
276.4
TCGA-G7-A8LD-01A
0 years, male, white, stage:Stage III, dead, 514 days
270.9
TCGA-AL-3468-01A
0 years, male, white, stage:Stage II, dead, 2331 days
268.0
TCGA-P4-A5EA-01A
0 years, female, white, stage:Stage III, dead, 201 days
266.7
TCGA-B1-A656-01A
0 years, male, white, stage:Stage I, alive, 618 days
246.5
TCGA-5P-A9K2-01A
0 years, male, white, stage:'--, alive, 2392 days
238.1
TCGA-5P-A9KH-01A
0 years, male, white, stage:'--, alive, 2051 days
238.0
TCGA-UZ-A9Q0-01A
0 years, male, white, stage:Stage I, alive, 3368 days
234.9
TCGA-AL-3473-01A
0 years, male, white, stage:Stage II, alive, 1906 days
234.2
TCGA-5P-A9K3-01A
0 years, male, white, stage:'--, dead, 471 days
231.5
TCGA-G7-6795-01A
0 years, male, white, stage:Stage I, alive, 1194 days
226.5
TCGA-AL-3466-01A
0 years, male, white, stage:Stage IV, dead, 293 days
222.0
TCGA-AL-A5DJ-01A
0 years, female, white, stage:Stage III, dead, 1498 days
218.2
TCGA-G7-7501-01A
0 years, female, black or african american, stage:Stage III, dead, 624 days
207.2
TCGA-MH-A562-01A
0 years, male, black or african american, stage:Stage I, alive, 616 days
196.9
TCGA-A4-A57E-01A
0 years, male, white, stage:Stage IV, dead, 258 days
181.2
TCGA-4A-A93X-01A
0 years, male, white, stage:Stage IV, alive, 390 days
170.3
TCGA-Q2-A5QZ-01A
0 years, female, black or african american, stage:Stage III, alive, 428 days
141.5
TCGA-J7-A8I2-01A
0 years, male, asian, stage:Stage I, alive, 307 days
129.7
TCGA-HE-7130-01A
female, stage:Stage III, alive, 1770 days
127.9
TCGA-WN-AB4C-01A
0 years, female, white, stage:Stage I, alive, 1188 days
119.0
TCGA-2Z-A9JT-01A
0 years, male, white, stage:Stage I, alive, 684 days
117.1
TCGA-WN-A9G9-01A
0 years, male, white, stage:Stage I, alive, 791 days
103.4
TCGA-B3-4104-01A
0 years, male, white, stage:Stage II, alive, 1049 days
83.7
TCGA-2Z-A9JQ-01A
0 years, male, white, stage:Stage I, alive, 778 days
64.8
TCGA-P4-A5ED-01A
0 years, male, white, stage:Stage I, alive, 2816 days
43.2
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RENAL CELL CARCINOMA - Protein relative expression (CPTAC)
Number of samples
194
Samples
Sample ID
Sample type
nRPX
CPT0084560003
Tumor
4.3
CPT0088970003
Tumor
2.3
CPT0084590001
Normal
2.0
CPT0011240003
Tumor
1.6
CPT0075170001
Normal
1.5
CPT0001270001
Normal
1.5
CPT0077320001
Normal
1.4
CPT0092190003
Normal
1.2
CPT0000640003
Tumor
1.2
CPT0069000003
Tumor
1.2
CPT0075130003
Tumor
1.1
CPT0015910003
Tumor
1.1
CPT0000660001
Normal
0.9
CPT0088710001
Normal
0.9
CPT0085670003
Tumor
0.9
CPT0017850003
Tumor
0.9
CPT0012670003
Tumor
0.9
CPT0002270011
Tumor
0.8
CPT0066480003
Tumor
0.8
CPT0025110003
Tumor
0.8
CPT0088630003
Tumor
0.8
CPT0076330003
Tumor
0.7
CPT0010120001
Normal
