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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.
MCAM 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
38.0
Number of samples
64
Samples
Sample
Description
TPM
TCGA-KL-8344-01A
0 years, male, white, stage:Stage III, alive, 876 days
229.8
TCGA-KL-8333-01A
0 years, male, white, stage:Stage II, alive, 2991 days
103.0
TCGA-KN-8434-01A
0 years, female, white, stage:Stage II, alive, 1797 days
87.3
TCGA-KN-8424-01A
0 years, female, white, stage:Stage I, alive, 1983 days
80.1
TCGA-KN-8428-01A
0 years, male, white, stage:Stage II, dead, 1590 days
73.1
TCGA-KN-8427-01A
0 years, male, white, stage:Stage IV, alive, 30 days
72.8
TCGA-KL-8340-01A
0 years, male, white, stage:Stage II, alive, 2024 days
63.8
TCGA-KN-8429-01A
0 years, female, white, stage:Stage III, alive, 2650 days
61.9
TCGA-KL-8323-01A
0 years, female, white, stage:Stage III, dead, 1158 days
59.5
TCGA-KL-8332-01A
0 years, male, white, stage:Stage I, alive, 2582 days
58.0
TCGA-KN-8419-01A
0 years, male, black or african american, stage:Stage II, alive, 714 days
57.0
TCGA-KL-8343-01A
0 years, male, white, stage:Stage III, dead, 2172 days
54.6
TCGA-KN-8432-01A
0 years, female, white, stage:Stage II, alive, 76 days
52.2
TCGA-KL-8336-01A
0 years, female, white, stage:Stage IV, dead, 920 days
50.3
TCGA-KL-8331-01A
0 years, female, white, stage:Stage II, alive, 3010 days
49.3
TCGA-KO-8408-01A
0 years, male, white, stage:Stage III, dead, 507 days
48.8
TCGA-KN-8423-01A
0 years, male, white, stage:Stage I, alive, 788 days
48.8
TCGA-KL-8342-01A
0 years, female, white, stage:Stage II, alive, 2248 days
48.7
TCGA-KO-8407-01A
0 years, male, white, stage:Stage II, alive, 2820 days
47.5
TCGA-KN-8426-01A
0 years, male, white, stage:Stage IV, alive, 108 days
47.2
TCGA-KL-8338-01A
0 years, male, white, stage:Stage III, alive, 2633 days
47.0
TCGA-KL-8334-01A
0 years, female, white, stage:Stage III, alive, 2949 days
39.8
TCGA-KM-8639-01A
0 years, male, white, stage:Stage I, alive, 953 days
39.7
TCGA-KN-8436-01A
0 years, male, white, stage:Stage II, alive, 1288 days
39.7
TCGA-KL-8339-01A
0 years, male, white, stage:Stage IV, dead, 855 days
38.2
TCGA-KL-8329-01A
0 years, female, asian, stage:Stage I, alive, 2752 days
37.0
TCGA-KM-8438-01A
0 years, female, white, stage:Stage II, alive, 4622 days
36.5
TCGA-KN-8433-01A
0 years, female, white, stage:Stage III, alive, 341 days
36.1
TCGA-KM-8442-01A
0 years, male, stage:Stage II, alive, 1437 days
36.0
TCGA-KN-8431-01A
0 years, female, stage:Stage II, alive, 588 days
35.5
TCGA-KO-8413-01A
0 years, male, white, stage:Stage I, alive, 3038 days
35.1
TCGA-KN-8435-01A
0 years, male, white, stage:Stage II, alive, 3498 days
34.5
TCGA-KL-8341-01A
0 years, male, asian, stage:Stage IV, dead, 754 days
31.3
TCGA-KL-8326-01A
0 years, male, white, stage:Stage III, alive, 3322 days
30.6
TCGA-KM-8441-01A
0 years, female, white, stage:Stage I, alive, 876 days
30.0
TCGA-KL-8346-01A
0 years, male, white, stage:Stage II, alive, 1897 days
29.3
TCGA-KN-8418-01A
0 years, female, white, stage:Stage II, alive, 3935 days
27.8
TCGA-KL-8345-01A
0 years, male, white, stage:Stage III, alive, 1665 days
27.6
TCGA-KO-8414-01A
0 years, female, white, stage:Stage II, alive, 3212 days
24.6
TCGA-KO-8411-01A
0 years, male, white, stage:Stage I, alive, 3958 days
24.4
TCGA-KO-8417-01A
0 years, female, white, stage:Stage I, alive, 2815 days
24.2
TCGA-KO-8406-01A
0 years, female, white, stage:Stage I, alive, 3145 days
22.8
TCGA-KO-8403-01A
0 years, male, white, stage:Stage I, alive, 3208 days
21.3
TCGA-KL-8324-01A
0 years, female, white, stage:Stage II, alive, 4676 days
19.8
TCGA-KO-8405-01A
0 years, male, white, stage:Stage III, alive, 3056 days
19.2
TCGA-KO-8415-01A
0 years, female, white, stage:Stage I, alive, 2939 days
19.1
TCGA-KL-8337-01A
0 years, male, black or african american, stage:Stage II, alive, 1364 days
17.7
TCGA-KO-8416-01A
0 years, male, white, stage:Stage III, alive, 2752 days
17.5
TCGA-KL-8335-01A
0 years, male, white, stage:Stage III, alive, 2815 days
17.2
TCGA-KL-8330-01A
0 years, female, black or african american, stage:Stage II, alive, 3304 days
17.1
TCGA-KM-8477-01A
0 years, male, white, stage:Stage I, alive, 1553 days
16.8
TCGA-KO-8404-01A
0 years, male, white, stage:Stage IV, dead, 325 days
16.8
TCGA-KM-8440-01A
0 years, male, black or african american, stage:Stage III, alive, 1366 days
15.4
TCGA-KL-8328-01A
0 years, male, white, stage:Stage II, alive, 3127 days
14.5
TCGA-KM-8476-01A
0 years, male, white, stage:Stage I, alive, 3745 days
13.0
TCGA-KO-8410-01A
0 years, female, white, stage:Stage I, alive, 3136 days
12.5
TCGA-KM-8443-01A
0 years, male, white, stage:Stage II, alive, 1520 days
11.3
TCGA-KL-8325-01A
0 years, female, white, stage:Stage II, dead, 725 days
11.2
TCGA-KN-8425-01A
0 years, male, white, stage:Stage I, alive, 3179 days
10.6
TCGA-KO-8409-01A
0 years, male, white, stage:Stage II, alive, 3180 days
10.6
TCGA-KN-8421-01A
0 years, female, white, stage:Stage II, alive, 2674 days
10.3
TCGA-KN-8437-01A
0 years, female, white, stage:Stage I, alive, 3068 days
9.9
TCGA-KL-8327-01A
0 years, female, white, stage:Stage I, alive, 4169 days
6.7
TCGA-KM-8439-01A
0 years, male, white, stage:Stage I, alive, 708 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.
MCAM is not prognostic 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
166.0
Number of samples
521
Samples
Sample
Description
TPM
TCGA-B0-5710-01A
0 years, male, white, stage:Stage I, alive, 2430 days
842.2
TCGA-B0-5690-01A
0 years, female, white, stage:Stage I, alive, 3392 days
771.0
TCGA-BP-4345-01A
0 years, male, white, stage:Stage III, alive, 1516 days
539.8
TCGA-CJ-4905-01A
0 years, female, white, stage:Stage I, alive, 1496 days
532.0
TCGA-A3-A6NL-01A
0 years, female, black or african american, stage:Stage I, alive, 689 days
528.5
TCGA-B0-5095-01A
0 years, male, white, stage:Stage III, dead, 245 days
515.1
TCGA-B4-5844-01A
0 years, female, white, stage:Stage II, alive, 7 days
510.1
TCGA-BP-5177-01A
0 years, female, white, stage:Stage I, alive, 293 days
492.0
TCGA-CJ-4902-01A
0 years, male, white, stage:Stage III, alive, 1520 days
444.6
TCGA-BP-4974-01A
0 years, male, white, stage:Stage IV, dead, 211 days
442.3
TCGA-B0-5711-01A
0 years, male, white, stage:Stage III, alive, 3989 days
436.6
TCGA-B0-5080-01A
0 years, male, white, stage:Stage IV, dead, 342 days
432.5
TCGA-GK-A6C7-01A
0 years, female, black or african american, stage:Stage I, alive, 61 days
425.9
TCGA-BP-4991-01A
0 years, male, white, stage:Stage I, alive, 1413 days
425.1
TCGA-CJ-4908-01A
0 years, male, white, stage:Stage I, alive, 1531 days
412.0
TCGA-B8-5163-01A
0 years, female, white, stage:Stage III, alive, 822 days
407.9
TCGA-A3-3376-01A
0 years, male, black or african american, stage:Stage I, dead, 1696 days
406.5
TCGA-BP-4769-01A
0 years, male, white, stage:Stage I, alive, 1876 days
405.8
TCGA-B0-5108-01A
0 years, male, white, stage:Stage III, alive, 1782 days
402.6
TCGA-A3-3349-01A
0 years, female, white, stage:Stage I, alive, 1385 days
387.3
TCGA-B4-5834-01A
0 years, male, white, stage:Stage I, alive, 38 days
383.9
TCGA-B0-5106-01A
0 years, male, white, stage:Stage I, dead, 1598 days
379.5
TCGA-B0-5097-01A
0 years, female, white, stage:Stage III, alive, 665 days
379.1
TCGA-B0-4843-01A
0 years, male, white, stage:Stage III, dead, 320 days
378.1
TCGA-BP-4784-01A
0 years, female, white, stage:Stage I, alive, 1854 days
374.2
TCGA-CW-5584-01A
0 years, male, white, stage:Stage III, dead, 164 days
364.6
TCGA-CJ-6033-01A
0 years, female, white, stage:Stage IV, dead, 224 days
364.4
TCGA-EU-5904-01A
0 years, female, white, stage:Stage I, alive, 551 days
363.7
TCGA-B8-A8YJ-01A
0 years, female, black or african american, stage:Stage I, alive, 431 days
363.6
TCGA-BP-4795-01A
0 years, female, white, stage:Stage I, alive, 620 days
360.2
TCGA-CZ-5988-01A
0 years, male, white, stage:Stage I, alive, 693 days
359.2
TCGA-DV-5574-01A
0 years, male, white, stage:Stage I, alive, 2016 days
358.3
TCGA-B8-5545-01A
0 years, male, black or african american, stage:Stage I, alive, 1525 days
354.8
TCGA-CZ-5467-01A
0 years, female, white, stage:Stage III, dead, 73 days
352.5
TCGA-CJ-4907-01A
0 years, male, white, stage:Stage III, alive, 1499 days
348.3
TCGA-B0-5100-01A
0 years, male, black or african american, stage:Stage III, dead, 1913 days
346.9
TCGA-B8-A7U6-01A
0 years, female, black or african american, stage:Stage I, alive, 495 days
345.7
TCGA-B8-5550-01A
0 years, male, white, stage:Stage III, alive, 1476 days
345.0
TCGA-BP-4166-01A
0 years, male, white, stage:Stage III, alive, 13 days
335.7
TCGA-BP-5181-01A
0 years, female, white, stage:Stage I, alive, 1495 days
325.8
TCGA-B0-5110-01A
0 years, female, white, stage:Stage I, alive, 2009 days
322.8
TCGA-CJ-4918-01A
0 years, male, white, stage:Stage IV, dead, 93 days
321.8
TCGA-BP-5199-01A
0 years, male, white, stage:Stage II, alive, 1355 days
321.4
TCGA-BP-5200-01A
0 years, male, white, stage:Stage II, alive, 1063 days
319.3
TCGA-BP-4965-01A
0 years, male, white, stage:Stage I, alive, 1871 days
316.8
TCGA-BP-4353-01A
0 years, male, white, stage:Stage I, dead, 375 days
316.3
TCGA-BP-5195-01A
0 years, male, white, stage:Stage I, alive, 749 days
307.5
TCGA-BP-4971-01A
0 years, male, white, stage:Stage III, alive, 1487 days
307.5
TCGA-BP-5194-01A
0 years, male, white, stage:Stage I, alive, 408 days
306.7
TCGA-BP-4982-01A
0 years, male, white, stage:Stage I, alive, 1014 days
306.2
TCGA-BP-4986-01A
0 years, male, white, stage:Stage I, alive, 785 days
304.5
TCGA-A3-3372-01A
0 years, male, white, stage:Stage III, alive, 735 days
302.7
TCGA-BP-5004-01A
0 years, male, white, stage:Stage I, alive, 1126 days
298.8
TCGA-CJ-5671-01A
0 years, male, white, stage:Stage I, alive, 3987 days
297.1
TCGA-DV-5576-01A
0 years, female, black or african american, stage:Stage I, dead, 727 days
296.4
TCGA-BP-4344-01A
0 years, female, white, stage:Stage I, alive, 1666 days
295.0
TCGA-CJ-4904-01A
0 years, female, white, stage:Stage IV, alive, 3302 days
293.7
TCGA-BP-5168-01A
0 years, male, white, stage:Stage I, dead, 1463 days
290.6
TCGA-BP-4355-01A
0 years, female, white, stage:Stage III, dead, 953 days
287.3
TCGA-BP-4961-01A
0 years, male, white, stage:Stage I, alive, 1935 days
285.6
TCGA-A3-A8OW-01A
0 years, male, black or african american, stage:Stage III, alive, 323 days
284.4
TCGA-BP-4999-01A
0 years, male, white, stage:Stage I, alive, 1266 days
281.0
TCGA-BP-4342-01A
0 years, male, white, stage:Stage II, dead, 2256 days
278.8
TCGA-B2-4101-01A
0 years, male, white, stage:Stage II, alive, 648 days
278.6
TCGA-BP-4789-01A
0 years, male, white, stage:Stage I, alive, 1489 days
273.7
TCGA-B4-5836-01A
0 years, female, white, stage:Stage I, alive, 141 days
271.7
