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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.
MMP7 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
45.0
Number of samples
64
Samples
Sample
Description
TPM
TCGA-KO-8405-01A
0 years, male, white, stage:Stage III, alive, 3056 days
634.8
TCGA-KM-8441-01A
0 years, female, white, stage:Stage I, alive, 876 days
385.9
TCGA-KO-8410-01A
0 years, female, white, stage:Stage I, alive, 3136 days
270.8
TCGA-KM-8442-01A
0 years, male, stage:Stage II, alive, 1437 days
224.3
TCGA-KL-8323-01A
0 years, female, white, stage:Stage III, dead, 1158 days
105.7
TCGA-KL-8338-01A
0 years, male, white, stage:Stage III, alive, 2633 days
98.1
TCGA-KO-8404-01A
0 years, male, white, stage:Stage IV, dead, 325 days
97.9
TCGA-KN-8437-01A
0 years, female, white, stage:Stage I, alive, 3068 days
97.1
TCGA-KM-8439-01A
0 years, male, white, stage:Stage I, alive, 708 days
96.5
TCGA-KO-8415-01A
0 years, female, white, stage:Stage I, alive, 2939 days
75.9
TCGA-KN-8427-01A
0 years, male, white, stage:Stage IV, alive, 30 days
74.8
TCGA-KN-8424-01A
0 years, female, white, stage:Stage I, alive, 1983 days
69.2
TCGA-KL-8329-01A
0 years, female, asian, stage:Stage I, alive, 2752 days
66.5
TCGA-KL-8344-01A
0 years, male, white, stage:Stage III, alive, 876 days
60.3
TCGA-KM-8477-01A
0 years, male, white, stage:Stage I, alive, 1553 days
59.0
TCGA-KM-8639-01A
0 years, male, white, stage:Stage I, alive, 953 days
50.5
TCGA-KL-8334-01A
0 years, female, white, stage:Stage III, alive, 2949 days
41.4
TCGA-KN-8428-01A
0 years, male, white, stage:Stage II, dead, 1590 days
40.7
TCGA-KO-8413-01A
0 years, male, white, stage:Stage I, alive, 3038 days
35.8
TCGA-KL-8333-01A
0 years, male, white, stage:Stage II, alive, 2991 days
27.4
TCGA-KL-8335-01A
0 years, male, white, stage:Stage III, alive, 2815 days
26.1
TCGA-KN-8423-01A
0 years, male, white, stage:Stage I, alive, 788 days
25.7
TCGA-KL-8342-01A
0 years, female, white, stage:Stage II, alive, 2248 days
24.1
TCGA-KN-8426-01A
0 years, male, white, stage:Stage IV, alive, 108 days
18.9
TCGA-KO-8408-01A
0 years, male, white, stage:Stage III, dead, 507 days
17.4
TCGA-KN-8418-01A
0 years, female, white, stage:Stage II, alive, 3935 days
16.5
TCGA-KO-8403-01A
0 years, male, white, stage:Stage I, alive, 3208 days
12.6
TCGA-KL-8339-01A
0 years, male, white, stage:Stage IV, dead, 855 days
11.8
TCGA-KL-8326-01A
0 years, male, white, stage:Stage III, alive, 3322 days
11.7
TCGA-KN-8434-01A
0 years, female, white, stage:Stage II, alive, 1797 days
11.4
TCGA-KO-8416-01A
0 years, male, white, stage:Stage III, alive, 2752 days
9.6
TCGA-KL-8337-01A
0 years, male, black or african american, stage:Stage II, alive, 1364 days
7.8
TCGA-KL-8336-01A
0 years, female, white, stage:Stage IV, dead, 920 days
7.7
TCGA-KN-8435-01A
0 years, male, white, stage:Stage II, alive, 3498 days
7.5
TCGA-KO-8406-01A
0 years, female, white, stage:Stage I, alive, 3145 days
6.6
TCGA-KN-8425-01A
0 years, male, white, stage:Stage I, alive, 3179 days
5.9
TCGA-KN-8429-01A
0 years, female, white, stage:Stage III, alive, 2650 days
5.5
TCGA-KN-8421-01A
0 years, female, white, stage:Stage II, alive, 2674 days
4.7
TCGA-KL-8331-01A
0 years, female, white, stage:Stage II, alive, 3010 days
4.7
TCGA-KM-8476-01A
0 years, male, white, stage:Stage I, alive, 3745 days
4.6
TCGA-KL-8330-01A
0 years, female, black or african american, stage:Stage II, alive, 3304 days
4.1
TCGA-KL-8340-01A
0 years, male, white, stage:Stage II, alive, 2024 days
3.7
TCGA-KO-8407-01A
0 years, male, white, stage:Stage II, alive, 2820 days
3.1
TCGA-KO-8411-01A
0 years, male, white, stage:Stage I, alive, 3958 days
2.9
TCGA-KL-8332-01A
0 years, male, white, stage:Stage I, alive, 2582 days
2.2
TCGA-KM-8438-01A
0 years, female, white, stage:Stage II, alive, 4622 days
2.0
TCGA-KO-8414-01A
0 years, female, white, stage:Stage II, alive, 3212 days
2.0
TCGA-KL-8346-01A
0 years, male, white, stage:Stage II, alive, 1897 days
1.6
TCGA-KO-8417-01A
0 years, female, white, stage:Stage I, alive, 2815 days
1.6
TCGA-KL-8328-01A
0 years, male, white, stage:Stage II, alive, 3127 days
1.5
TCGA-KL-8341-01A
0 years, male, asian, stage:Stage IV, dead, 754 days
1.0
TCGA-KL-8325-01A
0 years, female, white, stage:Stage II, dead, 725 days
1.0
TCGA-KL-8345-01A
0 years, male, white, stage:Stage III, alive, 1665 days
1.0
TCGA-KL-8324-01A
0 years, female, white, stage:Stage II, alive, 4676 days
0.6
TCGA-KM-8443-01A
0 years, male, white, stage:Stage II, alive, 1520 days
0.4
TCGA-KO-8409-01A
0 years, male, white, stage:Stage II, alive, 3180 days
0.0
TCGA-KM-8440-01A
0 years, male, black or african american, stage:Stage III, alive, 1366 days
0.0
TCGA-KN-8432-01A
0 years, female, white, stage:Stage II, alive, 76 days
0.0
TCGA-KN-8436-01A
0 years, male, white, stage:Stage II, alive, 1288 days
0.0
TCGA-KN-8419-01A
0 years, male, black or african american, stage:Stage II, alive, 714 days
0.0
TCGA-KN-8431-01A
0 years, female, stage:Stage II, alive, 588 days
0.0
TCGA-KN-8433-01A
0 years, female, white, stage:Stage III, alive, 341 days
0.0
TCGA-KL-8327-01A
0 years, female, white, stage:Stage I, alive, 4169 days
0.0
TCGA-KL-8343-01A
0 years, male, white, stage:Stage III, dead, 2172 days
The Survival Scatter plot shows the clinical status (i.e. dead or alive) for all individuals in the patient cohort, based on the same data that underlies the corresponding Kaplan-Meier plots. Patients that are alive at last time for follow-up are shown in blue and patients who have died during the study are shown in red.
The x-axis shows the expression levels (FPKM) of the investigated gene in the tumor tissue at the time of diagnosis. The y-axis shows the follow-up time after diagnosis (years). Both axes are complimented with kernel density curves demonstrating the data density over the axes. The top density plot shows the expression levels (FPKM) distribution among dead (red) and alive patients (blue). The right density plot shows the data density of the survived years of dead patients with high and low expression levels respectively, stratified using the cutoff indicated by the vertical dashed line through the Survival Scatter plot. This cutoff is automatically defined based on the FPKM cutoff that minimizes the p-score. The cutoff can be changed by dragging the vertical line or by entering a cutoff value in the square labeled "Current cut-off".
Under the Survival Scatter plot the p-score landscape (black curve; left axis) is shown together with dead median separation (red curve; right axis). Dead median separation is the difference in median mRNA expression between patients who have died with high and low expression, respectively. It is calculated as follows: median FPKM expression of dead patients with high expression - median FPKM expression of dead patients with low expression. This is intended to aid the user in visually exploring custom cutoffs and the associated p-scores and dead median separation.
Individual patient data is displayed and can be filtered by clicking on one or more of the category buttons on the top of the page. Categories describing expression level and patient information include: high, low, alive, dead, female, male and tumor stages. The scale of the x-axis can be toggled between linear and log-scale by clicking on the "x log" button. Mouse-over function shows TCGA ID, patient information and mRNA expression (FPKM) for each patient.
& Survival analysisi
Kaplan-Meier plots summarize results from analysis of correlation between mRNA expression level and patient survival. Patients were divided based on level of expression into one of the two groups "low" (under cut off) or "high" (over cut off). X-axis shows time for survival (years) and y-axis shows the probability of survival, where 1.0 corresponds to 100 percent.