0.7
CPT0081600003
Tumor
0.6
CPT0086870003
Tumor
0.6
CPT0088900003
Tumor
0.6
CPT0001190001
Normal
0.6
CPT0077490003
Tumor
0.5
CPT0086820003
Tumor
0.5
CPT0012080003
Tumor
0.5
CPT0065820001
Normal
0.5
CPT0012290003
Normal
0.5
CPT0000890001
Normal
0.5
CPT0011410003
Tumor
0.4
CPT0014130001
Normal
0.4
CPT0006530001
Normal
0.4
CPT0026420001
Normal
0.4
CPT0001340003
Tumor
0.4
CPT0017450001
Normal
0.4
CPT0081990003
Tumor
0.4
CPT0079270003
Tumor
0.4
CPT0014470001
Normal
0.4
CPT0001180009
Tumor
0.4
CPT0088760003
Tumor
0.4
CPT0018250001
Normal
0.3
CPT0075720003
Tumor
0.3
CPT0012280003
Tumor
0.3
CPT0012920003
Normal
0.3
CPT0063640001
Normal
0.3
CPT0089040001
Normal
0.3
CPT0071150004
Tumor
0.2
CPT0025230003
Tumor
0.2
CPT0088570001
Normal
0.2
CPT0012570003
Normal
0.2
CPT0025880003
Tumor
0.2
CPT0012550003
Tumor
0.2
CPT0025350003
Tumor
0.2
CPT0000780007
Tumor
0.1
CPT0013790003
Normal
0.1
CPT0092730003
Tumor
0.1
CPT0019130003
Tumor
0.1
CPT0088690003
Tumor
0.1
CPT0010160003
Tumor
0.1
CPT0002350011
Tumor
0.1
CPT0001260009
Tumor
0.1
CPT0017410003
Tumor
0.1
CPT0065870003
Tumor
0.1
CPT0014370004
Tumor
0.1
CPT0086970003
Normal
0.1
CPT0079230003
Tumor
0.1
CPT0023360001
Normal
0.1
CPT0075570001
Normal
0.1
CPT0078530001
Normal
0.0
CPT0066520001
Normal
0.0
CPT0092310003
Normal
0.0
CPT0063630003
Tumor
0.0
CPT0086950003
Tumor
0.0
CPT0082010001
Normal
0.0
CPT0078830003
Tumor
0.0
CPT0086830003
Normal
0.0
CPT0024680001
Normal
0.0
CPT0010170001
Normal
0.0
CPT0007320003
Tumor
0.0
CPT0069010001
Normal
0.0
CPT0079300001
Normal
-0.1
CPT0012370003
Tumor
-0.1
CPT0014350001
Normal
-0.1
CPT0063330001
Normal
-0.1
CPT0002370001
Normal
-0.1
CPT0088920001
Normal
-0.1
CPT0006730001
Normal
-0.1
CPT0077140001
Normal
-0.1
CPT0092740003
Normal
-0.1
CPT0069190001
Normal
-0.1
CPT0020130001
Normal
-0.1
CPT0077310003
Tumor
-0.1
CPT0077500001
Normal
-0.1
CPT0012090003
Normal
-0.1
CPT0078800003
Tumor
-0.1
CPT0025060001
Normal
-0.1
CPT0075560003
Tumor
-0.1
CPT0079480003
Tumor
-0.1
CPT0079510001
Normal
-0.1
CPT0001350001
Normal
-0.2
CPT0077110003
Tumor
-0.2
CPT0086370003
Normal
-0.2
CPT0025610001
Normal
-0.2
CPT0000790001
Normal
-0.2
CPT0092800003
Normal
-0.2
CPT0001510001
Normal
-0.2
CPT0006950001
Normal
-0.2
CPT0076350001
Normal
-0.2
CPT0019160001
Normal
-0.2
CPT0012640003
Normal
-0.2
CPT0009020003
Normal
-0.2
CPT0089020003
Tumor
-0.2
CPT0007470001
Normal
-0.2
CPT0079410003
Tumor
-0.3
CPT0066470004
Tumor
-0.3
CPT0078510003
Tumor
-0.3
CPT0065430003
Tumor
-0.3
CPT0015810003
Tumor
-0.3
CPT0025580004
Tumor
-0.3
CPT0019990003
Tumor
-0.3
CPT0087050003
Normal
-0.3
CPT0078940001
Normal
-0.3
CPT0007870001
Normal
-0.3
CPT0009000003
Tumor
-0.3
CPT0001540009
Tumor
-0.3
CPT0065930003
Tumor
-0.3
CPT0026410003
Tumor
-0.3