TCGA-B2-5633-01A
0 years, male, white, stage:Stage I, alive, 963 days
271.4
TCGA-AK-3431-01A
0 years, female, white, stage:Stage II, dead, 2241 days
271.1
TCGA-CW-6093-01A
0 years, male, white, stage:Stage I, alive, 3146 days
269.0
TCGA-B2-A4SR-01A
0 years, male, black or african american, stage:Stage II, alive, 507 days
264.0
TCGA-B8-A54J-01A
0 years, male, black or african american, stage:Stage II, alive, 528 days
263.7
TCGA-CJ-4920-01A
0 years, female, white, stage:Stage I, dead, 139 days
262.6
TCGA-CJ-4643-01A
0 years, female, white, stage:Stage II, alive, 1793 days
262.2
TCGA-CJ-4899-01A
0 years, male, asian, stage:Stage I, alive, 1528 days
261.6
TCGA-DV-5568-01A
0 years, male, white, stage:Stage I, alive, 370 days
261.1
TCGA-BP-4326-01A
0 years, female, white, stage:Stage I, dead, 1625 days
258.7
TCGA-B0-4845-01A
0 years, male, white, stage:Stage IV, dead, 1986 days
257.3
TCGA-CJ-5682-01A
0 years, male, white, stage:Stage IV, alive, 3736 days
254.3
TCGA-A3-A8CQ-01A
0 years, female, black or african american, stage:Stage I, alive, 3 days
252.7
TCGA-CJ-4639-01A
0 years, female, white, stage:Stage II, alive, 3229 days
252.5
TCGA-B0-4703-01A
0 years, male, white, stage:Stage IV, dead, 182 days
252.4
TCGA-BP-4993-01A
0 years, male, white, stage:Stage I, alive, 177 days
251.4
TCGA-BP-5189-01A
0 years, male, white, stage:Stage I, dead, 822 days
249.4
TCGA-BP-4972-01A
0 years, female, white, stage:Stage III, alive, 1502 days
247.4
TCGA-BP-4804-01A
0 years, male, white, stage:Stage I, alive, 1459 days
247.1
TCGA-B2-5636-01A
0 years, male, white, stage:Stage I, alive, 919 days
246.0
TCGA-B8-4622-01A
0 years, male, white, stage:Stage IV, alive, 1525 days
244.2
TCGA-B0-4837-01A
0 years, male, white, stage:Stage I, dead, 1378 days
243.8
TCGA-BP-4159-01A
0 years, male, white, stage:Stage I, dead, 2601 days
243.0
TCGA-A3-3323-01A
0 years, male, white, stage:Stage I, alive, 1106 days
242.9
TCGA-B0-5713-01A
0 years, female, white, stage:Stage III, alive, 2782 days
242.5
TCGA-A3-3308-01A
0 years, female, white, stage:Stage III, alive, 16 days
242.4
TCGA-B0-5694-01A
0 years, male, white, stage:Stage III, dead, 480 days
241.6
TCGA-A3-3351-01A
0 years, male, white, stage:Stage II, alive, 910 days
240.1
TCGA-BP-4790-01A
0 years, male, white, stage:Stage I, dead, 1111 days
240.0
TCGA-B0-5812-01A
0 years, male, white, stage:Stage I, alive, 3834 days
238.8
TCGA-BP-4963-01A
0 years, male, white, stage:Stage I, alive, 1834 days
238.5
TCGA-B4-5378-01A
0 years, male, white, stage:Stage I, alive, 175 days
237.9
TCGA-B0-5695-01A
0 years, female, white, stage:Stage I, alive, 2150 days
237.7
TCGA-CW-6090-01A
0 years, male, white, stage:Stage I, alive, 2552 days
237.6
TCGA-B0-4718-01A
0 years, male, white, stage:Stage III, alive, 1778 days
237.4
TCGA-BP-5009-01A
0 years, male, white, stage:Stage I, dead, 1092 days
234.5
TCGA-BP-4998-01A
0 years, male, asian, stage:Stage I, alive, 932 days
234.2
TCGA-B0-5693-01A
0 years, female, white, stage:Stage I, alive, 4074 days
234.1
TCGA-A3-3343-01A
0 years, male, white, stage:Stage II, alive, 945 days
234.0
TCGA-CJ-6031-01A
0 years, male, white, stage:Stage I, alive, 1906 days
233.7
TCGA-BP-4774-01A
0 years, female, white, stage:Stage I, alive, 1885 days
232.7
TCGA-B4-5843-01A
0 years, male, white, stage:Stage I, alive, 11 days
230.1
TCGA-A3-3387-01A
0 years, male, white, stage:Stage I, alive, 617 days
229.6
TCGA-CW-5589-01A
0 years, male, white, stage:Stage I, alive, 2378 days
229.5
TCGA-CW-5585-01A
0 years, male, white, stage:Stage IV, alive, 2609 days
229.2
TCGA-CW-6088-01A
0 years, male, white, stage:Stage I, alive, 3222 days
228.3
TCGA-CW-5583-01A
0 years, female, white, stage:Stage I, alive, 2489 days
228.0
TCGA-B0-5703-01A
0 years, male, white, stage:Stage I, alive, 2246 days
227.9
TCGA-BP-5008-01A
0 years, male, white, stage:Stage I, alive, 1071 days
227.4
TCGA-BP-5007-01A
0 years, male, white, stage:Stage II, alive, 1140 days
226.7
TCGA-CZ-5458-01A
0 years, male, white, stage:Stage III, alive, 2789 days
226.3
TCGA-B0-5691-01A
0 years, female, white, stage:Stage I, alive, 3431 days
224.6
TCGA-CJ-4872-01A
0 years, male, white, stage:Stage I, alive, 1435 days
224.1
TCGA-CJ-4886-01A
0 years, female, white, stage:Stage I, alive, 1952 days
223.9
TCGA-CZ-5465-01A
0 years, female, stage:Stage III, dead, 2564 days
223.8
TCGA-CZ-5461-01A
0 years, male, white, stage:Stage IV, dead, 330 days
223.0
TCGA-DV-5567-01A
0 years, female, black or african american, stage:Stage I, alive, 2004 days
221.2
TCGA-B0-4710-01A
0 years, female, white, stage:Stage III, alive, 1755 days
220.3
TCGA-BP-4351-01A
0 years, female, white, stage:Stage III, alive, 970 days
220.0
TCGA-B0-4700-01A
0 years, male, white, stage:Stage IV, dead, 1980 days
219.8
TCGA-CZ-5455-01A
0 years, male, white, stage:Stage IV, dead, 561 days
219.1
TCGA-B0-5709-01A
0 years, female, white, stage:Stage III, alive, 3974 days
219.1
TCGA-G6-A8L8-01A
0 years, female, black or african american, stage:Stage I, dead, 1091 days
218.8
TCGA-CJ-4894-01A
0 years, male, white, stage:Stage III, dead, 841 days
218.3
TCGA-CW-5581-01A
0 years, male, white, stage:Stage I, alive, 2799 days
218.2
TCGA-CW-5590-01A
0 years, male, white, stage:Stage IV, dead, 1075 days
218.1
TCGA-BP-4760-01A
0 years, male, black or african american, stage:Stage I, alive, 2361 days
216.5
TCGA-BP-4173-01A
0 years, male, white, stage:Stage II, alive, 1893 days
216.3
TCGA-CJ-4893-01A
0 years, female, white, stage:Stage I, alive, 750 days
216.3
TCGA-B0-5696-01A
0 years, male, white, stage:Stage III, alive, 2609 days
215.9
TCGA-BP-4987-01A
0 years, female, asian, stage:Stage I, alive, 1124 days
213.3
TCGA-B0-4945-01A
0 years, female, white, stage:Stage I, dead, 2145 days
210.0
TCGA-BP-4985-01A
0 years, male, white, stage:Stage III, dead, 952 days
208.9
TCGA-BP-4349-01A
0 years, female, white, stage:Stage I, alive, 372 days
208.9
TCGA-B0-4816-01A
0 years, male, white, stage:Stage II, dead, 1371 days
208.8
TCGA-B8-5165-01A
0 years, male, white, stage:Stage I, alive, 737 days
208.1
TCGA-BP-4158-01A
0 years, male, white, stage:Stage I, alive, 3377 days
208.1
TCGA-AS-3778-01A
0 years, male, white, stage:Stage I, alive, 43 days
207.7
TCGA-A3-3365-01A
0 years, male, white, stage:Stage I, alive, 873 days
207.6
TCGA-MM-A563-01A
0 years, male, black or african american, stage:'--, alive, 591 days
207.5
TCGA-G6-A8L6-01A
0 years, male, black or african american, stage:Stage IV, dead, 313 days
207.4
TCGA-BP-4968-01A
0 years, male, white, stage:Stage I, alive, 1746 days
207.1
TCGA-B0-5099-01A
0 years, female, white, stage:Stage III, dead, 485 days
206.1
TCGA-CJ-4882-01A
0 years, male, black or african american, stage:Stage III, alive, 1883 days
205.8
TCGA-B0-4810-01A
0 years, male, white, stage:Stage III, dead, 478 days
205.4
TCGA-A3-3382-01A
0 years, male, white, stage:Stage I, alive, 574 days
205.4
TCGA-CZ-4865-01A
0 years, female, white, stage:Stage I, dead, 166 days
205.0
TCGA-BP-5170-01A
0 years, male, white, stage:Stage I, alive, 2412 days
204.8
TCGA-B0-4706-01A
0 years, male, white, stage:Stage III, dead, 65 days
203.3
TCGA-DV-5565-01A
0 years, male, white, stage:Stage I, alive, 1329 days
203.0
TCGA-B0-5120-01A
0 years, female, white, stage:Stage I, alive, 1169 days
202.3
TCGA-B0-4823-01A
0 years, male, white, stage:Stage I, dead, 454 days
201.5
TCGA-CJ-4870-01A
0 years, female, black or african american, stage:Stage III, alive, 1498 days
200.9
TCGA-BP-4803-01A
0 years, male, white, stage:Stage III, alive, 204 days
199.6
TCGA-CJ-4868-01A
0 years, male, white, stage:Stage IV, dead, 646 days
198.8
TCGA-EU-5906-01A
0 years, male, white, stage:Stage I, alive, 206 days
198.2
TCGA-A3-3317-01A
0 years, male, stage:Stage II, alive, 1491 days
196.9
TCGA-BP-4332-01A
0 years, male, white, stage:Stage III, alive, 1133 days
195.9
TCGA-B8-5553-01A
0 years, female, white, stage:Stage I, alive, 435 days
195.9
TCGA-B0-5077-01A
0 years, male, white, stage:Stage I, dead, 1317 days
194.6
TCGA-BP-4766-01A
0 years, female, white, stage:Stage I, alive, 1462 days
194.2
TCGA-BP-4165-01A
0 years, female, white, stage:Stage I, alive, 3037 days
193.9
TCGA-BP-4331-01A
0 years, male, white, stage:Stage I, dead, 2454 days
193.5
TCGA-EU-5905-01A
0 years, female, white, stage:Stage I, alive, 119 days
193.4
TCGA-A3-3316-01A
0 years, male, white, stage:Stage II, alive, 1493 days
193.3
TCGA-A3-3307-01A
0 years, male, stage:Stage III, alive, 1436 days
193.1
TCGA-AK-3461-01A
0 years, male, white, stage:Stage I, alive, 2217 days
192.2
TCGA-CZ-5986-01A
0 years, male, white, stage:Stage I, alive, 373 days
192.1
TCGA-CZ-4863-01A
0 years, female, white, stage:Stage III, alive, 1928 days
191.4
TCGA-A3-3352-01A
0 years, male, white, stage:Stage III, dead, 561 days
190.9
TCGA-B8-A54K-01A
0 years, male, black or african american, stage:Stage I, alive, 469 days
190.1
TCGA-BP-5198-01A
0 years, male, white, stage:Stage III, alive, 603 days
189.9
TCGA-A3-3324-01A
0 years, male, white, stage:Stage I, alive, 1186 days
188.9
TCGA-CZ-5454-01A
0 years, male, white, stage:Stage IV, dead, 722 days
188.8
TCGA-MM-A564-01A
0 years, male, black or african american, stage:Stage II, alive, 607 days
188.0
TCGA-CJ-6032-01A
0 years, female, white, stage:Stage II, alive, 3639 days
187.7
TCGA-BP-5187-01A
0 years, male, white, stage:Stage I, alive, 406 days
187.4
TCGA-BP-4335-01A
0 years, female, white, stage:Stage IV, dead, 475 days
187.1
TCGA-BP-4169-01A
0 years, female, white, stage:Stage II, dead, 701 days
186.8
TCGA-CJ-4871-01A
0 years, male, white, stage:Stage IV, alive, 2423 days
186.5
TCGA-B0-4827-01A
0 years, female, white, stage:Stage III, dead, 885 days
186.0
TCGA-CJ-4897-01A
0 years, female, white, stage:Stage III, alive, 3341 days
185.7
TCGA-B0-5116-01A
0 years, male, white, stage:Stage III, alive, 1274 days
185.2
TCGA-BP-5000-01A
0 years, male, white, stage:Stage I, alive, 563 days
184.9
TCGA-CJ-4890-01A
0 years, male, white, stage:Stage IV, alive, 3519 days
184.7
TCGA-BP-4341-01A
0 years, male, white, stage:Stage III, dead, 1589 days
183.6
TCGA-B0-5081-01A
0 years, female, white, stage:Stage III, dead, 362 days
183.1
TCGA-CJ-4869-01A
0 years, male, white, stage:Stage III, alive, 2554 days
182.9
TCGA-AK-3434-01A
0 years, male, white, stage:Stage I, alive, 2087 days
181.9
TCGA-BP-4801-01A
0 years, male, white, stage:Stage I, alive, 1124 days
181.4
TCGA-BP-4960-01A
0 years, male, white, stage:Stage II, alive, 2172 days
181.4
TCGA-BP-5010-01A
0 years, male, white, stage:Stage III, dead, 878 days
180.8
TCGA-BP-4776-01A
0 years, male, white, stage:Stage I, alive, 411 days
180.7
TCGA-B0-5113-01A
0 years, female, white, stage:Stage III, alive, 1175 days
180.2
TCGA-B0-4849-01A
0 years, male, white, stage:Stage III, dead, 69 days
180.2
TCGA-CZ-4856-01A