MMP7 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
148.0
Number of samples
521
Samples
Sample
Description
TPM
TCGA-CW-6087-01A
0 years, male, white, stage:Stage IV, dead, 41 days
3187.5
TCGA-A3-3347-01A
0 years, female, white, stage:Stage III, dead, 1610 days
2408.6
TCGA-CZ-4857-01A
0 years, male, white, stage:Stage IV, dead, 1432 days
2001.1
TCGA-BP-4769-01A
0 years, male, white, stage:Stage I, alive, 1876 days
1874.5
TCGA-DV-A4VZ-01A
0 years, male, black or african american, stage:Stage I, alive, 365 days
1622.6
TCGA-BP-4784-01A
0 years, female, white, stage:Stage I, alive, 1854 days
1530.7
TCGA-CJ-4635-01A
0 years, male, white, stage:Stage I, alive, 1416 days
1483.5
TCGA-B0-5084-01A
0 years, male, white, stage:Stage IV, dead, 222 days
1387.7
TCGA-B0-4848-01A
0 years, male, white, stage:Stage III, dead, 883 days
1349.9
TCGA-B0-5707-01A
0 years, female, white, stage:Stage I, alive, 3744 days
1275.8
TCGA-CZ-5987-01A
0 years, male, white, stage:Stage IV, dead, 445 days
1260.9
TCGA-A3-3382-01A
0 years, male, white, stage:Stage I, alive, 574 days
1221.3
TCGA-BP-4795-01A
0 years, female, white, stage:Stage I, alive, 620 days
1146.7
TCGA-B0-4815-01A
0 years, male, white, stage:Stage III, dead, 1588 days
1117.0
TCGA-BP-4760-01A
0 years, male, black or african american, stage:Stage I, alive, 2361 days
1049.1
TCGA-AK-3426-01A
0 years, male, white, stage:Stage III, dead, 885 days
1015.3
TCGA-BP-4177-01A
0 years, male, white, stage:Stage I, alive, 1670 days
915.1
TCGA-DV-5576-01A
0 years, female, black or african american, stage:Stage I, dead, 727 days
906.0
TCGA-B8-4143-01A
0 years, female, white, stage:Stage IV, dead, 709 days
827.9
TCGA-BP-4787-01A
0 years, female, white, stage:Stage IV, dead, 480 days
808.8
TCGA-CW-5591-01A
0 years, male, white, stage:Stage IV, alive, 2271 days
792.4
TCGA-B0-5100-01A
0 years, male, black or african american, stage:Stage III, dead, 1913 days
765.0
TCGA-B8-4621-01A
0 years, male, black or african american, stage:Stage I, alive, 788 days
741.2
TCGA-B2-5633-01A
0 years, male, white, stage:Stage I, alive, 963 days
704.3
TCGA-B0-5697-01A
0 years, male, white, stage:Stage I, alive, 2630 days
662.2
TCGA-A3-3346-01A
0 years, male, white, stage:Stage I, dead, 137 days
661.0
TCGA-B4-5832-01A
0 years, male, white, stage:Stage III, alive, 155 days
636.9
TCGA-B8-A54K-01A
0 years, male, black or african american, stage:Stage I, alive, 469 days
618.4
TCGA-BP-5187-01A
0 years, male, white, stage:Stage I, alive, 406 days
615.1
TCGA-DV-5574-01A
0 years, male, white, stage:Stage I, alive, 2016 days
596.3
TCGA-BP-4804-01A
0 years, male, white, stage:Stage I, alive, 1459 days
581.7
TCGA-CZ-4854-01A
0 years, male, white, stage:Stage I, dead, 1404 days
577.9
TCGA-CZ-5462-01A
0 years, male, white, stage:Stage IV, dead, 311 days
576.3
TCGA-CJ-5679-01A
0 years, male, white, stage:Stage III, dead, 679 days
548.1
TCGA-B0-5094-01A
0 years, male, white, stage:Stage IV, dead, 333 days
548.1
TCGA-B4-5378-01A
0 years, male, white, stage:Stage I, alive, 175 days
538.4
TCGA-B0-5109-01A
0 years, male, white, stage:Stage III, dead, 587 days
532.0
TCGA-CJ-4637-01A
0 years, female, white, stage:Stage IV, dead, 2227 days
496.5
TCGA-BP-4167-01A
0 years, male, white, stage:Stage III, alive, 2718 days
495.0
TCGA-BP-4803-01A
0 years, male, white, stage:Stage III, alive, 204 days
483.6
TCGA-CZ-5461-01A
0 years, male, white, stage:Stage IV, dead, 330 days
476.5
TCGA-CJ-5686-01A
0 years, female, white, stage:Stage I, alive, 2038 days
472.8
TCGA-B8-A54F-01A
0 years, female, black or african american, stage:Stage I, alive, 519 days
471.8
TCGA-BP-5191-01A
0 years, male, white, stage:Stage III, alive, 967 days
471.7
TCGA-CJ-6027-01A
0 years, male, white, stage:Stage I, dead, 3615 days
448.2
TCGA-B0-4690-01A
0 years, male, white, stage:Stage IV, dead, 43 days
446.8
TCGA-DV-5567-01A
0 years, female, black or african american, stage:Stage I, alive, 2004 days
424.4
TCGA-B0-4816-01A
0 years, male, white, stage:Stage II, dead, 1371 days
422.6
TCGA-BP-4967-01A
0 years, male, white, stage:Stage III, alive, 205 days
419.0
TCGA-B2-5635-01A
0 years, male, white, stage:Stage I, alive, 755 days
416.8
TCGA-BP-5180-01A
0 years, male, white, stage:Stage I, alive, 2263 days
415.9
TCGA-CJ-4890-01A
0 years, male, white, stage:Stage IV, alive, 3519 days
411.7
TCGA-A3-A6NI-01A
0 years, male, black or african american, stage:Stage I, alive, 1018 days
406.0
TCGA-A3-3363-01A
0 years, male, asian, stage:Stage II, alive, 319 days
405.7
TCGA-CJ-4873-01A
0 years, female, white, stage:Stage III, alive, 1776 days
405.2
TCGA-CZ-4865-01A
0 years, female, white, stage:Stage I, dead, 166 days
402.9
TCGA-B8-4622-01A
0 years, male, white, stage:Stage IV, alive, 1525 days
396.8
TCGA-CZ-5984-01A
0 years, male, white, stage:Stage I, alive, 2067 days
395.0
TCGA-BP-4998-01A
0 years, male, asian, stage:Stage I, alive, 932 days
393.1
TCGA-BP-4176-01A
0 years, male, white, stage:Stage I, alive, 1955 days
390.3
TCGA-B0-4819-01A
0 years, female, white, stage:Stage IV, dead, 183 days
381.0
TCGA-B0-4842-01A
0 years, female, white, stage:Stage III, dead, 1724 days
362.3
TCGA-CJ-4888-01A
0 years, male, white, stage:Stage IV, dead, 1567 days
339.2
TCGA-CZ-4862-01A
0 years, male, white, stage:Stage I, alive, 3271 days
336.4
TCGA-BP-5009-01A
0 years, male, white, stage:Stage I, dead, 1092 days
334.4
TCGA-AK-3436-01A
0 years, male, white, stage:Stage IV, alive, 3331 days
324.8
TCGA-B8-5545-01A
0 years, male, black or african american, stage:Stage I, alive, 1525 days
319.8
TCGA-A3-3316-01A
0 years, male, white, stage:Stage II, alive, 1493 days
319.4
TCGA-B0-4700-01A
0 years, male, white, stage:Stage IV, dead, 1980 days
317.1
TCGA-A3-3313-01A
0 years, male, black or african american, stage:Stage I, dead, 735 days
310.7
TCGA-B2-5636-01A
0 years, male, white, stage:Stage I, alive, 919 days
308.6
TCGA-CJ-6033-01A
0 years, female, white, stage:Stage IV, dead, 224 days
308.3
TCGA-AK-3445-01A
0 years, male, white, stage:Stage III, alive, 2392 days
305.3
TCGA-B0-5691-01A
0 years, female, white, stage:Stage I, alive, 3431 days
303.9
TCGA-B2-4098-01A
0 years, female, black or african american, stage:Stage I, dead, 51 days
300.6
TCGA-B0-5400-01A
0 years, female, white, stage:Stage III, alive, 1733 days
294.4
TCGA-B0-4836-01A
0 years, male, white, stage:Stage IV, dead, 1238 days
293.3
TCGA-CJ-4881-01A
0 years, male, white, stage:Stage III, alive, 2014 days
291.0
TCGA-CJ-4641-01A
0 years, female, white, stage:Stage IV, dead, 1661 days
285.9
TCGA-CZ-5988-01A
0 years, male, white, stage:Stage I, alive, 693 days
282.4
TCGA-BP-5195-01A
0 years, male, white, stage:Stage I, alive, 749 days
281.6
TCGA-CJ-6031-01A
0 years, male, white, stage:Stage I, alive, 1906 days
281.0
TCGA-BP-4762-01A
0 years, male, white, stage:Stage I, dead, 1343 days
273.8
TCGA-A3-A6NN-01A
0 years, male, black or african american, stage:Stage I, alive, 3 days
262.1
TCGA-CZ-5464-01A
0 years, male, white, stage:Stage IV, alive, 2128 days
262.1
TCGA-B0-5116-01A
0 years, male, white, stage:Stage III, alive, 1274 days
257.2
TCGA-B0-5701-01A
0 years, male, white, stage:Stage III, alive, 2461 days
256.1
TCGA-BP-4353-01A
0 years, male, white, stage:Stage I, dead, 375 days
249.6
TCGA-B0-4817-01A
0 years, male, white, stage:Stage III, dead, 1019 days
249.1
TCGA-B0-5702-01A
0 years, male, white, stage:Stage I, alive, 2172 days
235.4
TCGA-BP-4782-01A
0 years, female, white, stage:Stage I, alive, 354 days
232.6
TCGA-BP-5199-01A
0 years, male, white, stage:Stage II, alive, 1355 days
224.3
TCGA-BP-4763-01A
0 years, female, white, stage:Stage I, dead, 1270 days
223.8
TCGA-B0-5694-01A
0 years, male, white, stage:Stage III, dead, 480 days
221.1
TCGA-BP-5175-01A
0 years, male, white, stage:Stage I, alive, 932 days
221.0
TCGA-CZ-5456-01A
0 years, male, white, stage:Stage II, alive, 2422 days
212.9
TCGA-B8-5551-01A
0 years, female, black or african american, stage:Stage I, alive, 16 days
209.1
TCGA-CJ-6030-01A
0 years, male, white, stage:Stage I, dead, 2299 days
205.8
TCGA-BP-5178-01A
0 years, male, white, stage:Stage IV, dead, 1912 days
203.4
TCGA-B0-4827-01A
0 years, female, white, stage:Stage III, dead, 885 days
201.4
TCGA-B0-5120-01A
0 years, female, white, stage:Stage I, alive, 1169 days
201.0
TCGA-DV-5573-01A