CPT0066430001
Normal
-0.3
CPT0000870016
Tumor
-0.3
CPT0078840001
Normal
-0.3
CPT0065450001
Normal
-0.3
CPT0012770003
Normal
-0.3
CPT0088500001
Normal
-0.3
CPT0087040003
Tumor
-0.3
CPT0006440003
Tumor
-0.4
CPT0079000001
Normal
-0.4
CPT0001550001
Normal
-0.4
CPT0010110003
Tumor
-0.4
CPT0023350003
Tumor
-0.4
CPT0025920001
Normal
-0.4
CPT0009080003
Normal
-0.4
CPT0086890003
Normal
-0.4
CPT0081620001
Normal
-0.4
CPT0020020001
Normal
-0.4
CPT0065690003
Tumor
-0.4
CPT0092160003
Tumor
-0.4
CPT0088780001
Normal
-0.4
CPT0092790003
Tumor
-0.4
CPT0023710001
Normal
-0.4
CPT0063320003
Tumor
-0.4
CPT0001220008
Tumor
-0.5
CPT0079430001
Normal
-0.5
CPT0006900003
Tumor
-0.5
CPT0089460004
Tumor
-0.5
CPT0089480003
Normal
-0.5
CPT0064400001
Normal
-0.5
CPT0078670001
Normal
-0.5
CPT0020120003
Tumor
-0.5
CPT0001230001
Normal
-0.6
CPT0079180003
Tumor
-0.6
CPT0086360003
Tumor
-0.6
CPT0088480003
Tumor
-0.6
CPT0025170003
Tumor
-0.6
CPT0092290003
Tumor
-0.6
CPT0079380003
Tumor
-0.7
CPT0065750003
Tumor
-0.7
CPT0086030003
Tumor
-0.7
CPT0014450004
Tumor
-0.8
CPT0025290003
Tumor
-0.8
CPT0009060003
Tumor
-0.8
CPT0088640003
Normal
-0.8
CPT0007860003
Tumor
-0.8
CPT0023690003
Tumor
-0.9
CPT0069160003
Tumor
-0.9
CPT0021240003
Tumor
-0.9
CPT0078990003
Tumor
-1.0
CPT0006630003
Tumor
-1.0
CPT0078660003
Tumor
-1.0
CPT0001500009
Tumor
-1.1
CPT0024670003
Tumor
-1.2
CPT0065810003
Tumor
-1.2
CPT0014160003
Tumor
-1.2
CPT0025050003
Tumor
-1.3
CPT0064370003
Tumor
-1.3
CPT0012180003
Tumor
-1.3
CPT0078930003
Tumor
-1.3
CPT0081880003
Tumor
-1.4
CPT0012900004
Tumor
-1.5
CPT0015730003
Tumor
-1.6
CPT0088550004
Tumor
-1.7
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RENAL CANCER - Protein expressioni
A mouse-over function shows sample information and annotation data. Click on an image to view it in a full screen mode. Samples can be filtered based on level of antibody staining by selecting one or several of the following categories: high, medium, low and not detected. The assay and annotation is described here.
Note that samples used for immunohistochemistry by the Human Protein Atlas do not correspond to samples in the TCGA dataset.
Antibody stainingi
Antibody staining in the annotated cell types in the current human tissue is reported as not detected, low, medium, or high, based on conventional immunohistochemistry profiling in selected tissues. This score is based on the combination of the staining intensity and fraction of stained cells.
Each image is clickable and will lead to virtual microscopy that enables deeper exploration of all samples and also displays staining intensity scores, fraction scores and subcellular localization as well as patient and tissue information for each sample.