0 years, female, white, stage:Stage I, alive, 18 days
179.5
TCGA-A3-3320-01A
0 years, female, white, stage:Stage I, alive, 1508 days
179.2
TCGA-BP-4759-01A
0 years, male, white, stage:Stage I, alive, 2372 days
179.1
TCGA-BP-4347-01A
0 years, male, white, stage:Stage III, alive, 1367 days
179.1
TCGA-CZ-5453-01A
0 years, male, white, stage:Stage II, dead, 2419 days
179.0
TCGA-A3-A6NN-01A
0 years, male, black or african american, stage:Stage I, alive, 3 days
178.9
TCGA-BP-5192-01A
0 years, male, white, stage:Stage I, alive, 714 days
178.7
TCGA-A3-3370-01A
0 years, female, white, stage:Stage I, alive, 2274 days
178.6
TCGA-CJ-4892-01A
0 years, female, white, stage:Stage I, alive, 1521 days
177.5
TCGA-BP-4973-01A
0 years, male, white, stage:Stage III, alive, 1384 days
177.5
TCGA-CJ-4874-01A
0 years, female, white, stage:Stage I, alive, 2283 days
176.9
TCGA-CJ-4634-01A
0 years, female, white, stage:Stage I, alive, 3498 days
175.9
TCGA-B8-4143-01A
0 years, female, white, stage:Stage IV, dead, 709 days
174.8
TCGA-DV-5575-01A
0 years, female, white, stage:Stage I, alive, 1729 days
173.4
TCGA-BP-5196-01A
0 years, male, white, stage:Stage I, alive, 1018 days
173.4
TCGA-CJ-5684-01A
0 years, male, white, stage:Stage III, alive, 2231 days
172.6
TCGA-BP-4176-01A
0 years, male, white, stage:Stage I, alive, 1955 days
172.3
TCGA-A3-3362-01A
0 years, female, white, stage:Stage I, alive, 1559 days
171.9
TCGA-CJ-4644-01A
0 years, female, white, stage:Stage IV, dead, 336 days
171.6
TCGA-A3-3359-01A
0 years, female, white, stage:Stage I, alive, 2504 days
171.4
TCGA-DV-5566-01A
0 years, female, white, stage:Stage I, alive, 1398 days
171.1
TCGA-BP-4343-01A
0 years, male, white, stage:Stage III, dead, 1912 days
170.9
TCGA-CZ-5468-01A
0 years, male, white, stage:Stage IV, dead, 59 days
170.6
TCGA-BP-4782-01A
0 years, female, white, stage:Stage I, alive, 354 days
169.8
TCGA-A3-3380-01A
0 years, male, stage:Stage I, alive, 567 days
169.1
TCGA-B8-5549-01A
0 years, male, white, stage:Stage I, alive, 194 days
168.8
TCGA-BP-4758-01A
0 years, male, white, stage:Stage I, alive, 2208 days
168.8
TCGA-BP-5182-01A
0 years, male, white, stage:Stage I, alive, 1165 days
168.7
TCGA-BP-4976-01A
0 years, male, white, stage:Stage I, alive, 1632 days
166.7
TCGA-AK-3445-01A
0 years, male, white, stage:Stage III, alive, 2392 days
166.3
TCGA-A3-3325-01A
0 years, male, white, stage:Stage I, dead, 1170 days
164.8
TCGA-B8-A54H-01A
0 years, female, black or african american, stage:Stage II, alive, 256 days
164.3
TCGA-BP-4964-01A
0 years, female, white, stage:Stage I, alive, 1862 days
164.3
TCGA-B0-5088-01A
0 years, male, white, stage:Stage I, dead, 563 days
162.5
TCGA-A3-3331-01A
0 years, female, white, stage:Stage I, alive, 1257 days
162.2
TCGA-BP-4807-01A
0 years, male, white, stage:Stage I, alive, 211 days
162.0
TCGA-CJ-6030-01A
0 years, male, white, stage:Stage I, dead, 2299 days
161.6
TCGA-CZ-5464-01A
0 years, male, white, stage:Stage IV, alive, 2128 days
160.8
TCGA-CJ-4889-01A
0 years, female, white, stage:Stage I, alive, 1946 days
160.2
TCGA-B0-5102-01A
0 years, female, white, stage:Stage I, dead, 2764 days
159.7
TCGA-BP-4177-01A
0 years, male, white, stage:Stage I, alive, 1670 days
159.1
TCGA-B8-5158-01A
0 years, male, white, stage:Stage III, alive, 1218 days
158.9
TCGA-BP-4337-01A
0 years, female, white, stage:Stage III, dead, 2 days
158.5
TCGA-CJ-4884-01A
0 years, female, white, stage:Stage III, alive, 1759 days
158.3
TCGA-B8-4620-01A
0 years, female, white, stage:Stage III, alive, 777 days
158.2
TCGA-BP-5173-01A
0 years, male, white, stage:Stage I, dead, 62 days
157.9
TCGA-CJ-4885-01A
0 years, male, white, stage:Stage IV, alive, 3451 days
157.6
TCGA-BP-4775-01A
0 years, female, white, stage:Stage I, alive, 1843 days
157.1
TCGA-B0-5402-01A
0 years, male, white, stage:Stage IV, alive, 1290 days
157.1
TCGA-AK-3425-01A
0 years, male, white, stage:Stage I, alive, 3343 days
155.9
TCGA-A3-3373-01A
0 years, female, white, stage:Stage I, alive, 1621 days
155.5
TCGA-CW-5580-01A
0 years, female, white, stage:Stage IV, dead, 1964 days
155.4
TCGA-DV-A4W0-01A
0 years, male, black or african american, stage:Stage I, alive, 2470 days
155.2
TCGA-BP-4765-01A
0 years, male, white, stage:Stage I, alive, 2184 days
154.3
TCGA-BP-4762-01A
0 years, male, white, stage:Stage I, dead, 1343 days
153.8
TCGA-BP-4970-01A
0 years, male, asian, stage:Stage III, alive, 433 days
153.1
TCGA-B0-4836-01A
0 years, male, white, stage:Stage IV, dead, 1238 days
153.1
TCGA-BP-4327-01A
0 years, female, white, stage:Stage II, dead, 109 days
151.9
TCGA-CJ-5672-01A
0 years, male, white, stage:Stage I, dead, 1972 days
151.9
TCGA-CZ-5982-01A
0 years, female, white, stage:Stage I, alive, 2439 days
150.5
TCGA-CW-5587-01A
0 years, female, white, stage:Stage III, alive, 2226 days
150.0
TCGA-B0-5698-01A
0 years, male, black or african american, stage:Stage I, alive, 3631 days
149.4
TCGA-B4-5838-01A
0 years, male, white, stage:'--, alive, 166 days
148.8
TCGA-CJ-5686-01A
0 years, female, white, stage:Stage I, alive, 2038 days
148.8
TCGA-BP-4981-01A
0 years, female, white, stage:Stage III, dead, 1097 days
148.5
TCGA-DV-5569-01A
0 years, female, white, stage:Stage I, alive, 355 days
147.2
TCGA-BP-5186-01A
0 years, female, white, stage:Stage I, alive, 693 days
147.1
TCGA-B2-5635-01A
0 years, male, white, stage:Stage I, alive, 755 days
146.3
TCGA-B2-4102-01A
0 years, male, white, stage:Stage I, alive, 952 days
145.9
TCGA-CJ-5683-01A
0 years, male, white, stage:Stage I, alive, 1889 days
145.6
TCGA-BP-4763-01A
0 years, female, white, stage:Stage I, dead, 1270 days
145.6
TCGA-CJ-5680-01A
0 years, female, white, stage:Stage IV, dead, 768 days
145.5
TCGA-B0-5121-01A
0 years, male, white, stage:Stage I, alive, 1485 days
145.4
TCGA-CJ-4881-01A
0 years, male, white, stage:Stage III, alive, 2014 days
145.0
TCGA-BP-4975-01A
0 years, male, white, stage:Stage I, alive, 1433 days
144.2
TCGA-BP-4977-01A
0 years, male, white, stage:Stage I, alive, 454 days
143.9
TCGA-CZ-5451-01A
0 years, male, white, stage:Stage II, alive, 1929 days
143.3
TCGA-BP-5006-01A
0 years, male, white, stage:Stage I, alive, 840 days
142.1
TCGA-B0-4814-01A
0 years, male, white, stage:Stage IV, dead, 168 days
141.9
TCGA-CJ-4895-01A
0 years, male, white, stage:Stage IV, dead, 1200 days
141.5
TCGA-CW-6097-01A
0 years, male, white, stage:Stage III, dead, 571 days
141.4
TCGA-EU-5907-01A
0 years, male, white, stage:Stage III, alive, 127 days
140.0
TCGA-CJ-4901-01A
0 years, male, white, stage:Stage III, alive, 1450 days
139.8
TCGA-B0-4838-01A
0 years, female, white, stage:Stage I, dead, 834 days
139.7
TCGA-CZ-5463-01A
0 years, male, white, stage:Stage II, alive, 662 days
138.7
TCGA-BP-4967-01A
0 years, male, white, stage:Stage III, alive, 205 days
138.6
TCGA-B0-5699-01A
0 years, male, white, stage:Stage I, alive, 3841 days
138.2
TCGA-CJ-4635-01A
0 years, male, white, stage:Stage I, alive, 1416 days
137.7
TCGA-AK-3436-01A
0 years, male, white, stage:Stage IV, alive, 3331 days
136.5
TCGA-B0-4841-01A
0 years, male, white, stage:Stage IV, dead, 204 days
136.3
TCGA-BP-4170-01A
0 years, female, white, stage:Stage I, dead, 2343 days
135.9
TCGA-A3-3329-01A
0 years, male, white, stage:Stage I, alive, 1624 days
135.2
TCGA-B0-5119-01A
0 years, female, white, stage:Stage I, alive, 1552 days
135.1
TCGA-BP-5201-01A
0 years, male, white, stage:Stage IV, alive, 951 days
135.0
TCGA-BP-4162-01A
0 years, female, white, stage:Stage I, alive, 3074 days
134.8
TCGA-B0-4818-01A
0 years, female, white, stage:Stage II, dead, 510 days
134.8
TCGA-CJ-4640-01A
0 years, male, white, stage:Stage III, alive, 3480 days
134.1
TCGA-A3-3347-01A
0 years, female, white, stage:Stage III, dead, 1610 days
133.4
TCGA-CJ-5676-01A
0 years, male, white, stage:Stage III, alive, 4067 days
133.0
TCGA-BP-4330-01A
0 years, female, black or african american, stage:Stage III, alive, 1888 days
132.3
TCGA-BP-4771-01A
0 years, male, white, stage:Stage IV, dead, 162 days
132.1
TCGA-BP-4167-01A
0 years, male, white, stage:Stage III, alive, 2718 days
131.9
TCGA-AK-3460-01A
0 years, male, white, stage:Stage I, alive, 2508 days
130.9
TCGA-CZ-4859-01A
0 years, female, white, stage:Stage I, alive, 1787 days
130.6
TCGA-B0-4714-01A
0 years, male, white, stage:Stage IV, dead, 99 days
130.4
TCGA-CJ-4912-01A
0 years, male, white, stage:Stage II, alive, 1657 days
130.3
TCGA-BP-5176-01A
0 years, female, white, stage:Stage I, dead, 1590 days
130.2
TCGA-B0-4852-01A
0 years, female, white, stage:Stage II, dead, 1121 days
129.1
TCGA-B0-5399-01A
0 years, male, white, stage:Stage I, alive, 1411 days
128.0
TCGA-B8-5162-01A
0 years, male, white, stage:Stage II, alive, 36 days
127.9
TCGA-CZ-4857-01A
0 years, male, white, stage:Stage IV, dead, 1432 days
127.7
TCGA-B0-4839-01A
0 years, female, white, stage:Stage I, dead, 1639 days
126.8
TCGA-BP-5202-01A
0 years, male, white, stage:Stage III, alive, 29 days
126.4
TCGA-B0-4696-01A
0 years, male, white, stage:Stage III, dead, 866 days
126.2
TCGA-CJ-6028-01A
0 years, male, white, stage:Stage IV, dead, 1625 days
125.3
TCGA-B0-5092-01A
0 years, female, white, stage:Stage IV, dead, 459 days
125.1
TCGA-CJ-4878-01A
0 years, female, white, stage:Stage III, alive, 2186 days
124.7
TCGA-B0-4693-01A
0 years, female, white, stage:Stage III, dead, 77 days
124.3
TCGA-CZ-5984-01A
0 years, male, white, stage:Stage I, alive, 2067 days
124.2
TCGA-CW-5588-01A
0 years, female, white, stage:Stage I, alive, 2017 days
123.9
TCGA-3Z-A93Z-01A
0 years, male, black or african american, stage:Stage I, alive, 385 days
123.0
TCGA-CJ-4636-01A
0 years, male, white, stage:Stage III, alive, 1924 days
122.6
TCGA-B0-4701-01A
0 years, female, white, stage:Stage IV, dead, 238 days
122.5
TCGA-B0-4848-01A
0 years, male, white, stage:Stage III, dead, 883 days
122.2
TCGA-CJ-4887-01A
0 years, male, white, stage:Stage IV, dead, 932 days
120.7
TCGA-CJ-5677-01A
0 years, female, white, stage:Stage IV, dead, 782 days
120.6
TCGA-A3-A6NI-01A
0 years, male, black or african american, stage:Stage I, alive, 1018 days
119.3
TCGA-BP-4354-01A
0 years, male, white, stage:Stage IV, dead, 1034 days
119.3
TCGA-CZ-4862-01A
0 years, male, white, stage:Stage I, alive, 3271 days
119.2
TCGA-B8-4148-01A
0 years, female, white, stage:Stage I, alive, 1520 days
118.8
TCGA-CZ-5457-01A
0 years, male, white, stage:Stage III, alive, 2754 days
117.9
TCGA-B0-4846-01A
0 years, male, white, stage:Stage IV, dead, 1200 days
117.8
TCGA-BP-4787-01A
0 years, female, white, stage:Stage IV, dead, 480 days
117.7
TCGA-B0-4822-01A
0 years, male, white, stage:Stage II, dead, 1111 days
117.1
TCGA-BP-4797-01A
0 years, male, white, stage:Stage III, alive, 1107 days
116.7
TCGA-BP-4777-01A
0 years, male, white, stage:Stage I, alive, 1731 days
116.2
TCGA-CJ-4876-01A
0 years, male, white, stage:Stage II, alive, 1955 days