0 years, male, white, stage:Stage I, alive, 1130 days
200.2
TCGA-CJ-4891-01A
0 years, female, white, stage:Stage III, dead, 819 days
196.7
TCGA-B0-4712-01A
0 years, male, white, stage:Stage IV, dead, 1337 days
194.4
TCGA-AK-3456-01A
0 years, male, black or african american, stage:Stage II, alive, 1143 days
184.5
TCGA-B8-4619-01A
0 years, male, white, stage:Stage I, alive, 523 days
182.9
TCGA-BP-4970-01A
0 years, male, asian, stage:Stage III, alive, 433 days
181.3
TCGA-B0-5709-01A
0 years, female, white, stage:Stage III, alive, 3974 days
176.3
TCGA-BP-5201-01A
0 years, male, white, stage:Stage IV, alive, 951 days
176.2
TCGA-AK-3458-01A
0 years, male, white, stage:Stage I, alive, 1168 days
172.6
TCGA-CJ-4872-01A
0 years, male, white, stage:Stage I, alive, 1435 days
168.3
TCGA-AK-3425-01A
0 years, male, white, stage:Stage I, alive, 3343 days
167.8
TCGA-BP-4344-01A
0 years, female, white, stage:Stage I, alive, 1666 days
164.5
TCGA-A3-3319-01A
0 years, male, white, stage:Stage I, alive, 1130 days
159.5
TCGA-CW-5588-01A
0 years, female, white, stage:Stage I, alive, 2017 days
156.5
TCGA-BP-5170-01A
0 years, male, white, stage:Stage I, alive, 2412 days
154.2
TCGA-BP-4781-01A
0 years, male, white, stage:Stage I, alive, 2080 days
153.6
TCGA-CZ-5466-01A
0 years, male, stage:Stage III, alive, 685 days
151.1
TCGA-B8-A54I-01A
0 years, male, black or african american, stage:Stage I, alive, 150 days
147.8
TCGA-CJ-4868-01A
0 years, male, white, stage:Stage IV, dead, 646 days
147.3
TCGA-BP-4169-01A
0 years, female, white, stage:Stage II, dead, 701 days
143.7
TCGA-BP-4173-01A
0 years, male, white, stage:Stage II, alive, 1893 days
142.2
TCGA-DV-5575-01A
0 years, female, white, stage:Stage I, alive, 1729 days
134.4
TCGA-B2-5641-01A
0 years, male, white, stage:Stage I, alive, 656 days
133.5
TCGA-BP-4354-01A
0 years, male, white, stage:Stage IV, dead, 1034 days
130.4
TCGA-B0-5113-01A
0 years, female, white, stage:Stage III, alive, 1175 days
127.7
TCGA-CJ-4640-01A
0 years, male, white, stage:Stage III, alive, 3480 days
126.4
TCGA-CZ-5459-01A
0 years, male, white, stage:Stage III, alive, 1683 days
124.2
TCGA-CJ-5680-01A
0 years, female, white, stage:Stage IV, dead, 768 days
123.9
TCGA-AK-3431-01A
0 years, female, white, stage:Stage II, dead, 2241 days
123.0
TCGA-DV-5566-01A
0 years, female, white, stage:Stage I, alive, 1398 days
123.0
TCGA-A3-3365-01A
0 years, male, white, stage:Stage I, alive, 873 days
122.7
TCGA-BP-4332-01A
0 years, male, white, stage:Stage III, alive, 1133 days
122.5
TCGA-CJ-4871-01A
0 years, male, white, stage:Stage IV, alive, 2423 days
121.6
TCGA-CW-5589-01A
0 years, male, white, stage:Stage I, alive, 2378 days
119.2
TCGA-B2-4101-01A
0 years, male, white, stage:Stage II, alive, 648 days
118.0
TCGA-B8-5163-01A
0 years, female, white, stage:Stage III, alive, 822 days
116.8
TCGA-CJ-4912-01A
0 years, male, white, stage:Stage II, alive, 1657 days
116.7
TCGA-B0-4691-01A
0 years, male, white, stage:Stage IV, dead, 139 days
115.2
TCGA-A3-3374-01A
0 years, female, black or african american, stage:Stage I, alive, 1314 days
110.7
TCGA-B0-5080-01A
0 years, male, white, stage:Stage IV, dead, 342 days
108.8
TCGA-AK-3461-01A
0 years, male, white, stage:Stage I, alive, 2217 days
108.4
TCGA-CW-6097-01A
0 years, male, white, stage:Stage III, dead, 571 days
107.6
TCGA-BP-5189-01A
0 years, male, white, stage:Stage I, dead, 822 days
107.0
TCGA-MM-A563-01A
0 years, male, black or african american, stage:'--, alive, 591 days
105.6
TCGA-BP-5182-01A
0 years, male, white, stage:Stage I, alive, 1165 days
103.8
TCGA-CJ-4907-01A
0 years, male, white, stage:Stage III, alive, 1499 days
103.5
TCGA-G6-A8L7-01A
0 years, female, black or african american, stage:Stage I, alive, 2133 days
103.4
TCGA-BP-4768-01A
0 years, female, white, stage:Stage I, alive, 400 days
100.9
TCGA-BP-5008-01A
0 years, male, white, stage:Stage I, alive, 1071 days
99.7
TCGA-CJ-5676-01A
0 years, male, white, stage:Stage III, alive, 4067 days
99.5
TCGA-B0-5812-01A
0 years, male, white, stage:Stage I, alive, 3834 days
97.7
TCGA-A3-3349-01A
0 years, female, white, stage:Stage I, alive, 1385 days
97.6
TCGA-B0-4694-01A
0 years, male, white, stage:Stage III, dead, 106 days
97.1
TCGA-BP-4799-01A
0 years, male, white, stage:Stage III, dead, 1133 days
96.9
TCGA-CJ-4636-01A
0 years, male, white, stage:Stage III, alive, 1924 days
96.1
TCGA-BP-4343-01A
0 years, male, white, stage:Stage III, dead, 1912 days
93.8
TCGA-A3-3378-01A
0 years, male, white, stage:Stage I, alive, 630 days
93.3
TCGA-B0-5098-01A
0 years, female, black or african american, stage:Stage I, dead, 1584 days
93.2
TCGA-BP-4797-01A
0 years, male, white, stage:Stage III, alive, 1107 days
93.1
TCGA-3Z-A93Z-01A
0 years, male, black or african american, stage:Stage I, alive, 385 days
90.9
TCGA-A3-3323-01A
0 years, male, white, stage:Stage I, alive, 1106 days
87.8
TCGA-B0-4837-01A
0 years, male, white, stage:Stage I, dead, 1378 days
86.8
TCGA-B8-4620-01A
0 years, female, white, stage:Stage III, alive, 777 days
86.2
TCGA-CJ-4900-01A
0 years, female, white, stage:Stage IV, dead, 1714 days
85.8
TCGA-BP-4790-01A
0 years, male, white, stage:Stage I, dead, 1111 days
85.6
TCGA-A3-3387-01A
0 years, male, white, stage:Stage I, alive, 617 days
83.4
TCGA-CJ-4901-01A
0 years, male, white, stage:Stage III, alive, 1450 days
82.3
TCGA-B0-4823-01A
0 years, male, white, stage:Stage I, dead, 454 days
81.6
TCGA-B8-5158-01A
0 years, male, white, stage:Stage III, alive, 1218 days
81.0
TCGA-CJ-4882-01A
0 years, male, black or african american, stage:Stage III, alive, 1883 days
80.5
TCGA-AK-3460-01A
0 years, male, white, stage:Stage I, alive, 2508 days
80.4
TCGA-BP-4999-01A
0 years, male, white, stage:Stage I, alive, 1266 days
79.7
TCGA-BP-4163-01A
0 years, female, white, stage:Stage III, alive, 2839 days
79.1
TCGA-CZ-5468-01A
0 years, male, white, stage:Stage IV, dead, 59 days
78.3
TCGA-DV-5565-01A
0 years, male, white, stage:Stage I, alive, 1329 days
77.4
TCGA-CZ-5457-01A
0 years, male, white, stage:Stage III, alive, 2754 days
76.9
TCGA-BP-4798-01A
0 years, male, white, stage:'--, dead, 334 days
75.5
TCGA-BP-5176-01A
0 years, female, white, stage:Stage I, dead, 1590 days
75.1
TCGA-BP-4963-01A
0 years, male, white, stage:Stage I, alive, 1834 days
74.2
TCGA-B2-4102-01A
0 years, male, white, stage:Stage I, alive, 952 days
73.8
TCGA-B0-5083-01A
0 years, male, white, stage:Stage I, dead, 1045 days
72.0
TCGA-CJ-5682-01A
0 years, male, white, stage:Stage IV, alive, 3736 days
71.1
TCGA-B0-4821-01A
0 years, female, asian, stage:Stage III, dead, 1230 days
71.0
TCGA-B0-5699-01A
0 years, male, white, stage:Stage I, alive, 3841 days
70.0
TCGA-B0-4945-01A
0 years, female, white, stage:Stage I, dead, 2145 days
69.2
TCGA-BP-4964-01A
0 years, female, white, stage:Stage I, alive, 1862 days
68.7
TCGA-AK-3465-01A
0 years, female, black or african american, stage:Stage I, alive, 369 days
68.3
TCGA-CW-5590-01A
0 years, male, white, stage:Stage IV, dead, 1075 days
67.4
TCGA-B0-4811-01A
0 years, male, white, stage:Stage III, dead, 1417 days
67.3
TCGA-A3-3362-01A
0 years, female, white, stage:Stage I, alive, 1559 days
67.2
TCGA-B4-5835-01A
0 years, female, white, stage:Stage I, alive, 16 days
65.8
TCGA-B0-4828-01A
0 years, male, white, stage:Stage IV, dead, 307 days
64.5
TCGA-A3-3351-01A
0 years, male, white, stage:Stage II, alive, 910 days
63.9
TCGA-B4-5838-01A
0 years, male, white, stage:'--, alive, 166 days
63.3
TCGA-CJ-5675-01A
0 years, male, white, stage:Stage II, alive, 3936 days
62.7
TCGA-EU-5905-01A
0 years, female, white, stage:Stage I, alive, 119 days
62.5
TCGA-B0-4707-01A
0 years, male, white, stage:Stage III, dead, 600 days
61.0
TCGA-CJ-4904-01A
0 years, female, white, stage:Stage IV, alive, 3302 days
61.0
TCGA-BP-4993-01A
0 years, male, white, stage:Stage I, alive, 177 days
60.9
TCGA-CJ-4920-01A
0 years, female, white, stage:Stage I, dead, 139 days
60.9
TCGA-B0-4703-01A
0 years, male, white, stage:Stage IV, dead, 182 days
60.9
TCGA-CZ-5985-01A
0 years, male, white, stage:Stage II, alive, 1997 days
60.5
TCGA-BP-4965-01A
0 years, male, white, stage:Stage I, alive, 1871 days
60.3
TCGA-BP-4771-01A
0 years, male, white, stage:Stage IV, dead, 162 days
58.9
TCGA-B0-5081-01A
0 years, female, white, stage:Stage III, dead, 362 days