116.2
TCGA-B0-4833-01A
0 years, female, white, stage:Stage I, dead, 2386 days
115.7
TCGA-B0-4712-01A
0 years, male, white, stage:Stage IV, dead, 1337 days
115.7
TCGA-B2-5641-01A
0 years, male, white, stage:Stage I, alive, 656 days
115.3
TCGA-DV-A4VZ-01A
0 years, male, black or african american, stage:Stage I, alive, 365 days
115.0
TCGA-BP-4770-01A
0 years, female, white, stage:Stage IV, dead, 329 days
112.6
TCGA-BP-4781-01A
0 years, male, white, stage:Stage I, alive, 2080 days
112.4
TCGA-AK-3450-01A
0 years, female, white, stage:Stage I, alive, 1508 days
112.1
TCGA-B0-5705-01A
0 years, female, white, stage:Stage I, alive, 4537 days
112.0
TCGA-AK-3454-01A
0 years, male, white, stage:Stage I, alive, 874 days
111.2
TCGA-B0-4691-01A
0 years, male, white, stage:Stage IV, dead, 139 days
110.2
TCGA-B8-5159-01A
0 years, female, white, stage:Stage I, alive, 722 days
109.0
TCGA-MM-A84U-01A
0 years, female, black or african american, stage:Stage I, alive, 700 days
108.6
TCGA-BP-4164-01A
0 years, female, white, stage:Stage III, dead, 992 days
108.4
TCGA-BP-4174-01A
0 years, male, white, stage:Stage II, alive, 1879 days
108.3
TCGA-B0-4813-01A
0 years, male, white, stage:Stage III, dead, 18 days
107.8
TCGA-CJ-4875-01A
0 years, male, white, stage:Stage IV, dead, 3554 days
107.6
TCGA-B0-5700-01A
0 years, male, white, stage:Stage I, alive, 1790 days
107.4
TCGA-CJ-4888-01A
0 years, male, white, stage:Stage IV, dead, 1567 days
107.2
TCGA-BP-4768-01A
0 years, female, white, stage:Stage I, alive, 400 days
106.8
TCGA-CJ-4916-01A
0 years, female, white, stage:Stage III, alive, 1373 days
105.5
TCGA-B0-5096-01A
0 years, female, white, stage:Stage III, dead, 68 days
105.4
TCGA-BP-4161-01A
0 years, male, white, stage:Stage I, alive, 2746 days
104.8
TCGA-BP-4160-01A
0 years, male, white, stage:Stage III, alive, 2881 days
104.5
TCGA-B2-4099-01A
0 years, male, white, stage:Stage I, alive, 972 days
104.3
TCGA-A3-3378-01A
0 years, male, white, stage:Stage I, alive, 630 days
104.1
TCGA-BP-4346-01A
0 years, male, white, stage:Stage III, dead, 1493 days
103.2
TCGA-BP-4329-01A
0 years, male, white, stage:Stage III, dead, 845 days
102.9
TCGA-B4-5377-01A
0 years, female, white, stage:Stage IV, alive, 365 days
102.2
TCGA-AK-3428-01A
0 years, male, white, stage:Stage III, alive, 3728 days
102.0
TCGA-BP-5184-01A
0 years, male, white, stage:Stage I, alive, 1133 days
101.7
TCGA-CZ-5460-01A
0 years, male, white, stage:Stage IV, alive, 2873 days
101.0
TCGA-CZ-4864-01A
0 years, male, white, stage:Stage II, dead, 1315 days
100.8
TCGA-AK-3429-01A
0 years, female, white, stage:Stage II, alive, 3328 days
100.5
TCGA-BP-4995-01A
0 years, male, white, stage:Stage I, alive, 1371 days
100.4
TCGA-BP-5178-01A
0 years, male, white, stage:Stage IV, dead, 1912 days
97.6
TCGA-A3-3322-01A
0 years, male, white, stage:Stage I, alive, 1478 days
96.8
TCGA-B0-5706-01A
0 years, male, white, stage:Stage II, alive, 3205 days
96.7
TCGA-CJ-4903-01A
0 years, male, white, stage:Stage I, alive, 1560 days
96.3
TCGA-B0-4819-01A
0 years, female, white, stage:Stage IV, dead, 183 days
96.1
TCGA-B8-4151-01A
0 years, female, white, stage:Stage III, alive, 1299 days
95.4
TCGA-BP-4799-01A
0 years, male, white, stage:Stage III, dead, 1133 days
95.1
TCGA-B8-4154-01A
0 years, female, white, stage:Stage I, alive, 1380 days
94.5
TCGA-A3-3326-01A
0 years, male, white, stage:Stage I, alive, 1137 days
94.4
TCGA-BP-5183-01A
0 years, male, white, stage:Stage III, alive, 1291 days
94.3
TCGA-CZ-4854-01A
0 years, male, white, stage:Stage I, dead, 1404 days
93.7
TCGA-CZ-5459-01A
0 years, male, white, stage:Stage III, alive, 1683 days
92.6
TCGA-B8-A54F-01A
0 years, female, black or african american, stage:Stage I, alive, 519 days
92.1
TCGA-BP-4962-01A
0 years, male, white, stage:Stage II, alive, 1785 days
92.0
TCGA-B0-4694-01A
0 years, male, white, stage:Stage III, dead, 106 days
91.6
TCGA-CZ-5470-01A
0 years, female, stage:Stage II, alive, 386 days
91.1
TCGA-CW-5591-01A
0 years, male, white, stage:Stage IV, alive, 2271 days
91.0
TCGA-B0-4690-01A
0 years, male, white, stage:Stage IV, dead, 43 days
90.6
TCGA-BP-4798-01A
0 years, male, white, stage:'--, dead, 334 days
89.8
TCGA-DV-5573-01A
0 years, male, white, stage:Stage I, alive, 1130 days
87.9
TCGA-MW-A4EC-01A
0 years, female, black or african american, stage:Stage I, alive, 498 days
87.3
TCGA-CJ-4641-01A
0 years, female, white, stage:Stage IV, dead, 1661 days
86.5
TCGA-B0-5697-01A
0 years, male, white, stage:Stage I, alive, 2630 days
86.3
TCGA-BP-4989-01A
0 years, male, white, stage:Stage III, alive, 118 days
86.3
TCGA-CZ-5985-01A
0 years, male, white, stage:Stage II, alive, 1997 days
86.2
TCGA-B0-5701-01A
0 years, male, white, stage:Stage III, alive, 2461 days
86.1
TCGA-CZ-5469-01A
0 years, male, white, stage:Stage II, dead, 946 days
85.6
TCGA-CZ-4853-01A
0 years, male, white, stage:Stage I, alive, 774 days
85.3
TCGA-BP-4969-01A
0 years, female, white, stage:Stage I, alive, 1794 days
82.6
TCGA-B0-5094-01A
0 years, male, white, stage:Stage IV, dead, 333 days
82.0
TCGA-AK-3455-01A
0 years, female, white, stage:Stage III, dead, 683 days
81.9
TCGA-B0-4821-01A
0 years, female, asian, stage:Stage III, dead, 1230 days
81.1
TCGA-B0-5712-01A
0 years, female, black or african american, stage:Stage IV, alive, 2722 days
80.8
TCGA-B0-4824-01A
0 years, female, white, stage:Stage I, dead, 1657 days
80.8
TCGA-AK-3456-01A
0 years, male, black or african american, stage:Stage II, alive, 1143 days
80.7
TCGA-A3-3311-01A
0 years, male, stage:Stage I, dead, 1191 days
80.5
TCGA-BP-4163-01A
0 years, female, white, stage:Stage III, alive, 2839 days
80.3
TCGA-A3-3383-01A
0 years, male, white, stage:Stage I, alive, 861 days
80.2
TCGA-B0-5400-01A
0 years, female, white, stage:Stage III, alive, 1733 days
79.9
TCGA-A3-A8OV-01A
0 years, male, black or african american, stage:Stage I, alive, 340 days
79.8
TCGA-CJ-6027-01A
0 years, male, white, stage:Stage I, dead, 3615 days
79.7
TCGA-BP-4959-01A
0 years, male, white, stage:Stage I, alive, 2660 days
78.7
TCGA-CZ-5456-01A
0 years, male, white, stage:Stage II, alive, 2422 days
78.4
TCGA-B2-3924-01A
0 years, male, white, stage:Stage I, alive, 1092 days
78.3
TCGA-CJ-5675-01A
0 years, male, white, stage:Stage II, alive, 3936 days
78.1
TCGA-BP-5174-01A
0 years, female, white, stage:Stage I, alive, 2257 days
77.8
TCGA-CJ-5681-01A
0 years, female, white, stage:Stage IV, dead, 552 days
77.6
TCGA-A3-3358-01A
0 years, female, white, stage:Stage I, alive, 1307 days
77.0
TCGA-BP-4325-01A
0 years, female, white, stage:Stage I, alive, 2964 days
75.1
TCGA-BP-5001-01A
0 years, female, white, stage:Stage I, alive, 1177 days
74.2
TCGA-B0-4844-01A
0 years, male, white, stage:Stage IV, dead, 313 days
74.1
TCGA-A3-3367-01A
0 years, male, white, stage:Stage I, alive, 2270 days
73.7
TCGA-CJ-5679-01A
0 years, male, white, stage:Stage III, dead, 679 days
73.6
TCGA-BP-4340-01A
0 years, female, white, stage:Stage I, dead, 562 days
73.3
TCGA-CZ-5466-01A
0 years, male, stage:Stage III, alive, 685 days
73.2
TCGA-A3-3357-01A
0 years, male, white, stage:Stage II, alive, 2688 days
72.7
TCGA-CZ-5452-01A
0 years, male, white, stage:Stage II, alive, 1789 days
72.6
TCGA-B0-5692-01A
0 years, female, white, stage:Stage III, alive, 3944 days
71.9
TCGA-B8-5164-01A
0 years, male, white, stage:Stage III, alive, 26 days
71.4
TCGA-CZ-5462-01A
0 years, male, white, stage:Stage IV, dead, 311 days
71.0
TCGA-CJ-4900-01A
0 years, female, white, stage:Stage IV, dead, 1714 days
70.6
TCGA-B0-4811-01A
0 years, male, white, stage:Stage III, dead, 1417 days
69.6
TCGA-B8-5546-01A
0 years, female, black or african american, stage:Stage I, alive, 505 days
69.2
TCGA-CJ-4873-01A
0 years, female, white, stage:Stage III, alive, 1776 days
67.1
TCGA-B0-5075-01A
0 years, female, white, stage:Stage III, dead, 637 days
66.7
TCGA-B0-4707-01A
0 years, male, white, stage:Stage III, dead, 600 days
65.6
TCGA-B2-5639-01A
0 years, male, white, stage:Stage IV, dead, 1003 days
65.4
TCGA-CZ-5989-01A
0 years, male, white, stage:Stage II, alive, 1905 days
65.2
TCGA-BP-5190-01A
0 years, male, white, stage:Stage I, alive, 1011 days
65.1
TCGA-BP-4994-01A
0 years, male, white, stage:Stage I, alive, 1308 days
64.9
TCGA-B0-4828-01A
0 years, male, white, stage:Stage IV, dead, 307 days
64.6
TCGA-A3-3306-01A
0 years, male, white, stage:Stage I, alive, 1120 days
64.3
TCGA-B8-A54G-01A
0 years, male, black or african american, stage:Stage I, alive, 53 days
64.2
TCGA-B0-4842-01A
0 years, female, white, stage:Stage III, dead, 1724 days
63.8
TCGA-B8-A54I-01A
0 years, male, black or african american, stage:Stage I, alive, 150 days
62.8
TCGA-B0-4815-01A
0 years, male, white, stage:Stage III, dead, 1588 days
62.1
TCGA-CJ-5678-01A
0 years, male, black or african american, stage:Stage IV, dead, 574 days
61.7
TCGA-B0-4713-01A
0 years, female, white, stage:Stage III, dead, 202 days
61.6
TCGA-G6-A8L7-01A
0 years, female, black or african american, stage:Stage I, alive, 2133 days
60.1
TCGA-CJ-4637-01A
0 years, female, white, stage:Stage IV, dead, 2227 days
59.7
TCGA-CZ-5987-01A
0 years, male, white, stage:Stage IV, dead, 445 days
57.9
TCGA-B8-A54D-01A
0 years, male, black or african american, stage:Stage III, alive, 830 days
57.6
TCGA-B0-4688-01A
0 years, male, white, stage:Stage IV, dead, 101 days
57.4
TCGA-B0-4697-01A
0 years, female, white, stage:Stage IV, dead, 578 days
56.8
TCGA-A3-A6NJ-01A
0 years, female, black or african american, stage:Stage I, alive, 468 days
56.6
TCGA-A3-3313-01A
0 years, male, black or african american, stage:Stage I, dead, 735 days
56.6
TCGA-A3-3335-01A
0 years, male, white, stage:Stage II, alive, 1886 days
56.3
TCGA-B0-5085-01A
0 years, female, white, stage:Stage III, dead, 770 days
56.2
TCGA-B0-4834-01A
0 years, male, white, stage:Stage I, dead, 2090 days
55.4
TCGA-CJ-4638-01A
0 years, female, white, stage:Stage IV, dead, 431 days
55.1
TCGA-AK-3426-01A
0 years, male, white, stage:Stage III, dead, 885 days
54.0
TCGA-CJ-4891-01A
0 years, female, white, stage:Stage III, dead, 819 days
53.4
TCGA-A3-3385-01A
0 years, female, white, stage:Stage I, alive, 1993 days
52.6
TCGA-B8-5551-01A
0 years, female, black or african american, stage:Stage I, alive, 16 days
52.0
TCGA-B0-5117-01A
0 years, male, white, stage:Stage I, alive, 1608 days
50.5
TCGA-CZ-4866-01A
0 years, female, white, stage:Stage I, alive, 3267 days
50.3
TCGA-B0-5084-01A
0 years, male, white, stage:Stage IV, dead, 222 days
49.2
TCGA-A3-3363-01A
0 years, male, asian, stage:Stage II, alive, 319 days
48.7
TCGA-B0-5083-01A
0 years, male, white, stage:Stage I, dead, 1045 days
48.6
TCGA-BP-5175-01A
0 years, male, white, stage:Stage I, alive, 932 days
48.0
TCGA-BP-5180-01A
0 years, male, white, stage:Stage I, alive, 2263 days
46.6
TCGA-B0-4699-01A