58.8
TCGA-B0-4839-01A
0 years, female, white, stage:Stage I, dead, 1639 days
57.3
TCGA-B4-5836-01A
0 years, female, white, stage:Stage I, alive, 141 days
57.2
TCGA-CJ-4885-01A
0 years, male, white, stage:Stage IV, alive, 3451 days
55.9
TCGA-B0-4713-01A
0 years, female, white, stage:Stage III, dead, 202 days
55.8
TCGA-A3-3372-01A
0 years, male, white, stage:Stage III, alive, 735 days
54.6
TCGA-BP-4342-01A
0 years, male, white, stage:Stage II, dead, 2256 days
53.7
TCGA-BP-4992-01A
0 years, male, white, stage:Stage I, alive, 501 days
53.0
TCGA-BP-5010-01A
0 years, male, white, stage:Stage III, dead, 878 days
52.8
TCGA-B0-5110-01A
0 years, female, white, stage:Stage I, alive, 2009 days
51.6
TCGA-DV-5569-01A
0 years, female, white, stage:Stage I, alive, 355 days
51.5
TCGA-CJ-4918-01A
0 years, male, white, stage:Stage IV, dead, 93 days
50.1
TCGA-CZ-4856-01A
0 years, female, white, stage:Stage I, alive, 18 days
50.1
TCGA-B0-5107-01A
0 years, female, white, stage:Stage IV, dead, 927 days
49.8
TCGA-BP-4777-01A
0 years, male, white, stage:Stage I, alive, 1731 days
49.6
TCGA-BP-4761-01A
0 years, male, white, stage:Stage III, alive, 182 days
49.3
TCGA-A3-3317-01A
0 years, male, stage:Stage II, alive, 1491 days
49.1
TCGA-BP-4983-01A
0 years, female, asian, stage:Stage III, alive, 1413 days
49.1
TCGA-A3-3311-01A
0 years, male, stage:Stage I, dead, 1191 days
48.6
TCGA-B8-5164-01A
0 years, male, white, stage:Stage III, alive, 26 days
48.4
TCGA-BP-4160-01A
0 years, male, white, stage:Stage III, alive, 2881 days
46.6
TCGA-CZ-5469-01A
0 years, male, white, stage:Stage II, dead, 946 days
46.2
TCGA-BP-4161-01A
0 years, male, white, stage:Stage I, alive, 2746 days
46.0
TCGA-A3-3359-01A
0 years, female, white, stage:Stage I, alive, 2504 days
43.4
TCGA-DV-5568-01A
0 years, male, white, stage:Stage I, alive, 370 days
43.1
TCGA-BP-5198-01A
0 years, male, white, stage:Stage III, alive, 603 days
42.2
TCGA-A3-A6NL-01A
0 years, female, black or african american, stage:Stage I, alive, 689 days
41.7
TCGA-B0-5077-01A
0 years, male, white, stage:Stage I, dead, 1317 days
41.3
TCGA-BP-4991-01A
0 years, male, white, stage:Stage I, alive, 1413 days
41.1
TCGA-CJ-4895-01A
0 years, male, white, stage:Stage IV, dead, 1200 days
41.0
TCGA-B0-4688-01A
0 years, male, white, stage:Stage IV, dead, 101 days
40.3
TCGA-B2-5639-01A
0 years, male, white, stage:Stage IV, dead, 1003 days
40.2
TCGA-CJ-5671-01A
0 years, male, white, stage:Stage I, alive, 3987 days
40.1
TCGA-CW-6088-01A
0 years, male, white, stage:Stage I, alive, 3222 days
39.6
TCGA-B8-5553-01A
0 years, female, white, stage:Stage I, alive, 435 days
39.2
TCGA-BP-4337-01A
0 years, female, white, stage:Stage III, dead, 2 days
38.4
TCGA-B0-5095-01A
0 years, male, white, stage:Stage III, dead, 245 days
38.3
TCGA-B0-4701-01A
0 years, female, white, stage:Stage IV, dead, 238 days
38.2
TCGA-CJ-4889-01A
0 years, female, white, stage:Stage I, alive, 1946 days
37.2
TCGA-CJ-4886-01A
0 years, female, white, stage:Stage I, alive, 1952 days
37.1
TCGA-CJ-6028-01A
0 years, male, white, stage:Stage IV, dead, 1625 days
36.9
TCGA-BP-4329-01A
0 years, male, white, stage:Stage III, dead, 845 days
36.3
TCGA-A3-3373-01A
0 years, female, white, stage:Stage I, alive, 1621 days
35.3
TCGA-G6-A8L8-01A
0 years, female, black or african american, stage:Stage I, dead, 1091 days
35.2
TCGA-CZ-5454-01A
0 years, male, white, stage:Stage IV, dead, 722 days
35.2
TCGA-BP-4351-01A
0 years, female, white, stage:Stage III, alive, 970 days
35.1
TCGA-B0-5710-01A
0 years, male, white, stage:Stage I, alive, 2430 days
35.1
TCGA-B0-4844-01A
0 years, male, white, stage:Stage IV, dead, 313 days
34.9
TCGA-BP-4972-01A
0 years, female, white, stage:Stage III, alive, 1502 days
34.9
TCGA-BP-4352-01A
0 years, female, white, stage:Stage IV, dead, 344 days
34.8
TCGA-B0-5399-01A
0 years, male, white, stage:Stage I, alive, 1411 days
34.6
TCGA-BP-4981-01A
0 years, female, white, stage:Stage III, dead, 1097 days
34.4
TCGA-CJ-4899-01A
0 years, male, asian, stage:Stage I, alive, 1528 days
34.1
TCGA-A3-3367-01A
0 years, male, white, stage:Stage I, alive, 2270 days
33.9
TCGA-BP-4977-01A
0 years, male, white, stage:Stage I, alive, 454 days
33.6
TCGA-CJ-4638-01A
0 years, female, white, stage:Stage IV, dead, 431 days
33.5
TCGA-BP-4987-01A
0 years, female, asian, stage:Stage I, alive, 1124 days
32.7
TCGA-CJ-4908-01A
0 years, male, white, stage:Stage I, alive, 1531 days
32.5
TCGA-A3-3331-01A
0 years, female, white, stage:Stage I, alive, 1257 days
32.3
TCGA-BP-4962-01A
0 years, male, white, stage:Stage II, alive, 1785 days
32.3
TCGA-B0-4810-01A
0 years, male, white, stage:Stage III, dead, 478 days
32.1
TCGA-B8-A54D-01A
0 years, male, black or african american, stage:Stage III, alive, 830 days
32.1
TCGA-B0-5075-01A
0 years, female, white, stage:Stage III, dead, 637 days
31.8
TCGA-B0-5703-01A
0 years, male, white, stage:Stage I, alive, 2246 days
31.7
TCGA-CJ-4892-01A
0 years, female, white, stage:Stage I, alive, 1521 days
31.5
TCGA-BP-4801-01A
0 years, male, white, stage:Stage I, alive, 1124 days
31.5
TCGA-B0-4822-01A
0 years, male, white, stage:Stage II, dead, 1111 days
31.3
TCGA-AK-3451-01A
0 years, male, white, stage:Stage II, alive, 2868 days
31.3
TCGA-CJ-4869-01A
0 years, male, white, stage:Stage III, alive, 2554 days
31.1
TCGA-BP-5007-01A
0 years, male, white, stage:Stage II, alive, 1140 days
31.1
TCGA-B0-5092-01A
0 years, female, white, stage:Stage IV, dead, 459 days
30.9
TCGA-CJ-5677-01A
0 years, female, white, stage:Stage IV, dead, 782 days
30.9
TCGA-B0-5106-01A
0 years, male, white, stage:Stage I, dead, 1598 days
30.8
TCGA-CJ-4634-01A
0 years, female, white, stage:Stage I, alive, 3498 days
30.1
TCGA-CJ-6032-01A
0 years, female, white, stage:Stage II, alive, 3639 days
29.9
TCGA-B0-4699-01A
0 years, male, white, stage:Stage IV, dead, 110 days
29.8
TCGA-CJ-4887-01A
0 years, male, white, stage:Stage IV, dead, 932 days
29.8
TCGA-B0-4833-01A
0 years, female, white, stage:Stage I, dead, 2386 days
29.6
TCGA-BP-4960-01A
0 years, male, white, stage:Stage II, alive, 2172 days
28.5
TCGA-A3-3358-01A
0 years, female, white, stage:Stage I, alive, 1307 days
28.4
TCGA-B0-4843-01A
0 years, male, white, stage:Stage III, dead, 320 days
28.0
TCGA-CZ-5467-01A
0 years, female, white, stage:Stage III, dead, 73 days
27.4
TCGA-AK-3429-01A
0 years, female, white, stage:Stage II, alive, 3328 days
27.3
TCGA-CZ-5986-01A
0 years, male, white, stage:Stage I, alive, 373 days
27.2
TCGA-B0-5695-01A
0 years, female, white, stage:Stage I, alive, 2150 days
27.1
TCGA-B8-5165-01A
0 years, male, white, stage:Stage I, alive, 737 days
26.8
TCGA-MM-A84U-01A
0 years, female, black or african american, stage:Stage I, alive, 700 days
26.7
TCGA-B0-4706-01A
0 years, male, white, stage:Stage III, dead, 65 days
26.6
TCGA-CW-6090-01A
0 years, male, white, stage:Stage I, alive, 2552 days
26.6
TCGA-BP-4346-01A
0 years, male, white, stage:Stage III, dead, 1493 days
26.6
TCGA-A3-3343-01A
0 years, male, white, stage:Stage II, alive, 945 days
26.6
TCGA-A3-3308-01A
0 years, female, white, stage:Stage III, alive, 16 days
25.8
TCGA-CJ-4643-01A
0 years, female, white, stage:Stage II, alive, 1793 days
25.7
TCGA-CJ-5684-01A
0 years, male, white, stage:Stage III, alive, 2231 days
25.6
TCGA-B8-A54E-01A
0 years, female, black or african american, stage:Stage I, alive, 909 days
24.8
TCGA-CW-5583-01A
0 years, female, white, stage:Stage I, alive, 2489 days
24.8
TCGA-BP-4989-01A
0 years, male, white, stage:Stage III, alive, 118 days
24.7
TCGA-CZ-5458-01A
0 years, male, white, stage:Stage III, alive, 2789 days
24.2
TCGA-AK-3454-01A
0 years, male, white, stage:Stage I, alive, 874 days
24.1
TCGA-BP-5000-01A
0 years, male, white, stage:Stage I, alive, 563 days
24.0
TCGA-BP-4776-01A
0 years, male, white, stage:Stage I, alive, 411 days
24.0
TCGA-B4-5843-01A
0 years, male, white, stage:Stage I, alive, 11 days
23.9
TCGA-CZ-5460-01A
0 years, male, white, stage:Stage IV, alive, 2873 days
23.7
TCGA-B0-4696-01A
0 years, male, white, stage:Stage III, dead, 866 days
23.5
TCGA-CZ-5989-01A
0 years, male, white, stage:Stage II, alive, 1905 days
23.4
TCGA-CJ-4878-01A
0 years, female, white, stage:Stage III, alive, 2186 days
23.1
TCGA-B8-A7U6-01A
0 years, female, black or african american, stage:Stage I, alive, 495 days
23.0
TCGA-A3-3306-01A
0 years, male, white, stage:Stage I, alive, 1120 days
22.5
TCGA-B8-5550-01A
0 years, male, white, stage:Stage III, alive, 1476 days
22.5
TCGA-CJ-5672-01A
0 years, male, white, stage:Stage I, dead, 1972 days
22.3
TCGA-EU-5907-01A
0 years, male, white, stage:Stage III, alive, 127 days
21.8
TCGA-B8-A54G-01A
0 years, male, black or african american, stage:Stage I, alive, 53 days
21.6
TCGA-BP-5200-01A
0 years, male, white, stage:Stage II, alive, 1063 days
21.3
TCGA-BP-4775-01A
0 years, female, white, stage:Stage I, alive, 1843 days
20.8
TCGA-CJ-4905-01A
0 years, female, white, stage:Stage I, alive, 1496 days
20.6
TCGA-BP-4766-01A
0 years, female, white, stage:Stage I, alive, 1462 days
20.3
TCGA-B0-5402-01A
0 years, male, white, stage:Stage IV, alive, 1290 days
20.0
TCGA-BP-5196-01A
0 years, male, white, stage:Stage I, alive, 1018 days
20.0
TCGA-BP-4807-01A
0 years, male, white, stage:Stage I, alive, 211 days
19.9
TCGA-A3-3325-01A
0 years, male, white, stage:Stage I, dead, 1170 days
19.8
TCGA-BP-4982-01A
0 years, male, white, stage:Stage I, alive, 1014 days
19.5
TCGA-DV-A4VX-01A
0 years, male, black or african american, stage:Stage IV, dead, 1626 days
19.4
TCGA-B0-5088-01A
0 years, male, white, stage:Stage I, dead, 563 days
19.3
TCGA-BP-4971-01A
0 years, male, white, stage:Stage III, alive, 1487 days
19.0
TCGA-B0-4838-01A
0 years, female, white, stage:Stage I, dead, 834 days
18.9
TCGA-CW-5580-01A
0 years, female, white, stage:Stage IV, dead, 1964 days
18.7
TCGA-A3-3326-01A
0 years, male, white, stage:Stage I, alive, 1137 days
18.6
TCGA-CZ-5463-01A
0 years, male, white, stage:Stage II, alive, 662 days
18.5
TCGA-BP-4335-01A
0 years, female, white, stage:Stage IV, dead, 475 days
18.4
TCGA-BP-4959-01A
0 years, male, white, stage:Stage I, alive, 2660 days
18.3
TCGA-B0-5096-01A
0 years, female, white, stage:Stage III, dead, 68 days
18.2
TCGA-CJ-5683-01A
0 years, male, white, stage:Stage I, alive, 1889 days
18.1
TCGA-B0-4697-01A
0 years, female, white, stage:Stage IV, dead, 578 days
18.1
TCGA-BP-4758-01A
0 years, male, white, stage:Stage I, alive, 2208 days
18.0
TCGA-A3-3322-01A
0 years, male, white, stage:Stage I, alive, 1478 days
18.0
TCGA-CJ-4903-01A
0 years, male, white, stage:Stage I, alive, 1560 days
17.8
TCGA-B4-5834-01A
0 years, male, white, stage:Stage I, alive, 38 days
17.7
TCGA-AK-3453-01A
0 years, female, white, stage:Stage II, alive, 2531 days
17.7
TCGA-BP-4975-01A
0 years, male, white, stage:Stage I, alive, 1433 days
17.6
TCGA-B8-A54H-01A
0 years, female, black or african american, stage:Stage II, alive, 256 days
17.1
TCGA-B0-5713-01A
0 years, female, white, stage:Stage III, alive, 2782 days
17.1
TCGA-DV-A4W0-01A
0 years, male, black or african american, stage:Stage I, alive, 2470 days
17.0
TCGA-B0-4847-01A
0 years, male, white, stage:Stage IV, dead, 793 days
16.8
TCGA-B0-5117-01A
0 years, male, white, stage:Stage I, alive, 1608 days
16.8
TCGA-AK-3450-01A
0 years, female, white, stage:Stage I, alive, 1508 days
16.4
TCGA-BP-4986-01A
0 years, male, white, stage:Stage I, alive, 785 days
16.4
TCGA-CZ-5451-01A
0 years, male, white, stage:Stage II, alive, 1929 days
16.3
TCGA-B0-4718-01A
0 years, male, white, stage:Stage III, alive, 1778 days
16.1
TCGA-B0-4846-01A
0 years, male, white, stage:Stage IV, dead, 1200 days
16.1
TCGA-BP-4994-01A
0 years, male, white, stage:Stage I, alive, 1308 days
15.9
TCGA-EU-5906-01A
0 years, male, white, stage:Stage I, alive, 206 days
15.9
TCGA-B0-5692-01A
0 years, female, white, stage:Stage III, alive, 3944 days
15.9
TCGA-A3-3335-01A
0 years, male, white, stage:Stage II, alive, 1886 days
15.8
TCGA-BP-4961-01A
0 years, male, white, stage:Stage I, alive, 1935 days
15.7
TCGA-BP-5169-01A
0 years, male, white, stage:Stage I, alive, 193 days
15.7
TCGA-CJ-4875-01A
0 years, male, white, stage:Stage IV, dead, 3554 days
15.5
TCGA-CJ-4894-01A
0 years, male, white, stage:Stage III, dead, 841 days
15.4
TCGA-BP-4170-01A
0 years, female, white, stage:Stage I, dead, 2343 days
14.6
TCGA-B0-4852-01A
0 years, female, white, stage:Stage II, dead, 1121 days
14.6
TCGA-BP-4765-01A
0 years, male, white, stage:Stage I, alive, 2184 days
14.5
TCGA-B0-4714-01A
0 years, male, white, stage:Stage IV, dead, 99 days
14.4
TCGA-BP-5181-01A
0 years, female, white, stage:Stage I, alive, 1495 days
14.2
TCGA-A3-3383-01A
0 years, male, white, stage:Stage I, alive, 861 days
14.0
TCGA-BP-5174-01A
0 years, female, white, stage:Stage I, alive, 2257 days
13.9
TCGA-CJ-4897-01A
0 years, female, white, stage:Stage III, alive, 3341 days
13.7
TCGA-B4-5377-01A
0 years, female, white, stage:Stage IV, alive, 365 days
13.6
TCGA-6D-AA2E-01A
0 years, female, black or african american, stage:Stage I, alive, 362 days
13.6
TCGA-BP-4331-01A
0 years, male, white, stage:Stage I, dead, 2454 days
13.6
TCGA-B2-A4SR-01A
0 years, male, black or african american, stage:Stage II, alive, 507 days
13.6
TCGA-B0-4845-01A
0 years, male, white, stage:Stage IV, dead, 1986 days
13.5
TCGA-CJ-4902-01A
0 years, male, white, stage:Stage III, alive, 1520 days
13.4
TCGA-B8-4154-01A
0 years, female, white, stage:Stage I, alive, 1380 days
13.3
TCGA-MW-A4EC-01A
0 years, female, black or african american, stage:Stage I, alive, 498 days
13.2
TCGA-CW-6093-01A
0 years, male, white, stage:Stage I, alive, 3146 days
13.2
TCGA-B8-5162-01A
0 years, male, white, stage:Stage II, alive, 36 days
13.1
TCGA-BP-4162-01A
0 years, female, white, stage:Stage I, alive, 3074 days
13.0
TCGA-BP-4995-01A
0 years, male, white, stage:Stage I, alive, 1371 days
12.9
TCGA-A3-3370-01A
0 years, female, white, stage:Stage I, alive, 2274 days
12.8
TCGA-A3-3376-01A
0 years, male, black or african american, stage:Stage I, dead, 1696 days
12.4
TCGA-BP-4973-01A
0 years, male, white, stage:Stage III, alive, 1384 days
12.1
TCGA-B0-4834-01A
0 years, male, white, stage:Stage I, dead, 2090 days
12.0
TCGA-BP-4349-01A
0 years, female, white, stage:Stage I, alive, 372 days
12.0
TCGA-CJ-4644-01A
0 years, female, white, stage:Stage IV, dead, 336 days
12.0
TCGA-B0-4813-01A
0 years, male, white, stage:Stage III, dead, 18 days
12.0
TCGA-BP-4968-01A
0 years, male, white, stage:Stage I, alive, 1746 days
12.0
TCGA-A3-3324-01A
0 years, male, white, stage:Stage I, alive, 1186 days
11.9
TCGA-A3-3320-01A
0 years, female, white, stage:Stage I, alive, 1508 days
11.7
TCGA-BP-4327-01A
0 years, female, white, stage:Stage II, dead, 109 days
11.5
TCGA-B0-5097-01A
0 years, female, white, stage:Stage III, alive, 665 days
11.5
TCGA-BP-4164-01A
0 years, female, white, stage:Stage III, dead, 992 days
11.3
TCGA-AK-3455-01A
0 years, female, white, stage:Stage III, dead, 683 days
11.2
TCGA-BP-4166-01A
0 years, male, white, stage:Stage III, alive, 13 days
11.1
TCGA-CJ-4884-01A
0 years, female, white, stage:Stage III, alive, 1759 days
11.0
TCGA-B8-4148-01A
0 years, female, white, stage:Stage I, alive, 1520 days
11.0
TCGA-BP-5190-01A
0 years, male, white, stage:Stage I, alive, 1011 days
10.9
TCGA-BP-4159-01A
0 years, male, white, stage:Stage I, dead, 2601 days
10.9
TCGA-CZ-5982-01A
0 years, female, white, stage:Stage I, alive, 2439 days
10.8
TCGA-B2-4099-01A
0 years, male, white, stage:Stage I, alive, 972 days
10.6
TCGA-B0-5696-01A
0 years, male, white, stage:Stage III, alive, 2609 days
10.6
TCGA-BP-5168-01A
0 years, male, white, stage:Stage I, dead, 1463 days
9.8
TCGA-AS-3778-01A
0 years, male, white, stage:Stage I, alive, 43 days
9.4
TCGA-B0-4814-01A
0 years, male, white, stage:Stage IV, dead, 168 days
9.3
TCGA-CZ-4861-01A
0 years, male, white, stage:Stage II, dead, 446 days
8.9
TCGA-B0-5108-01A
0 years, male, white, stage:Stage III, alive, 1782 days
8.7
TCGA-EU-5904-01A
0 years, female, white, stage:Stage I, alive, 551 days
8.7
TCGA-G6-A5PC-01A
0 years, female, black or african american, stage:Stage IV, dead, 242 days
8.6
TCGA-CZ-4860-01A
0 years, male, white, stage:Stage IV, dead, 206 days
8.6
TCGA-AK-3434-01A
0 years, male, white, stage:Stage I, alive, 2087 days
8.6
TCGA-BP-4158-01A
0 years, male, white, stage:Stage I, alive, 3377 days
8.3
TCGA-B0-4818-01A
0 years, female, white, stage:Stage II, dead, 510 days
8.2
TCGA-CJ-4870-01A
0 years, female, black or african american, stage:Stage III, alive, 1498 days
8.0
TCGA-CZ-5455-01A
0 years, male, white, stage:Stage IV, dead, 561 days