0 years, male, white, stage:Stage IV, dead, 110 days
46.4
TCGA-B0-5707-01A
0 years, female, white, stage:Stage I, alive, 3744 days
45.2
TCGA-AK-3458-01A
0 years, male, white, stage:Stage I, alive, 1168 days
45.0
TCGA-B0-4847-01A
0 years, male, white, stage:Stage IV, dead, 793 days
41.3
TCGA-AK-3453-01A
0 years, female, white, stage:Stage II, alive, 2531 days
40.5
TCGA-CW-6087-01A
0 years, male, white, stage:Stage IV, dead, 41 days
38.9
TCGA-AK-3451-01A
0 years, male, white, stage:Stage II, alive, 2868 days
38.5
TCGA-B0-5109-01A
0 years, male, white, stage:Stage III, dead, 587 days
38.0
TCGA-B4-5832-01A
0 years, male, white, stage:Stage III, alive, 155 days
37.9
TCGA-B0-5098-01A
0 years, female, black or african american, stage:Stage I, dead, 1584 days
36.3
TCGA-B8-4619-01A
0 years, male, white, stage:Stage I, alive, 523 days
35.8
TCGA-BP-5185-01A
0 years, male, white, stage:Stage I, alive, 1132 days
35.1
TCGA-CZ-4858-01A
0 years, male, white, stage:Stage II, dead, 2105 days
34.2
TCGA-6D-AA2E-01A
0 years, female, black or african american, stage:Stage I, alive, 362 days
34.1
TCGA-BP-4338-01A
0 years, male, white, stage:Stage I, alive, 2859 days
32.8
TCGA-CZ-4861-01A
0 years, male, white, stage:Stage II, dead, 446 days
32.1
TCGA-A3-3319-01A
0 years, male, white, stage:Stage I, alive, 1130 days
32.0
TCGA-BP-5169-01A
0 years, male, white, stage:Stage I, alive, 193 days
31.2
TCGA-BP-4756-01A
0 years, female, asian, stage:Stage I, alive, 374 days
29.7
TCGA-BP-5191-01A
0 years, male, white, stage:Stage III, alive, 967 days
28.7
TCGA-B8-4621-01A
0 years, male, black or african american, stage:Stage I, alive, 788 days
27.9
TCGA-B0-5107-01A
0 years, female, white, stage:Stage IV, dead, 927 days
26.1
TCGA-AK-3465-01A
0 years, female, black or african american, stage:Stage I, alive, 369 days
24.3
TCGA-DV-A4VX-01A
0 years, male, black or african american, stage:Stage IV, dead, 1626 days
24.2
TCGA-BP-4761-01A
0 years, male, white, stage:Stage III, alive, 182 days
24.1
TCGA-CZ-4860-01A
0 years, male, white, stage:Stage IV, dead, 206 days
23.4
TCGA-B2-3923-01A
0 years, male, white, stage:Stage II, alive, 992 days
23.3
TCGA-BP-4992-01A
0 years, male, white, stage:Stage I, alive, 501 days
23.2
TCGA-AK-3433-01A
0 years, female, white, stage:Stage II, alive, 3409 days
22.0
TCGA-A3-3328-01A
0 years, male, white, stage:Stage I, alive, 1385 days
21.9
TCGA-BP-4983-01A
0 years, female, asian, stage:Stage III, alive, 1413 days
20.5
TCGA-AK-3440-01A
0 years, male, white, stage:Stage I, alive, 2865 days
19.4
TCGA-AK-3427-01A
0 years, male, white, stage:Stage I, alive, 3583 days
18.9
TCGA-G6-A5PC-01A
0 years, female, black or african american, stage:Stage IV, dead, 242 days
18.8
TCGA-B2-4098-01A
0 years, female, black or african american, stage:Stage I, dead, 51 days
18.2
TCGA-BP-4334-01A
0 years, male, white, stage:Stage III, dead, 645 days
17.9
TCGA-B4-5835-01A
0 years, female, white, stage:Stage I, alive, 16 days
17.9
TCGA-A3-3346-01A
0 years, male, white, stage:Stage I, dead, 137 days
17.5
TCGA-B0-4817-01A
0 years, male, white, stage:Stage III, dead, 1019 days
17.3
TCGA-AK-3443-01A
0 years, male, white, stage:Stage II, alive, 1423 days
15.4
TCGA-AS-3777-01A
0 years, male, white, stage:Stage I, alive, 1238 days
15.4
TCGA-B0-4698-01A
0 years, male, white, stage:Stage IV, dead, 42 days
15.2
TCGA-B0-5702-01A
0 years, male, white, stage:Stage I, alive, 2172 days
15.0
TCGA-B8-A54E-01A
0 years, female, black or african american, stage:Stage I, alive, 909 days
13.3
TCGA-A3-3374-01A
0 years, female, black or african american, stage:Stage I, alive, 1314 days
12.8
TCGA-BP-4352-01A
0 years, female, white, stage:Stage IV, dead, 344 days
10.8
TCGA-T7-A92I-01A
0 years, female, black or african american, stage:Stage I, alive, 356 days
7.8
TCGA-AK-3447-01A
0 years, male, white, stage:Stage II, alive, 1217 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.
MCAM is potential prognostic, high expression is favorable 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
140.7
Number of samples
100
Samples
Sample
Description
TPM
ccRCC-44
0 years, female, NA, stage:pT1bN0M0, alive, 1050 days
1017.3
ccRCC-70
0 years, male, NA, stage:pT4N0M1, dead, 540 days
426.3
ccRCC-95
0 years, male, NA, stage:pT1bN0M0, alive, 3960 days
398.6
ccRCC-35
0 years, male, NA, stage:pT1aN0M0, alive, 1380 days
367.8
ccRCC-99
0 years, female, NA, stage:pT2N0M0, alive, 3330 days
325.9
ccRCC-66
0 years, female, NA, stage:pT3bN0M1, alive, 2520 days
313.1
ccRCC-42
0 years, male, NA, stage:pT3aN0M0, alive, 1170 days
288.2
ccRCC-77
0 years, male, NA, stage:pT1bN0M0, alive, 1860 days
251.0
ccRCC-62
0 years, male, NA, stage:pT1bN0M0, alive, 1620 days
250.6
ccRCC-86
0 years, female, NA, stage:pT1bN0M0, alive, 3390 days
246.1
ccRCC-16
0 years, male, NA, stage:pT2N0M0, alive, 2190 days
233.9
ccRCC-7
0 years, female, NA, stage:pT2N0M0, alive, 330 days
228.7
ccRCC-53
0 years, male, NA, stage:pT1aN0M0, alive, 1260 days
222.5
ccRCC-58
0 years, male, NA, stage:pT1aN0M0, alive, 1110 days
221.0
ccRCC-72
0 years, male, NA, stage:pT1bN0M0, alive, 2760 days
218.5
ccRCC-73
0 years, male, NA, stage:pT1aN0M0, alive, 2640 days
214.4
ccRCC-19
0 years, female, NA, stage:pT2N0M0, alive, 2100 days
206.2
ccRCC-48
0 years, male, NA, stage:pT1bN0M0, alive, 990 days
202.5
ccRCC-87
0 years, male, NA, stage:pT1bN0M0, alive, 2370 days
189.5
ccRCC-96
0 years, male, NA, stage:pT1aN0M0, alive, 3930 days
189.4
ccRCC-40
0 years, male, NA, stage:pT1aN0M0, alive, 1020 days
187.4
ccRCC-91
0 years, male, NA, stage:pT1aN0M0, dead, 1890 days
172.2
ccRCC-78
0 years, female, NA, stage:pT1aN0M0, alive, 2610 days
172.1
ccRCC-103
0 years, female, NA, stage:pT1aN0M0, alive, 4350 days
172.0
ccRCC-88
0 years, male, NA, stage:pT1aN0M0, alive, 2880 days
171.3
ccRCC-18
0 years, female, NA, stage:pT1aN0M0, alive, 2130 days
171.0
ccRCC-85
0 years, female, NA, stage:pT1bN0M0, alive, 3330 days
170.5
ccRCC-79
0 years, male, NA, stage:pT1bN0M0, alive, 2670 days
169.8
ccRCC-11
0 years, male, NA, stage:pT1aN0M0, alive, 2370 days
166.4
ccRCC-20
0 years, female, NA, stage:pT3aN0M1, alive, 930 days
165.0
ccRCC-61
0 years, male, NA, stage:pT1aN0M0, alive, 1470 days
163.0
ccRCC-29
0 years, female, NA, stage:pT1aN0M0, alive, 1710 days
159.3
ccRCC-54
0 years, male, NA, stage:pT1bN0M0, alive, 1200 days
156.5
ccRCC-52
0 years, female, NA, stage:pT3bN0M1, alive, 1350 days
155.5
ccRCC-104
0 years, female, NA, stage:pT1aN0M0, alive, 3480 days
154.5
ccRCC-92
0 years, male, NA, stage:pT1aN0M0, alive, 3660 days
154.2
ccRCC-17
0 years, female, NA, stage:pT1bN0M0, alive, 2220 days
153.5
ccRCC-21
0 years, male, NA, stage:pT1bN0M0, alive, 1080 days
151.0
ccRCC-6
0 years, male, NA, stage:pT1bN0M0, alive, 2820 days
147.1
ccRCC-3
0 years, male, NA, stage:pT3bN1M0, dead, 240 days
144.7
ccRCC-4
0 years, male, NA, stage:pT1bN0M0, dead, 270 days
143.7
ccRCC-82
0 years, male, NA, stage:pT1aN0M0, alive, 3090 days
143.1
ccRCC-49
0 years, male, NA, stage:pT3bN0M0, alive, 1290 days
141.4
ccRCC-60
0 years, female, NA, stage:pT1aN0M0, alive, 1470 days
141.0
ccRCC-105
0 years, male, NA, stage:pT1aN0M0, alive, 2190 days
140.7
ccRCC-76
0 years, female, NA, stage:pT3aN0M1, dead, 960 days
140.7
ccRCC-71
0 years, male, NA, stage:pT1bN0M0, alive, 2160 days
137.4
ccRCC-8
0 years, male, NA, stage:pT1bN0M0, alive, 2400 days
133.7
ccRCC-13
0 years, female, NA, stage:pT3aN2M0, dead, 540 days
130.0
ccRCC-89
0 years, male, NA, stage:pT1aN0M0, alive, 3510 days
129.2
ccRCC-97
0 years, male, NA, stage:pT1aN2M1, dead, 990 days
127.5
ccRCC-106
0 years, male, NA, stage:pT1aN0M0, dead, 1890 days
120.6
ccRCC-28
0 years, male, NA, stage:pT1bN0M0, alive, 1530 days
119.2
ccRCC-38
0 years, male, NA, stage:pT1aN0M0, alive, 1380 days
110.8
ccRCC-27
0 years, male, NA, stage:pT1aN0M0, alive, 1590 days
105.8
ccRCC-93
0 years, male, NA, stage:pT1bN0M0, alive, 3660 days
103.9
ccRCC-12
0 years, male, NA, stage:pT1aN0M0, alive, 900 days
100.5
ccRCC-23
0 years, male, NA, stage:pT1bN0M0, alive, 1170 days
99.0
ccRCC-68
0 years, male, NA, stage:pT1bN0M0, alive, 2640 days
96.7
ccRCC-15
0 years, female, NA, stage:pT2N0M0, dead, 2070 days
96.5
ccRCC-39
0 years, male, NA, stage:pT2N0M0, alive, 900 days
94.1
ccRCC-98
0 years, male, NA, stage:pT1aN0M0, alive, 30 days
93.0
ccRCC-22
0 years, male, NA, stage:pT3bN0M0, dead, 330 days
92.7
ccRCC-32
0 years, male, NA, stage:pT2N0M0, dead, 1320 days
91.8
ccRCC-5
0 years, male, NA, stage:pT1aN0M0, alive, 2940 days
86.7
ccRCC-10
0 years, male, NA, stage:pT3aN2M1, dead, 90 days
86.6
ccRCC-34
0 years, male, NA, stage:pT3bN0M1, alive, 1530 days
85.5
ccRCC-65
0 years, male, NA, stage:pT3bN0M1, dead, 300 days
81.5
ccRCC-67
0 years, male, NA, stage:pT1aN0M0, dead, 1260 days
78.3
ccRCC-31
0 years, male, NA, stage:pT1aN0M0, alive, 1560 days
78.1
ccRCC-83
0 years, male, NA, stage:pT1aN0M0, alive, 300 days
78.0
ccRCC-69
0 years, male, NA, stage:pT1aN0M0, alive, 2670 days
77.4
ccRCC-90
0 years, male, NA, stage:pT1aN0M0, dead, 1170 days
76.7
ccRCC-80
0 years, male, NA, stage:pT2N0M0, alive, 3000 days
74.7
ccRCC-46
0 years, male, NA, stage:pT1bN0M0, alive, 990 days
73.9
ccRCC-43
0 years, female, NA, stage:pT1bN0M0, alive, 1050 days
73.8
ccRCC-100
0 years, male, NA, stage:pT1aN0M0, alive, 4260 days
71.6
ccRCC-25
0 years, male, NA, stage:pT1aN0M0, alive, 1350 days
71.6
ccRCC-1
0 years, female, NA, stage:pT1bN0M0, alive, 3330 days
70.8
ccRCC-59
0 years, male, NA, stage:pT1bN0M0, alive, 930 days
68.1
ccRCC-24
0 years, male, NA, stage:pT3bN0M0, dead, 750 days
61.3
ccRCC-51
0 years, male, NA, stage:pT3aN0M0, alive, 1410 days
60.4
ccRCC-94
0 years, male, NA, stage:pT1bN0M0, dead, 480 days
59.3
ccRCC-14
0 years, male, NA, stage:pT3cN0M0, alive, 2280 days
56.4
ccRCC-30
0 years, male, NA, stage:pT2N0M0, dead, 420 days
53.6
ccRCC-64
0 years, male, NA, stage:pT3aN0M0, alive, 2430 days
51.5
ccRCC-84
0 years, male, NA, stage:pT1bN0M0, alive, 2010 days
50.5
ccRCC-26
0 years, male, NA, stage:pT1bN0M0, alive, 1800 days
45.2
ccRCC-36
0 years, male, NA, stage:pT2N0M0, alive, 1410 days
43.3
ccRCC-55
0 years, female, NA, stage:pT3bN0M0, alive, 1260 days
37.8
ccRCC-102
0 years, male, NA, stage:pT1bN0M0, alive, 4260 days
37.0
ccRCC-50
0 years, male, NA, stage:pT3bN0M0, alive, 900 days
33.3
ccRCC-45
0 years, male, NA, stage:pT1aN0M0, alive, 1020 days
33.0
ccRCC-37
0 years, female, NA, stage:pT1aN0M0, alive, 1500 days
30.3
ccRCC-75
0 years, male, NA, stage:pT3aN1M1, dead, 180 days
22.9
ccRCC-56
0 years, male, NA, stage:pT1aN0M0, alive, 1950 days
19.2
ccRCC-81
0 years, male, NA, stage:pT3aN2M0, dead, 1290 days
16.1
ccRCC-41
0 years, male, NA, stage:pT3bN0M0, dead, 540 days
15.3
ccRCC-9
0 years, male, NA, stage:pT2N1M1, dead, 360 days
9.2
ccRCC-2
0 years, male, NA, stage:pT1aN0M1, dead, 2190 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.