7.7
TCGA-BP-4976-01A
0 years, male, white, stage:Stage I, alive, 1632 days
7.7
TCGA-B0-4824-01A
0 years, female, white, stage:Stage I, dead, 1657 days
7.6
TCGA-CJ-5678-01A
0 years, male, black or african american, stage:Stage IV, dead, 574 days
7.6
TCGA-CZ-5470-01A
0 years, female, stage:Stage II, alive, 386 days
7.5
TCGA-AK-3433-01A
0 years, female, white, stage:Stage II, alive, 3409 days
7.3
TCGA-CJ-4916-01A
0 years, female, white, stage:Stage III, alive, 1373 days
7.3
TCGA-AK-3427-01A
0 years, male, white, stage:Stage I, alive, 3583 days
7.2
TCGA-A3-A8OV-01A
0 years, male, black or african american, stage:Stage I, alive, 340 days
7.2
TCGA-B0-5706-01A
0 years, male, white, stage:Stage II, alive, 3205 days
7.1
TCGA-BP-4789-01A
0 years, male, white, stage:Stage I, alive, 1489 days
7.0
TCGA-B2-3924-01A
0 years, male, white, stage:Stage I, alive, 1092 days
7.0
TCGA-B8-A54J-01A
0 years, male, black or african american, stage:Stage II, alive, 528 days
6.9
TCGA-AS-3777-01A
0 years, male, white, stage:Stage I, alive, 1238 days
6.9
TCGA-BP-4330-01A
0 years, female, black or african american, stage:Stage III, alive, 1888 days
6.8
TCGA-AK-3440-01A
0 years, male, white, stage:Stage I, alive, 2865 days
6.7
TCGA-BP-5184-01A
0 years, male, white, stage:Stage I, alive, 1133 days
6.7
TCGA-CZ-4858-01A
0 years, male, white, stage:Stage II, dead, 2105 days
6.5
TCGA-B8-5549-01A
0 years, male, white, stage:Stage I, alive, 194 days
6.5
TCGA-CZ-4853-01A
0 years, male, white, stage:Stage I, alive, 774 days
6.4
TCGA-B0-5121-01A
0 years, male, white, stage:Stage I, alive, 1485 days
6.2
TCGA-BP-5177-01A
0 years, female, white, stage:Stage I, alive, 293 days
6.1
TCGA-CZ-4866-01A
0 years, female, white, stage:Stage I, alive, 3267 days
6.1
TCGA-A3-A8CQ-01A
0 years, female, black or african american, stage:Stage I, alive, 3 days
6.1
TCGA-BP-4756-01A
0 years, female, asian, stage:Stage I, alive, 374 days
6.0
TCGA-CW-5584-01A
0 years, male, white, stage:Stage III, dead, 164 days
6.0
TCGA-GK-A6C7-01A
0 years, female, black or african american, stage:Stage I, alive, 61 days
5.9
TCGA-A3-3385-01A
0 years, female, white, stage:Stage I, alive, 1993 days
5.8
TCGA-A3-3380-01A
0 years, male, stage:Stage I, alive, 567 days
5.8
TCGA-CZ-4864-01A
0 years, male, white, stage:Stage II, dead, 1315 days
5.6
TCGA-BP-5192-01A
0 years, male, white, stage:Stage I, alive, 714 days
5.4
TCGA-CW-5587-01A
0 years, female, white, stage:Stage III, alive, 2226 days
5.4
TCGA-CZ-4863-01A
0 years, female, white, stage:Stage III, alive, 1928 days
5.4
TCGA-B0-5102-01A
0 years, female, white, stage:Stage I, dead, 2764 days
5.3
TCGA-B8-4151-01A
0 years, female, white, stage:Stage III, alive, 1299 days
5.1
TCGA-BP-4345-01A
0 years, male, white, stage:Stage III, alive, 1516 days
5.0
TCGA-BP-5186-01A
0 years, female, white, stage:Stage I, alive, 693 days
4.9
TCGA-CZ-5453-01A
0 years, male, white, stage:Stage II, dead, 2419 days
4.8
TCGA-BP-5183-01A
0 years, male, white, stage:Stage III, alive, 1291 days
4.8
TCGA-B8-5546-01A
0 years, female, black or african american, stage:Stage I, alive, 505 days
4.7
TCGA-BP-4165-01A
0 years, female, white, stage:Stage I, alive, 3037 days
4.7
TCGA-BP-5194-01A
0 years, male, white, stage:Stage I, alive, 408 days
4.6
TCGA-BP-4759-01A
0 years, male, white, stage:Stage I, alive, 2372 days
4.6
TCGA-B0-5698-01A
0 years, male, black or african american, stage:Stage I, alive, 3631 days
4.5
TCGA-B4-5844-01A
0 years, female, white, stage:Stage II, alive, 7 days
4.4
TCGA-BP-4326-01A
0 years, female, white, stage:Stage I, dead, 1625 days
4.4
TCGA-BP-4325-01A
0 years, female, white, stage:Stage I, alive, 2964 days
4.4
TCGA-B0-5711-01A
0 years, male, white, stage:Stage III, alive, 3989 days
4.3
TCGA-BP-5185-01A
0 years, male, white, stage:Stage I, alive, 1132 days
4.2
TCGA-MM-A564-01A
0 years, male, black or african american, stage:Stage II, alive, 607 days
4.1
TCGA-BP-5004-01A
0 years, male, white, stage:Stage I, alive, 1126 days
4.0
TCGA-G6-A8L6-01A
0 years, male, black or african american, stage:Stage IV, dead, 313 days
4.0
TCGA-AK-3428-01A
0 years, male, white, stage:Stage III, alive, 3728 days
4.0
TCGA-B0-5700-01A
0 years, male, white, stage:Stage I, alive, 1790 days
3.8
TCGA-CZ-5465-01A
0 years, female, stage:Stage III, dead, 2564 days
3.8
TCGA-B2-3923-01A
0 years, male, white, stage:Stage II, alive, 992 days
3.7
TCGA-A3-3357-01A
0 years, male, white, stage:Stage II, alive, 2688 days
3.6
TCGA-BP-4334-01A
0 years, male, white, stage:Stage III, dead, 645 days
3.4
TCGA-A3-3307-01A
0 years, male, stage:Stage III, alive, 1436 days
3.3
TCGA-B0-4693-01A
0 years, female, white, stage:Stage III, dead, 77 days
3.2
TCGA-B0-5712-01A
0 years, female, black or african american, stage:Stage IV, alive, 2722 days
3.1
TCGA-B0-5099-01A
0 years, female, white, stage:Stage III, dead, 485 days
3.1
TCGA-BP-4974-01A
0 years, male, white, stage:Stage IV, dead, 211 days
3.1
TCGA-BP-4355-01A
0 years, female, white, stage:Stage III, dead, 953 days
3.1
TCGA-T7-A92I-01A
0 years, female, black or african american, stage:Stage I, alive, 356 days
3.0
TCGA-CW-5581-01A
0 years, male, white, stage:Stage I, alive, 2799 days
2.9
TCGA-CJ-4874-01A
0 years, female, white, stage:Stage I, alive, 2283 days
2.9
TCGA-BP-5006-01A
0 years, male, white, stage:Stage I, alive, 840 days
2.8
TCGA-BP-4969-01A
0 years, female, white, stage:Stage I, alive, 1794 days
2.8
TCGA-B0-5705-01A
0 years, female, white, stage:Stage I, alive, 4537 days
2.7
TCGA-A3-3329-01A
0 years, male, white, stage:Stage I, alive, 1624 days
2.7
TCGA-B0-4841-01A
0 years, male, white, stage:Stage IV, dead, 204 days
2.6
TCGA-BP-4770-01A
0 years, female, white, stage:Stage IV, dead, 329 days
2.6
TCGA-B0-5119-01A
0 years, female, white, stage:Stage I, alive, 1552 days
2.6
TCGA-BP-4985-01A
0 years, male, white, stage:Stage III, dead, 952 days
2.5
TCGA-B8-A8YJ-01A
0 years, female, black or african american, stage:Stage I, alive, 431 days
2.5
TCGA-A3-3352-01A
0 years, male, white, stage:Stage III, dead, 561 days
2.4
TCGA-B8-5159-01A
0 years, female, white, stage:Stage I, alive, 722 days
2.3
TCGA-A3-A8OW-01A
0 years, male, black or african american, stage:Stage III, alive, 323 days
2.1
TCGA-BP-4174-01A
0 years, male, white, stage:Stage II, alive, 1879 days
2.1
TCGA-B0-4698-01A
0 years, male, white, stage:Stage IV, dead, 42 days
2.1
TCGA-CJ-4639-01A
0 years, female, white, stage:Stage II, alive, 3229 days
2.0
TCGA-B0-4849-01A
0 years, male, white, stage:Stage III, dead, 69 days
2.0
TCGA-A3-A6NJ-01A
0 years, female, black or african american, stage:Stage I, alive, 468 days
1.9
TCGA-B0-5690-01A
0 years, female, white, stage:Stage I, alive, 3392 days
1.9
TCGA-CJ-4876-01A
0 years, male, white, stage:Stage II, alive, 1955 days
1.6
TCGA-BP-5202-01A
0 years, male, white, stage:Stage III, alive, 29 days
1.5
TCGA-B0-5693-01A
0 years, female, white, stage:Stage I, alive, 4074 days
1.4
TCGA-CJ-4893-01A
0 years, female, white, stage:Stage I, alive, 750 days
1.4
TCGA-B0-4710-01A
0 years, female, white, stage:Stage III, alive, 1755 days
1.4
TCGA-BP-5173-01A
0 years, male, white, stage:Stage I, dead, 62 days
1.4
TCGA-BP-4347-01A
0 years, male, white, stage:Stage III, alive, 1367 days
1.3
TCGA-BP-4338-01A
0 years, male, white, stage:Stage I, alive, 2859 days
1.1
TCGA-AK-3447-01A
0 years, male, white, stage:Stage II, alive, 1217 days
1.1
TCGA-CZ-5452-01A
0 years, male, white, stage:Stage II, alive, 1789 days
1.1
TCGA-AK-3443-01A
0 years, male, white, stage:Stage II, alive, 1423 days
1.1
TCGA-BP-5001-01A
0 years, female, white, stage:Stage I, alive, 1177 days
1.0
TCGA-BP-4341-01A
0 years, male, white, stage:Stage III, dead, 1589 days
1.0
TCGA-B0-5085-01A
0 years, female, white, stage:Stage III, dead, 770 days
1.0
TCGA-BP-4774-01A
0 years, female, white, stage:Stage I, alive, 1885 days
0.9
TCGA-CJ-5681-01A
0 years, female, white, stage:Stage IV, dead, 552 days
0.8
TCGA-BP-4340-01A
0 years, female, white, stage:Stage I, dead, 562 days
0.8
TCGA-A3-3328-01A
0 years, male, white, stage:Stage I, alive, 1385 days
0.7
TCGA-CZ-4859-01A
0 years, female, white, stage:Stage I, alive, 1787 days
0.4
TCGA-CW-5585-01A
0 years, male, white, stage:Stage IV, alive, 2609 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.
MMP7 is not prognostic in Kidney Renal Clear Cell Carcinoma (validation)
Stage:
Survival analysis
Current cut offi
Current cut-off shows the cut-off (FPKM) currently selected. It may be changed manually. When the current cut-off is changed, the vertical dashed line indicating cut-off, the interactive survival scatter plot and the Kaplan-Meier curve will be automatically adjusted to show results accordingly.
:
Best expression cut offi
Based on the FPKM value of each gene, patients were classified into two groups and association between prognosis (survival) and gene expression (FPKM) was examined. The best expression cut-off refers the FPKM value that yields maximal difference with regard to survival between the two groups at the lowest log-rank P-value. Best expression cut-off was selected based on survival analysis .
When clicking on this number, the vertical dashed line indicating cut-off, the interactive survival plot, and the Kaplan-Meier curve will be adjusted to show results based on the best expression cut-off.
Median expression refers to the median FPKM value calculated based on the gene expression (FPKM) data from all patients in this dataset. When clicking on this number, the vertical dashed line indicating cut-off, the interactive survival plot, and the Kaplan-Meier curve will be adjusted to show results based on the median expression.
Median follow up time refers to the median time (years) after diagnosis with this type of cancer, based on clinical data from all patients in this dataset.
: N/A
P scorei
Log-rank P value for Kaplan-Meier plot showing results from analysis of correlation between mRNA expression level and patient survival.
N/A
5-year survival highi
5-year survival for patients with higher expression than the expression cutoff.
For melanoma and glioma, 3-year survival is shown.
N/A
5-year survival lowi
5-year survival for patients with lower expression than the expression cutoff.
For melanoma and glioma, 3-year survival is shown.
N/A
TCGA RNA samplesi
RNA-seq data is reported as average FPKM (number Fragments Per Kilobase of exon per Million reads), generated by the The Cancer Genome Atlas (TCGA) .
Normal distribution across the dataset is visualized with box plots, shown as median and 25th and 75th percentiles. Points are displayed as outliers if they are above or below 1.5 times the interquartile range. FPKM values of the individual samples are presented next to the box plot.
Average TPM
142.6
Number of samples
100
Samples
Sample
Description
TPM
ccRCC-32
0 years, male, NA, stage:pT2N0M0, dead, 1320 days
1016.9
ccRCC-75
0 years, male, NA, stage:pT3aN1M1, dead, 180 days
941.1
ccRCC-58
0 years, male, NA, stage:pT1aN0M0, alive, 1110 days
893.7
ccRCC-41
0 years, male, NA, stage:pT3bN0M0, dead, 540 days
845.0
ccRCC-35
0 years, male, NA, stage:pT1aN0M0, alive, 1380 days
750.8
ccRCC-24
0 years, male, NA, stage:pT3bN0M0, dead, 750 days
715.4
ccRCC-65
0 years, male, NA, stage:pT3bN0M1, dead, 300 days
666.1
ccRCC-12
0 years, male, NA, stage:pT1aN0M0, alive, 900 days
531.2
ccRCC-61
0 years, male, NA, stage:pT1aN0M0, alive, 1470 days
522.8
ccRCC-66
0 years, female, NA, stage:pT3bN0M1, alive, 2520 days
464.9
ccRCC-81
0 years, male, NA, stage:pT3aN2M0, dead, 1290 days
431.9
ccRCC-54
0 years, male, NA, stage:pT1bN0M0, alive, 1200 days
429.8
ccRCC-91
0 years, male, NA, stage:pT1aN0M0, dead, 1890 days
399.1
ccRCC-27
0 years, male, NA, stage:pT1aN0M0, alive, 1590 days
382.6
ccRCC-2
0 years, male, NA, stage:pT1aN0M1, dead, 2190 days
313.2
ccRCC-18
0 years, female, NA, stage:pT1aN0M0, alive, 2130 days
301.0
ccRCC-42
0 years, male, NA, stage:pT3aN0M0, alive, 1170 days
284.8
ccRCC-26
0 years, male, NA, stage:pT1bN0M0, alive, 1800 days
277.6
ccRCC-82
0 years, male, NA, stage:pT1aN0M0, alive, 3090 days
261.4
ccRCC-40
0 years, male, NA, stage:pT1aN0M0, alive, 1020 days
259.9
ccRCC-68
0 years, male, NA, stage:pT1bN0M0, alive, 2640 days
239.6
ccRCC-13
0 years, female, NA, stage:pT3aN2M0, dead, 540 days
203.3
ccRCC-62
0 years, male, NA, stage:pT1bN0M0, alive, 1620 days
196.9
ccRCC-14
0 years, male, NA, stage:pT3cN0M0, alive, 2280 days
179.0
ccRCC-102
0 years, male, NA, stage:pT1bN0M0, alive, 4260 days
161.8
ccRCC-34
0 years, male, NA, stage:pT3bN0M1, alive, 1530 days
146.8
ccRCC-87
0 years, male, NA, stage:pT1bN0M0, alive, 2370 days
141.3
ccRCC-37
0 years, female, NA, stage:pT1aN0M0, alive, 1500 days
126.2
ccRCC-98
0 years, male, NA, stage:pT1aN0M0, alive, 30 days
124.7
ccRCC-48
0 years, male, NA, stage:pT1bN0M0, alive, 990 days
121.9
ccRCC-5
0 years, male, NA, stage:pT1aN0M0, alive, 2940 days
113.1
ccRCC-10
0 years, male, NA, stage:pT3aN2M1, dead, 90 days
103.2
ccRCC-36
0 years, male, NA, stage:pT2N0M0, alive, 1410 days
91.6
ccRCC-56
0 years, male, NA, stage:pT1aN0M0, alive, 1950 days
86.4
ccRCC-88
0 years, male, NA, stage:pT1aN0M0, alive, 2880 days
81.5
ccRCC-38
0 years, male, NA, stage:pT1aN0M0, alive, 1380 days
73.5
ccRCC-11
0 years, male, NA, stage:pT1aN0M0, alive, 2370 days
73.3
ccRCC-23
0 years, male, NA, stage:pT1bN0M0, alive, 1170 days
73.0
ccRCC-92
0 years, male, NA, stage:pT1aN0M0, alive, 3660 days
70.2
ccRCC-90
0 years, male, NA, stage:pT1aN0M0, dead, 1170 days
60.1
ccRCC-80
0 years, male, NA, stage:pT2N0M0, alive, 3000 days
58.8
ccRCC-28
0 years, male, NA, stage:pT1bN0M0, alive, 1530 days
52.0
ccRCC-77
0 years, male, NA, stage:pT1bN0M0, alive, 1860 days
49.0
ccRCC-64
0 years, male, NA, stage:pT3aN0M0, alive, 2430 days
47.9
ccRCC-84
0 years, male, NA, stage:pT1bN0M0, alive, 2010 days
45.4
ccRCC-46
0 years, male, NA, stage:pT1bN0M0, alive, 990 days
41.5
ccRCC-6
0 years, male, NA, stage:pT1bN0M0, alive, 2820 days
39.1
ccRCC-105
0 years, male, NA, stage:pT1aN0M0, alive, 2190 days
38.2
ccRCC-4
0 years, male, NA, stage:pT1bN0M0, dead, 270 days
37.0
ccRCC-22
0 years, male, NA, stage:pT3bN0M0, dead, 330 days
36.4
ccRCC-89
0 years, male, NA, stage:pT1aN0M0, alive, 3510 days
34.1
ccRCC-16
0 years, male, NA, stage:pT2N0M0, alive, 2190 days
29.4
ccRCC-9
0 years, male, NA, stage:pT2N1M1, dead, 360 days
28.5
ccRCC-45
0 years, male, NA, stage:pT1aN0M0, alive, 1020 days
28.4
ccRCC-99
0 years, female, NA, stage:pT2N0M0, alive, 3330 days
27.6
ccRCC-94
0 years, male, NA, stage:pT1bN0M0, dead, 480 days
26.8
ccRCC-69
0 years, male, NA, stage:pT1aN0M0, alive, 2670 days
26.3
ccRCC-100
0 years, male, NA, stage:pT1aN0M0, alive, 4260 days
26.0
ccRCC-31
0 years, male, NA, stage:pT1aN0M0, alive, 1560 days
24.5
ccRCC-60
0 years, female, NA, stage:pT1aN0M0, alive, 1470 days
24.0
ccRCC-1
0 years, female, NA, stage:pT1bN0M0, alive, 3330 days
23.8
ccRCC-21
0 years, male, NA, stage:pT1bN0M0, alive, 1080 days
21.5
ccRCC-104
0 years, female, NA, stage:pT1aN0M0, alive, 3480 days