MCAM 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
44.8
Number of samples
282
Samples
Sample
Description
TPM
TCGA-DZ-6133-01A
0 years, female, white, stage:Stage I, dead, 1557 days
252.9
TCGA-2Z-A9JJ-01A
0 years, female, white, stage:Stage I, alive, 1213 days
242.2
TCGA-A4-7828-01A
0 years, female, black or african american, stage:Stage I, alive, 238 days
232.7
TCGA-G7-6797-01A
0 years, male, white, stage:Stage III, alive, 765 days
169.4
TCGA-2Z-A9JK-01A
0 years, male, white, stage:Stage III, alive, 1186 days
161.0
TCGA-UZ-A9PN-01A
0 years, male, white, stage:Stage III, dead, 1136 days
155.3
TCGA-A4-8310-01A
0 years, male, white, stage:Stage III, alive, 780 days
141.3
TCGA-GL-8500-01A
0 years, male, white, stage:Stage I, alive, 841 days
139.5
TCGA-5P-A9JV-01A
0 years, male, white, stage:'--, alive, 2043 days
136.6
TCGA-A4-8098-01A
0 years, male, black or african american, stage:Stage I, alive, 896 days
134.5
TCGA-BQ-5887-01A
0 years, male, white, stage:Stage III, alive, 771 days
121.6
TCGA-EV-5902-01A
0 years, male, white, stage:Stage I, alive, 578 days
121.3
TCGA-BQ-5892-01A
0 years, male, white, stage:Stage I, alive, 364 days
120.8
TCGA-Y8-A894-01A
0 years, female, white, stage:Stage I, alive, 567 days
119.8
TCGA-2Z-A9J9-01A
0 years, male, black or african american, stage:Stage I, alive, 2294 days
115.4
TCGA-G7-7501-01A
0 years, female, black or african american, stage:Stage III, dead, 624 days
113.0
TCGA-A4-7286-01A
0 years, male, white, stage:'--, alive, 554 days
112.1
TCGA-BQ-5894-01A
0 years, male, stage:Stage IV, alive, 84 days
102.1
TCGA-B9-A8YI-01A
0 years, male, black or african american, stage:Stage I, alive, 374 days
102.1
TCGA-IA-A40X-01A
0 years, female, black or african american, stage:Stage I, alive, 608 days
101.1
TCGA-B3-8121-01A
0 years, female, black or african american, stage:Stage I, alive, 379 days
100.2
TCGA-GL-A9DC-01A
0 years, female, white, stage:Stage I, alive, 392 days
95.3
TCGA-IZ-8196-01A
0 years, male, white, stage:Stage I, alive, 649 days
92.7
TCGA-B9-4117-01A
0 years, female, black or african american, stage:'--, alive, 14 days
89.6
TCGA-B9-A5W7-01A
0 years, male, black or african american, stage:Stage I, alive, 585 days
88.7
TCGA-A4-7734-01A
0 years, female, white, stage:Stage I, alive, 27 days
87.6
TCGA-5P-A9K9-01A
0 years, female, white, stage:'--, dead, 589 days
86.5
TCGA-MH-A55W-01A
0 years, male, black or african american, stage:Stage I, alive, 1043 days
85.7
TCGA-BQ-5878-01A
0 years, female, white, stage:Stage III, alive, 1938 days
85.4
TCGA-J7-8537-01A
0 years, female, asian, stage:Stage III, dead, 321 days
84.4
TCGA-UZ-A9PV-01A
0 years, male, white, stage:Stage I, alive, 1444 days
83.9
TCGA-SX-A7SL-01A
0 years, male, stage:Stage I, alive, 823 days
83.8
TCGA-B9-5155-01A
0 years, male, white, stage:Stage III, alive, 665 days
83.3
TCGA-A4-8630-01A
0 years, female, white, stage:Stage I, alive, 436 days
83.0
TCGA-V9-A7HT-01A
0 years, male, black or african american, stage:Stage II, alive, 965 days
82.9
TCGA-UZ-A9PP-01A
0 years, male, white, stage:Stage I, alive, 3010 days
82.6
TCGA-SX-A71V-01A
0 years, male, white, stage:Stage I, alive, 876 days
81.8
TCGA-BQ-5891-01A
0 years, female, white, stage:Stage III, alive, 29 days
80.5
TCGA-A4-7583-01A
0 years, male, black or african american, stage:Stage I, alive, 3 days
79.0
TCGA-B9-A69E-01A
0 years, male, white, stage:Stage III, alive, 452 days
77.5
TCGA-SX-A7SQ-01A
0 years, male, white, stage:Stage I, alive, 1266 days
76.7
TCGA-BQ-5879-01A
0 years, female, white, stage:Stage III, dead, 697 days
73.9
TCGA-MH-A855-01A
0 years, female, black or african american, stage:Stage II, alive, 369 days
73.2
TCGA-B9-A8YH-01A
0 years, male, black or african american, stage:Stage I, alive, 532 days
72.8
TCGA-2Z-A9JI-01A
0 years, male, white, stage:Stage III, alive, 1567 days
72.4
TCGA-G7-6793-01A
0 years, female, white, stage:Stage IV, dead, 336 days
72.1
TCGA-A4-A5DU-01A
0 years, female, white, stage:Stage I, alive, 496 days
72.1
TCGA-B3-A6W5-01A
0 years, male, black or african american, stage:Stage I, alive, 309 days
71.6
TCGA-A4-7915-01A
0 years, female, black or african american, stage:Stage II, alive, 7 days
71.3
TCGA-BQ-7050-01A
0 years, female, white, stage:Stage I, alive, 1864 days
71.3
TCGA-O9-A75Z-01A
0 years, male, white, stage:Stage I, alive, 471 days
71.1
TCGA-UZ-A9PS-01A
0 years, female, black or african american, stage:Stage II, alive, 2167 days
70.7
TCGA-B9-4617-01A
0 years, male, black or african american, stage:'--, alive, 35 days
70.7
TCGA-5P-A9JZ-01A
0 years, female, white, stage:'--, alive, 2744 days
68.7
TCGA-B3-3925-01A
0 years, male, white, stage:Stage III, alive, 1029 days
67.7
TCGA-P4-AAVL-01A
0 years, male, white, stage:Stage III, dead, 487 days
66.8
TCGA-A4-7288-01A
0 years, female, white, stage:'--, alive, 1857 days
66.5
TCGA-G7-6796-01A
0 years, male, white, stage:Stage I, alive, 2173 days
65.9
TCGA-HE-7129-01A
male, stage:Stage II, alive, 2492 days
64.8
TCGA-Y8-A895-01A
0 years, male, white, stage:Stage I, alive, 484 days
63.6
TCGA-KV-A6GD-01A
0 years, male, white, stage:Stage I, alive, 560 days
63.5
TCGA-4A-A93Y-01A
0 years, female, black or african american, stage:Stage II, alive, 352 days
63.4
TCGA-J7-6720-01A
0 years, male, asian, stage:Stage I, alive, 388 days
63.1
TCGA-A4-A5XZ-01A
0 years, female, white, stage:Stage II, alive, 479 days
62.7
TCGA-2Z-A9JM-01A
0 years, male, white, stage:Stage I, alive, 934 days
62.4
TCGA-G7-A4TM-01A
0 years, male, black or african american, stage:Stage I, alive, 768 days
62.0
TCGA-F9-A7VF-01A
0 years, female, white, stage:Stage I, alive, 73 days
60.8
TCGA-DW-7836-01A
0 years, male, white, stage:Stage I, alive, 1093 days
58.9
TCGA-G7-A8LE-01A
0 years, male, white, stage:Stage I, alive, 2453 days
58.5
TCGA-F9-A97G-01A
0 years, male, asian, stage:Stage III, alive, 13 days
57.9
TCGA-UZ-A9PR-01A
0 years, male, white, stage:Stage I, alive, 2191 days
57.8
TCGA-B9-A5W9-01A
0 years, male, white, stage:Stage I, alive, 5 days
57.8
TCGA-B3-3926-01A
0 years, female, white, stage:Stage I, alive, 883 days
57.4
TCGA-2Z-A9J3-01A
0 years, male, white, stage:Stage II, dead, 1771 days
57.1
TCGA-HE-A5NK-01A
0 years, male, stage:'--, alive, 2228 days
57.0
TCGA-UZ-A9PM-01A
0 years, male, white, stage:Stage II, alive, 3811 days
56.8
TCGA-F9-A7Q0-01A
0 years, female, asian, stage:Stage I, alive, 398 days
56.4
TCGA-2Z-A9J1-01A
0 years, male, white, stage:Stage I, alive, 2298 days
54.9
TCGA-GL-A59T-01A
0 years, male, white, stage:Stage I, alive, 546 days
54.4
TCGA-BQ-7062-01A
0 years, male, black or african american, stage:Stage I, alive, 116 days
53.9
TCGA-5P-A9K6-01A
0 years, male, white, stage:'--, alive, 1914 days
53.7
TCGA-DZ-6132-01A
0 years, male, stage:Stage I, alive, 2460 days
53.3
TCGA-B3-4103-01A
0 years, male, white, stage:Stage I, alive, 930 days
51.9
TCGA-EV-5903-01A
0 years, male, white, stage:Stage I, alive, 757 days
51.7
TCGA-AL-3468-01A
0 years, male, white, stage:Stage II, dead, 2331 days
50.5
TCGA-UZ-A9PU-01A
0 years, male, white, stage:Stage I, dead, 933 days
50.5
TCGA-SX-A7SR-01A
0 years, male, white, stage:Stage II, alive, 805 days
50.0
TCGA-B1-7332-01A
0 years, female, black or african american, stage:Stage II, alive, 1141 days
50.0
TCGA-A4-8311-01A
0 years, male, white, stage:Stage I, alive, 729 days
49.4
TCGA-IZ-8195-01A
0 years, male, white, stage:Stage II, alive, 677 days
49.3
TCGA-SX-A71U-01A
0 years, male, white, stage:Stage I, alive, 1357 days
49.1
TCGA-BQ-7056-01A
0 years, female, white, stage:Stage III, alive, 612 days
49.1
TCGA-SX-A71S-01A
0 years, female, white, stage:Stage I, alive, 1504 days
48.4
TCGA-F9-A8NY-01A
0 years, female, asian, stage:Stage IV, alive, 36 days
48.3
TCGA-UZ-A9PZ-01A
0 years, male, white, stage:Stage III, alive, 657 days
48.1
TCGA-A4-A57E-01A
0 years, male, white, stage:Stage IV, dead, 258 days
47.4
TCGA-BQ-7053-01A
0 years, female, black or african american, stage:Stage III, alive, 1516 days
46.6
TCGA-BQ-5889-01A
0 years, male, white, stage:Stage IV, dead, 329 days
46.6
TCGA-G7-6789-01A
0 years, female, white, stage:Stage IV, dead, 122 days
46.5
TCGA-Y8-A8S0-01A
0 years, male, white, stage:Stage I, alive, 183 days
45.8
TCGA-DZ-6131-01A
0 years, male, white, stage:Stage III, alive, 2429 days
45.6
TCGA-SX-A7SP-01A
0 years, female, white, stage:Stage I, dead, 496 days
44.9
TCGA-UZ-A9PL-01A
0 years, male, white, stage:Stage II, alive, 3152 days
44.8
TCGA-HE-A5NH-01A
0 years, male, stage:Stage I, alive, 791 days
44.8
TCGA-B9-4114-01A
0 years, male, black or african american, stage:'--, alive, 857 days
44.7
TCGA-5P-A9K0-01A
0 years, male, white, stage:'--, alive, 677 days
44.6
TCGA-DW-7834-01A
0 years, male, white, stage:Stage I, alive, 3950 days
44.4
TCGA-Y8-A8S1-01A
0 years, male, white, stage:Stage I, alive, 404 days
44.3
TCGA-UN-AAZ9-01A
0 years, female, black or african american, stage:Stage I, alive, 548 days
44.2
TCGA-2Z-A9JG-01A
0 years, male, white, stage:Stage I, alive, 1662 days
43.9
TCGA-PJ-A5Z9-01A
0 years, female, white, stage:Stage I, alive, 540 days
43.7
TCGA-DW-7841-01A
0 years, male, black or african american, stage:Stage I, alive, 445 days
43.5
TCGA-IA-A83V-01A
0 years, male, white, stage:Stage I, dead, 2941 days
43.4
TCGA-A4-7732-01A
0 years, male, black or african american, stage:'--, alive, 582 days
42.5
TCGA-A4-8516-01A
0 years, male, white, stage:Stage III, alive, 23 days
42.3
TCGA-Y8-A897-01A
0 years, female, white, stage:Stage I, alive, 549 days
42.0
TCGA-UZ-A9PQ-01A
0 years, male, black or african american, stage:Stage III, dead, 2624 days
41.7
TCGA-P4-A5EB-01A
0 years, male, white, stage:Stage I, alive, 2477 days
41.5
TCGA-A4-7997-01A
0 years, male, white, stage:Stage I, alive, 927 days
41.1
TCGA-A4-7287-01A
0 years, female, white, stage:Stage I, dead, 597 days
41.1
TCGA-Y8-A896-01A
0 years, male, white, stage:Stage III, alive, 567 days
41.0
TCGA-5P-A9JY-01A
0 years, male, white, stage:'--, dead, 1508 days
40.2
TCGA-UZ-A9PJ-01A
0 years, male, white, stage:Stage I, dead, 797 days
39.9
TCGA-P4-A5E7-01A
0 years, female, white, stage:Stage I, alive, 2649 days
39.6
TCGA-HE-A5NF-01A
0 years, male, stage:Stage I, alive, 2582 days
39.4
TCGA-DW-7840-01A
0 years, male, black or african american, stage:Stage I, alive, 114 days
39.1
TCGA-BQ-5877-01A
0 years, male, black or african american, stage:Stage IV, dead, 270 days
39.0
TCGA-B9-A5W8-01A
0 years, male, black or african american, stage:Stage II, alive, 524 days
38.4
TCGA-A4-A4ZT-01A
0 years, female, white, stage:Stage I, alive, 516 days
37.0
TCGA-BQ-5882-01A
0 years, male, stage:Stage III, dead, 658 days
36.5
TCGA-SX-A71W-01A
0 years, male, white, stage:Stage I, alive, 1076 days
36.4
TCGA-2K-A9WE-01A
0 years, male, white, stage:Stage II, alive, 214 days
36.2
TCGA-Y8-A8RY-01A
0 years, male, white, stage:Stage I, alive, 769 days
36.1
TCGA-GL-A4EM-01A
0 years, male, white, stage:Stage I, alive, 32 days
35.8
TCGA-5P-A9KF-01A
0 years, male, white, stage:'--, alive, 845 days
35.7
TCGA-PJ-A5Z8-01A
0 years, female, white, stage:Stage I, alive, 600 days
35.6
TCGA-KV-A6GE-01A
0 years, male, white, stage:Stage I, alive, 885 days
35.3
TCGA-DW-7838-01A
0 years, male, white, stage:Stage I, alive, 744 days
34.9
TCGA-B9-4115-01A
0 years, male, black or african american, stage:Stage I, alive, 803 days
34.9
TCGA-IA-A40Y-01A
0 years, female, white, stage:Stage III, alive, 62 days
34.6
TCGA-B3-4104-01A
0 years, male, white, stage:Stage II, alive, 1049 days
34.5
TCGA-2Z-A9JS-01A
0 years, male, white, stage:Stage I, dead, 492 days
34.5
TCGA-A4-8515-01A
0 years, male, american indian or alaska native, stage:Stage I, alive, 709 days
34.4
TCGA-DW-7839-01A
0 years, female, white, stage:Stage I, alive, 419 days
34.3
TCGA-2Z-A9J7-01A
0 years, male, white, stage:Stage IV, dead, 139 days
34.1
TCGA-DW-7837-01A
0 years, male, black or african american, stage:Stage I, alive, 1142 days
34.0
TCGA-DW-7842-01A
0 years, male, white, stage:Stage I, alive, 92 days
33.3
TCGA-BQ-7061-01A
0 years, female, white, stage:Stage I, alive, 218 days
33.2
TCGA-B9-4113-01A
0 years, male, black or african american, stage:Stage I, dead, 1536 days
32.9
TCGA-BQ-7051-01A
0 years, male, white, stage:Stage II, alive, 1533 days
32.7
TCGA-EV-5901-01A
0 years, female, white, stage:Stage I, alive, 1040 days
32.5
TCGA-B1-A657-01A
0 years, male, white, stage:Stage I, alive, 641 days
32.0
TCGA-UZ-A9PK-01A
0 years, male, white, stage:Stage I, alive, 3571 days
31.9
TCGA-SX-A7SO-01A
0 years, male, white, stage:Stage I, alive, 1257 days
31.7
TCGA-KV-A74V-01A
0 years, male, white, stage:Stage I, alive, 347 days
31.7
TCGA-AL-3473-01A
0 years, male, white, stage:Stage II, alive, 1906 days
31.6
TCGA-A4-7584-01A
0 years, male, black or african american, stage:Stage I, alive, 650 days
31.6
TCGA-BQ-5890-01A
0 years, male, white, stage:Stage III, alive, 233 days
31.5
TCGA-BQ-7046-01A
0 years, male, white, stage:Stage I, alive, 2948 days
31.5
TCGA-SX-A7SU-01A
0 years, male, stage:Stage I, alive, 1331 days
30.8
TCGA-BQ-5893-01A
0 years, male, white, stage:Stage IV, dead, 241 days
30.5
TCGA-A4-A5Y0-01A
0 years, female, white, stage:Stage I, alive, 252 days
30.5
TCGA-A4-A6HP-01A
0 years, male, white, stage:Stage I, alive, 379 days
30.1
TCGA-2Z-A9JL-01A
0 years, male, black or african american, stage:Stage I, alive, 1006 days
30.0
TCGA-DW-5561-01A
0 years, male, black or african american, stage:Stage I, alive, 414 days
29.8
TCGA-AL-7173-01A
0 years, female, white, stage:Stage IV, alive, 2060 days
29.8
TCGA-SX-A7SS-01A
0 years, male, white, stage:Stage I, alive, 1615 days
29.6
TCGA-A4-7585-01A
0 years, male, white, stage:Stage III, dead, 1070 days
29.6
TCGA-BQ-5883-01A
0 years, female, black or african american, stage:Stage I, alive, 1242 days
29.4
TCGA-BQ-7045-01A
0 years, male, black or african american, stage:Stage I, dead, 1468 days
29.1
TCGA-BQ-5875-01A
0 years, female, white, stage:Stage III, alive, 2639 days
28.9
TCGA-SX-A7SN-01A
0 years, male, white, stage:Stage I, alive, 578 days
28.8
TCGA-J7-A8I2-01A
0 years, male, asian, stage:Stage I, alive, 307 days
28.4
TCGA-2Z-A9J6-01A
0 years, male, white, stage:Stage I, alive, 1731 days
28.3
TCGA-DZ-6134-01A
0 years, male, white, stage:Stage I, alive, 1856 days
28.1
TCGA-F9-A4JJ-01A
0 years, female, black or african american, stage:Stage III, dead, 325 days
27.9
TCGA-BQ-7048-01A
0 years, male, white, stage:Stage III, alive, 2839 days
27.8
TCGA-MH-A561-01A
0 years, male, white, stage:Stage I, alive, 841 days
27.8
TCGA-P4-A5ED-01A
0 years, male, white, stage:Stage I, alive, 2816 days
27.8
TCGA-5P-A9K2-01A
0 years, male, white, stage:'--, alive, 2392 days
26.9
TCGA-B1-A654-01A
0 years, female, black or african american, stage:Stage I, alive, 616 days
26.6
TCGA-GL-A59R-01A
0 years, male, white, stage:Stage III, alive, 378 days
26.6
TCGA-HE-A5NJ-01A
0 years, male, stage:'--, alive, 1726 days
26.5
TCGA-GL-7966-01A
0 years, female, white, stage:Stage III, alive, 112 days
26.1
TCGA-MH-A562-01A
0 years, male, black or african american, stage:Stage I, alive, 616 days
25.9
TCGA-A4-8518-01A
0 years, male, white, stage:Stage I, alive, 600 days
25.6
TCGA-2Z-A9JR-01A
0 years, male, white, stage:Stage I, alive, 161 days
25.6
TCGA-B9-5156-01A
0 years, male, white, stage:'--, alive, 1338 days
25.4
TCGA-DW-5560-01A
0 years, female, white, stage:Stage I, alive, 1486 days
25.3
TCGA-B1-A47M-01A
0 years, male, black or african american, stage:Stage III, alive, 659 days
25.1
TCGA-G7-A8LD-01A
0 years, male, white, stage:Stage III, dead, 514 days
25.0
TCGA-GL-A9DD-01A
0 years, male, white, stage:Stage I, alive, 341 days
25.0
TCGA-A4-A5Y1-01A
0 years, male, white, stage:Stage III, dead, 395 days
24.9
TCGA-B9-A44B-01A
0 years, male, black or african american, stage:Stage III, alive, 361 days
24.9
TCGA-G7-6795-01A
0 years, male, white, stage:Stage I, alive, 1194 days
24.7
TCGA-IZ-A6M8-01A
0 years, male, black or african american, stage:Stage I, alive, 497 days
24.4
TCGA-AT-A5NU-01A
0 years, male, white, stage:Stage I, alive, 67 days
23.7
TCGA-SX-A71R-01A
0 years, male, white, stage:Stage I, alive, 1457 days
23.7
TCGA-BQ-7060-01A
0 years, male, american indian or alaska native, stage:Stage I, alive, 214 days
23.6
TCGA-G7-6792-01A
0 years, male, black or african american, stage:Stage I, alive, 2765 days
23.3
TCGA-P4-AAVK-01A
0 years, male, white, stage:Stage III, alive, 1590 days
23.2
TCGA-WN-AB4C-01A
0 years, female, white, stage:Stage I, alive, 1188 days
23.1
TCGA-BQ-5880-01A
0 years, male, white, stage:Stage III, dead, 1314 days
23.1
TCGA-UZ-A9PX-01A
0 years, male, white, stage:Stage I, alive, 1981 days
22.8
TCGA-HE-A5NI-01A
0 years, male, stage:Stage I, alive, 360 days
22.2
TCGA-2Z-A9JE-01A
0 years, male, white, stage:Stage I, alive, 1728 days
22.1
TCGA-AL-3467-01A
0 years, female, white, stage:'--, alive, 2135 days
22.1
TCGA-B9-4116-01A
0 years, female, black or african american, stage:'--, alive, 627 days
21.8
TCGA-Y8-A898-01A
0 years, male, white, stage:Stage I, alive, 475 days
21.8
TCGA-HE-A5NL-01A
0 years, male, stage:Stage I, alive, 767 days
21.5
TCGA-BQ-5884-01A
0 years, female, black or african american, stage:Stage I, alive, 792 days
21.3
TCGA-HE-7130-01A
female, stage:Stage III, alive, 1770 days
21.0
TCGA-A4-A48D-01A
0 years, male, black or african american, stage:Stage I, alive, 379 days
21.0
TCGA-P4-A5EA-01A
0 years, female, white, stage:Stage III, dead, 201 days
20.9
TCGA-Q2-A5QZ-01A
0 years, female, black or african american, stage:Stage III, alive, 428 days
20.7
TCGA-IA-A40U-01A
0 years, male, white, stage:Stage III, alive, 511 days
20.3
TCGA-5P-A9K4-01A
0 years, male, white, stage:'--, alive, 2184 days
20.1
TCGA-5P-A9KA-01A
0 years, male, white, stage:'--, alive, 395 days
19.9
TCGA-MH-A856-01A
0 years, male, white, stage:Stage I, alive, 947 days
19.3
TCGA-IZ-A6M9-01A
0 years, male, white, stage:Stage I, alive, 376 days
19.0
TCGA-MH-A55Z-01A
0 years, male, black or african american, stage:Stage I, alive, 845 days
18.9
TCGA-DZ-6135-01A
0 years, male, stage:Stage I, alive, 2269 days
18.8
TCGA-P4-A5E8-01A
0 years, male, white, stage:Stage III, dead, 1306 days
18.4
TCGA-UZ-A9Q1-01A
0 years, female, white, stage:Stage I, alive, 730 days
18.3
TCGA-P4-A5E6-01A
0 years, male, black or african american, stage:Stage III, alive, 3035 days
18.3
TCGA-B1-5398-01A
0 years, male, white, stage:Stage III, alive, 1251 days
18.2
TCGA-BQ-7055-01A
0 years, male, white, stage:Stage I, alive, 799 days
17.9
TCGA-IA-A83W-01A
0 years, male, white, stage:Stage I, dead, 2043 days
17.1
TCGA-5P-A9KC-01A
0 years, female, white, stage:'--, alive, 377 days
16.9
TCGA-A4-8517-01A
0 years, male, white, stage:Stage I, alive, 597 days
16.7
TCGA-5P-A9KE-01A
0 years, male, white, stage:'--, alive, 824 days
16.6
TCGA-UZ-A9PO-01A
0 years, male, white, stage:Stage I, alive, 1911 days
16.5
TCGA-MH-A857-01A
0 years, male, black or african american, stage:Stage I, alive, 890 days
16.4
TCGA-BQ-7059-01A
0 years, male, white, stage:Stage I, alive, 232 days
16.3
TCGA-5P-A9KH-01A
0 years, male, white, stage:'--, alive, 2051 days
15.8
TCGA-BQ-7049-01A
0 years, female, white, stage:Stage I, dead, 1364 days
15.7
TCGA-AL-3466-01A
0 years, male, white, stage:Stage IV, dead, 293 days
15.6
TCGA-UZ-A9Q0-01A
0 years, male, white, stage:Stage I, alive, 3368 days
15.3
TCGA-G7-A8LC-01A
0 years, male, white, stage:Stage I, alive, 702 days
15.2
TCGA-B1-A47N-01A
0 years, male, white, stage:Stage I, alive, 1110 days
14.7
TCGA-2Z-A9J8-01A
0 years, male, white, stage:Stage I, alive, 2790 days
14.5
TCGA-IA-A83S-01A
0 years, male, white, stage:'--, dead, 2609 days
14.5
TCGA-2Z-A9JQ-01A
0 years, male, white, stage:Stage I, alive, 778 days
14.2
TCGA-WN-A9G9-01A
0 years, male, white, stage:Stage I, alive, 791 days
13.9
TCGA-5P-A9JU-01A
0 years, male, white, stage:Stage III, alive, 373 days
13.2
TCGA-2Z-A9JP-01A
0 years, male, white, stage:Stage I, alive, 893 days
13.2
TCGA-B1-A655-01A
0 years, female, white, stage:Stage I, alive, 510 days
13.1
TCGA-BQ-7044-01A
0 years, male, white, stage:Stage III, alive, 3760 days
13.0
TCGA-GL-7773-01A
0 years, male, white, stage:Stage I, alive, 393 days
12.7
TCGA-4A-A93W-01A
0 years, female, white, stage:Stage I, alive, 4 days
12.6
TCGA-2Z-A9JD-01A
0 years, male, white, stage:Stage I, alive, 1060 days
12.4
TCGA-2Z-A9JT-01A
0 years, male, white, stage:Stage I, alive, 684 days
12.3
TCGA-BQ-5881-01A
0 years, male, white, stage:Stage I, alive, 1454 days
12.2
TCGA-4A-A93X-01A
0 years, male, white, stage:Stage IV, alive, 390 days
12.1
TCGA-2Z-A9JO-01A
0 years, female, black or african american, stage:Stage I, alive, 949 days
11.8
TCGA-B1-A656-01A
0 years, male, white, stage:Stage I, alive, 618 days
11.3
TCGA-GL-6846-01A
0 years, male, white, stage:Stage IV, alive, 5925 days
10.2
TCGA-AL-3472-01A
0 years, male, black or african american, stage:'--, alive, 2029 days
9.9
TCGA-MH-A854-01A
0 years, female, black or african american, stage:Stage I, alive, 536 days
9.8
TCGA-IA-A83T-01A
0 years, male, white, stage:'--, dead, 2684 days
9.1
TCGA-B1-A47O-01A
0 years, female, white, stage:Stage I, alive, 842 days
9.1
TCGA-P4-AAVM-01A
0 years, male, white, stage:Stage I, alive, 1539 days
8.8
TCGA-2Z-A9J5-01A
0 years, male, white, stage:Stage II, alive, 3050 days
8.5
TCGA-BQ-5885-01A
0 years, male, white, stage:Stage III, alive, 921 days
8.4
TCGA-G7-A8LB-01A
0 years, male, white, stage:Stage IV, alive, 547 days
8.3
TCGA-SX-A7SM-01A
0 years, male, black or african american, stage:Stage IV, dead, 363 days
8.0
TCGA-A4-8312-01A
0 years, male, black or african american, stage:Stage I, alive, 708 days
8.0
TCGA-Y8-A8RZ-01A
0 years, male, white, stage:Stage I, alive, 205 days
7.9
TCGA-GL-A9DE-01A
0 years, male, black or african american, stage:Stage I, alive, 496 days
7.0
TCGA-5P-A9K3-01A
0 years, male, white, stage:'--, dead, 471 days
5.9
TCGA-AL-3471-01A
0 years, male, white, stage:Stage I, dead, 1500 days
5.9
TCGA-2Z-A9JN-01A
0 years, female, black or african american, stage:Stage I, alive, 740 days
5.2
TCGA-P4-AAVO-01A
0 years, male, white, stage:Stage I, alive, 2400 days
5.0
TCGA-BQ-7058-01A
0 years, male, white, stage:Stage III, dead, 343 days
4.8
TCGA-BQ-5888-01A
0 years, female, white, stage:Stage I, alive, 403 days
4.6
TCGA-2Z-A9J2-01A
0 years, female, white, stage:Stage I, alive, 1795 days
4.2
TCGA-5P-A9JW-01A
0 years, male, white, stage:'--, alive, 3241 days
3.9
TCGA-BQ-5886-01A
0 years, male, white, stage:Stage III, alive, 792 days
3.8
TCGA-AL-A5DJ-01A
0 years, female, white, stage:Stage III, dead, 1498 days
3.4
TCGA-5P-A9K8-01A
0 years, female, white, stage:'--, alive, 1309 days
0.0
TCGA-BQ-5876-01A
0 years, male, white, stage:Stage I, alive, 586 days
0.0
TCGA-MH-A560-01A
0 years, male, white, stage:Stage I, alive, 924 days
0.0
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RENAL CELL CARCINOMA - Protein relative expression (CPTAC)
Number of samples
194
Samples
Sample ID
Sample type
nRPX
CPT0088630003
Tumor
1.7
CPT0088760003
Tumor
1.6
CPT0085670003
Tumor
1.6
CPT0000640003
Tumor
1.5
CPT0015910003
Tumor
1.4
CPT0077490003
Tumor
1.4
CPT0011240003
Tumor
1.3
CPT0089460004
Tumor
1.2
CPT0092730003
Tumor
1.2
CPT0075560003
Tumor
1.2
CPT0092290003
Tumor
1.2
CPT0066470004
Tumor
1.1
CPT0001260009
Tumor
1.1
CPT0006630003
Tumor
1.1
CPT0088900003
Tumor
1.1
CPT0012080003
Tumor
1.0
CPT0065870003
Tumor
1.0
CPT0007860003
Tumor
1.0
CPT0081600003
Tumor
1.0
CPT0079270003
Tumor
1.0
CPT0014370004
Tumor
1.0
CPT0081990003
Tumor
1.0
CPT0088690003
Tumor
1.0
CPT0066480003
Tumor
1.0
CPT0078510003
Tumor
0.9
CPT0087040003
Tumor
0.9
CPT0010160003
Tumor
0.9
CPT0025350003
Tumor
0.9
CPT0089020003
Tumor
0.9
CPT0065690003
Tumor
0.9
CPT0009000003
Tumor
0.9
CPT0071150004
Tumor
0.8
CPT0086030003
Tumor
0.8
CPT0077310003
Tumor
0.8
CPT0021240003
Tumor
0.8
CPT0079230003
Tumor
0.7
CPT0086870003
Tumor
0.7
CPT0025290003
Tumor
0.7
CPT0077110003
Tumor
0.7
CPT0075720003
Tumor
0.7
CPT0025880003
Tumor
0.7
CPT0012670003
Tumor
0.7
CPT0078930003
Tumor
0.7
CPT0000870016
Tumor
0.6
CPT0065750003
Tumor
0.6
CPT0025580004
Tumor
0.6
CPT0063320003
Tumor
0.6
CPT0075130003
Tumor
0.6
CPT0019990003
Tumor
0.6
CPT0000780007
Tumor
0.6
CPT0092790003
Tumor
0.6
CPT0012900004
Tumor
0.6
CPT0012370003
Tumor
0.6
CPT0025230003
Tumor
0.6
CPT0088970003
Tumor
0.6
CPT0006900003
Tumor
0.5
CPT0025170003
Tumor
0.5
CPT0025110003
Tumor
0.5
CPT0069160003
Tumor
0.5
CPT0088480003
Tumor
0.5
CPT0079480003
Tumor
0.5
CPT0065810003
Tumor
0.5
CPT0076330003
Tumor
0.5
CPT0001220008
Tumor
0.5
CPT0001540009
Tumor
0.5
CPT0014160003
Tumor
0.4
CPT0069000003
Tumor
0.4
CPT0015810003
Tumor
0.4
CPT0078990003
Tumor
0.4
CPT0079410003
Tumor
0.4
CPT0012280003
Tumor
0.4
CPT0001340003
Tumor
0.4
CPT0078800003
Tumor
0.4
CPT0086950003
Tumor
0.4
CPT0006440003
Tumor
0.3
CPT0063630003
Tumor
0.3
CPT0023690003
Tumor
0.3
CPT0026410003
Tumor
0.3
CPT0011410003
Tumor
0.3
CPT0078830003
Tumor
0.2
CPT0086820003
Tumor
0.2
CPT0007320003
Tumor
0.2
CPT0009060003
Tumor
0.2
CPT0065430003
Tumor
0.2
CPT0012550003
Tumor
0.2
CPT0001500009
Tumor
0.2
CPT0065930003
Tumor
0.2
CPT0084560003
Tumor
0.1
CPT0092190003
Normal
0.1
CPT0086360003
Tumor
0.1
CPT0092160003
Tumor
0.1
CPT0079380003
Tumor
0.1
CPT0017410003
Tumor
0.1
CPT0020120003
Tumor
0.0
CPT0015730003
Tumor
0.0
CPT0081880003
Tumor
0.0
CPT0017850003
Tumor
0.0
CPT0019130003
Tumor
0.0
CPT0023350003
Tumor
0.0
CPT0002350011
Tumor
0.0
CPT0079510001
Normal
0.0
CPT0010110003
Tumor
-0.1
CPT0010120001
Normal
-0.1
CPT0064370003
Tumor
-0.2
CPT0001270001
Normal
-0.2
CPT0002370001
Normal
-0.2
CPT0077320001
Normal
-0.2
CPT0086970003
Normal
-0.2
CPT0001180009
Tumor
-0.3
CPT0078530001
Normal
-0.3
CPT0084590001
Normal
-0.3
CPT0069190001
Normal
-0.3
CPT0024670003
Tumor
-0.4
CPT0024680001
Normal
-0.4
CPT0075170001
Normal
-0.4
CPT0078660003
Tumor
-0.4
CPT0012640003
Normal
-0.4
CPT0012920003
Normal
-0.5
CPT0079300001
Normal
-0.5
CPT0001510001
Normal
-0.5
CPT0086830003
Normal
-0.5
CPT0088640003
Normal
-0.6
CPT0069010001
Normal
-0.6
CPT0019160001
Normal
-0.6
CPT0020130001
Normal
-0.6
CPT0088500001
Normal
-0.6
CPT0025050003
Tumor
-0.6
CPT0020020001
Normal
-0.6
CPT0009020003
Normal
-0.6
CPT0025920001
Normal
-0.6
CPT0017450001
Normal
-0.6
CPT0079180003
Tumor
-0.7
CPT0012290003
Normal
-0.7
CPT0007470001
Normal
-0.7
CPT0013790003
Normal
-0.7
CPT0065820001
Normal
-0.7
CPT0014450004
Tumor
-0.7
CPT0001550001
Normal
-0.7
CPT0000660001
Normal
-0.7
CPT0018250001
Normal
-0.7
CPT0077140001
Normal
-0.7
CPT0078940001
Normal
-0.8
CPT0012090003
Normal
-0.8
CPT0081620001
Normal
-0.8
CPT0078670001
Normal
-0.8
CPT0010170001
Normal
-0.8
CPT0063330001
Normal
-0.8
CPT0001190001
Normal
-0.8
CPT0066520001
Normal
-0.8
CPT0000890001
Normal
-0.8
CPT0089040001
Normal
-0.8
CPT0007870001
Normal
-0.8
CPT0012570003
Normal
-0.9
CPT0063640001
Normal
-0.9
CPT0089480003
Normal
-0.9
CPT0082010001
Normal
-0.9
CPT0014470001
Normal
-0.9
CPT0006950001
Normal
-0.9
CPT0023360001
Normal
-0.9
CPT0026420001
Normal
-0.9
CPT0006530001
Normal
-0.9
CPT0001230001
Normal
-0.9
CPT0009080003
Normal
-0.9
CPT0025060001
Normal
-0.9
CPT0086890003
Normal
-1.0
CPT0088710001
Normal
-1.0
CPT0076350001
Normal
-1.0
CPT0012770003
Normal
-1.0
CPT0075570001
Normal
-1.0
CPT0014350001
Normal
-1.0
CPT0014130001
Normal
-1.0
CPT0025610001
Normal
-1.0
CPT0077500001
Normal
-1.0
CPT0006730001
Normal
-1.0
CPT0066430001
Normal
-1.0
CPT0092800003
Normal
-1.0
CPT0064400001
Normal
-1.0
CPT0079430001
Normal
-1.0
CPT0001350001
Normal
-1.1
CPT0092740003
Normal
-1.1
CPT0087050003
Normal
-1.1
CPT0092310003
Normal
-1.1
CPT0002270011
Tumor
-1.1
CPT0088570001
Normal
-1.1
CPT0088780001
Normal
-1.2
CPT0000790001
Normal
-1.2
CPT0079000001
Normal
-1.3
CPT0088550004
Tumor
-1.3
CPT0086370003
Normal
-1.3
CPT0023710001
Normal
-1.3
CPT0078840001
Normal
-1.3
CPT0065450001
Normal
-1.5
CPT0088920001
Normal
-1.5
CPT0012180003
Tumor
-1.5
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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.