21.2
ccRCC-50
0 years, male, NA, stage:pT3bN0M0, alive, 900 days
21.0
ccRCC-39
0 years, male, NA, stage:pT2N0M0, alive, 900 days
20.4
ccRCC-96
0 years, male, NA, stage:pT1aN0M0, alive, 3930 days
20.2
ccRCC-106
0 years, male, NA, stage:pT1aN0M0, dead, 1890 days
19.8
ccRCC-103
0 years, female, NA, stage:pT1aN0M0, alive, 4350 days
19.4
ccRCC-53
0 years, male, NA, stage:pT1aN0M0, alive, 1260 days
17.7
ccRCC-20
0 years, female, NA, stage:pT3aN0M1, alive, 930 days
17.5
ccRCC-25
0 years, male, NA, stage:pT1aN0M0, alive, 1350 days
17.2
ccRCC-55
0 years, female, NA, stage:pT3bN0M0, alive, 1260 days
16.3
ccRCC-8
0 years, male, NA, stage:pT1bN0M0, alive, 2400 days
14.2
ccRCC-79
0 years, male, NA, stage:pT1bN0M0, alive, 2670 days
13.3
ccRCC-19
0 years, female, NA, stage:pT2N0M0, alive, 2100 days
13.0
ccRCC-95
0 years, male, NA, stage:pT1bN0M0, alive, 3960 days
9.5
ccRCC-29
0 years, female, NA, stage:pT1aN0M0, alive, 1710 days
8.2
ccRCC-93
0 years, male, NA, stage:pT1bN0M0, alive, 3660 days
8.1
ccRCC-52
0 years, female, NA, stage:pT3bN0M1, alive, 1350 days
7.8
ccRCC-59
0 years, male, NA, stage:pT1bN0M0, alive, 930 days
7.4
ccRCC-85
0 years, female, NA, stage:pT1bN0M0, alive, 3330 days
6.7
ccRCC-51
0 years, male, NA, stage:pT3aN0M0, alive, 1410 days
6.3
ccRCC-71
0 years, male, NA, stage:pT1bN0M0, alive, 2160 days
5.6
ccRCC-67
0 years, male, NA, stage:pT1aN0M0, dead, 1260 days
5.6
ccRCC-73
0 years, male, NA, stage:pT1aN0M0, alive, 2640 days
5.5
ccRCC-15
0 years, female, NA, stage:pT2N0M0, dead, 2070 days
5.0
ccRCC-70
0 years, male, NA, stage:pT4N0M1, dead, 540 days
4.9
ccRCC-86
0 years, female, NA, stage:pT1bN0M0, alive, 3390 days
4.8
ccRCC-72
0 years, male, NA, stage:pT1bN0M0, alive, 2760 days
4.5
ccRCC-78
0 years, female, NA, stage:pT1aN0M0, alive, 2610 days
4.3
ccRCC-17
0 years, female, NA, stage:pT1bN0M0, alive, 2220 days
3.7
ccRCC-3
0 years, male, NA, stage:pT3bN1M0, dead, 240 days
3.4
ccRCC-30
0 years, male, NA, stage:pT2N0M0, dead, 420 days
2.5
ccRCC-49
0 years, male, NA, stage:pT3bN0M0, alive, 1290 days
2.3
ccRCC-76
0 years, female, NA, stage:pT3aN0M1, dead, 960 days
1.8
ccRCC-7
0 years, female, NA, stage:pT2N0M0, alive, 330 days
1.7
ccRCC-44
0 years, female, NA, stage:pT1bN0M0, alive, 1050 days
1.2
ccRCC-43
0 years, female, NA, stage:pT1bN0M0, alive, 1050 days
0.9
ccRCC-97
0 years, male, NA, stage:pT1aN2M1, dead, 990 days
0.4
ccRCC-83
0 years, male, NA, stage:pT1aN0M0, alive, 300 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.
MMP7 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
596.8
Number of samples
282
Samples
Sample
Description
TPM
TCGA-BQ-5878-01A
0 years, female, white, stage:Stage III, alive, 1938 days
5099.7
TCGA-G7-6789-01A
0 years, female, white, stage:Stage IV, dead, 122 days
4581.0
TCGA-DW-7838-01A
0 years, male, white, stage:Stage I, alive, 744 days
4118.6
TCGA-B9-4115-01A
0 years, male, black or african american, stage:Stage I, alive, 803 days
3425.8
TCGA-BQ-7053-01A
0 years, female, black or african american, stage:Stage III, alive, 1516 days
3371.3
TCGA-DW-7841-01A
0 years, male, black or african american, stage:Stage I, alive, 445 days
3006.2
TCGA-BQ-7049-01A
0 years, female, white, stage:Stage I, dead, 1364 days
2653.0
TCGA-2Z-A9JN-01A
0 years, female, black or african american, stage:Stage I, alive, 740 days
2277.3
TCGA-A4-7828-01A
0 years, female, black or african american, stage:Stage I, alive, 238 days
2202.8
TCGA-A4-7997-01A
0 years, male, white, stage:Stage I, alive, 927 days
2159.0
TCGA-G7-A8LD-01A
0 years, male, white, stage:Stage III, dead, 514 days
2060.6
TCGA-IA-A40Y-01A
0 years, female, white, stage:Stage III, alive, 62 days
2004.2
TCGA-IA-A83T-01A
0 years, male, white, stage:'--, dead, 2684 days
1900.8
TCGA-MH-A855-01A
0 years, female, black or african american, stage:Stage II, alive, 369 days
1867.9
TCGA-A4-7732-01A
0 years, male, black or african american, stage:'--, alive, 582 days
1846.0
TCGA-B1-A47M-01A
0 years, male, black or african american, stage:Stage III, alive, 659 days
1838.5
TCGA-DZ-6132-01A
0 years, male, stage:Stage I, alive, 2460 days
1817.5
TCGA-A4-7915-01A
0 years, female, black or african american, stage:Stage II, alive, 7 days
1759.1
TCGA-BQ-7048-01A
0 years, male, white, stage:Stage III, alive, 2839 days
1707.4
TCGA-DW-7836-01A
0 years, male, white, stage:Stage I, alive, 1093 days
1672.8
TCGA-BQ-5888-01A
0 years, female, white, stage:Stage I, alive, 403 days
1667.8
TCGA-IA-A83W-01A
0 years, male, white, stage:Stage I, dead, 2043 days
1557.5
TCGA-4A-A93W-01A
0 years, female, white, stage:Stage I, alive, 4 days
1554.4
TCGA-IZ-A6M9-01A
0 years, male, white, stage:Stage I, alive, 376 days
1549.7
TCGA-UZ-A9PN-01A
0 years, male, white, stage:Stage III, dead, 1136 days
1545.5
TCGA-P4-AAVL-01A
0 years, male, white, stage:Stage III, dead, 487 days
1462.3
TCGA-B3-3925-01A
0 years, male, white, stage:Stage III, alive, 1029 days
1401.8
TCGA-B9-4116-01A
0 years, female, black or african american, stage:'--, alive, 627 days
1391.0
TCGA-BQ-5877-01A
0 years, male, black or african american, stage:Stage IV, dead, 270 days
1386.0
TCGA-2K-A9WE-01A
0 years, male, white, stage:Stage II, alive, 214 days
1367.1
TCGA-2Z-A9JM-01A
0 years, male, white, stage:Stage I, alive, 934 days
1351.1
TCGA-GL-A9DD-01A
0 years, male, white, stage:Stage I, alive, 341 days
1325.5
TCGA-5P-A9K9-01A
0 years, female, white, stage:'--, dead, 589 days
1323.8
TCGA-SX-A7SQ-01A
0 years, male, white, stage:Stage I, alive, 1266 days
1311.0
TCGA-AL-3466-01A
0 years, male, white, stage:Stage IV, dead, 293 days
1302.3
TCGA-GL-7773-01A
0 years, male, white, stage:Stage I, alive, 393 days
1300.1
TCGA-EV-5901-01A
0 years, female, white, stage:Stage I, alive, 1040 days
1282.1
TCGA-5P-A9KA-01A
0 years, male, white, stage:'--, alive, 395 days
1268.2
TCGA-AL-7173-01A
0 years, female, white, stage:Stage IV, alive, 2060 days
1253.3
TCGA-DW-7837-01A
0 years, male, black or african american, stage:Stage I, alive, 1142 days
1241.6
TCGA-MH-A562-01A
0 years, male, black or african american, stage:Stage I, alive, 616 days
1203.3
TCGA-EV-5903-01A
0 years, male, white, stage:Stage I, alive, 757 days
1146.9
TCGA-A4-7734-01A
0 years, female, white, stage:Stage I, alive, 27 days
1142.8
TCGA-B9-4117-01A
0 years, female, black or african american, stage:'--, alive, 14 days
1115.4
TCGA-Y8-A895-01A
0 years, male, white, stage:Stage I, alive, 484 days
1072.1
TCGA-SX-A71U-01A
0 years, male, white, stage:Stage I, alive, 1357 days
1070.6
TCGA-SX-A7SR-01A
0 years, male, white, stage:Stage II, alive, 805 days
1063.6
TCGA-B3-8121-01A
0 years, female, black or african american, stage:Stage I, alive, 379 days
1041.4
TCGA-G7-A4TM-01A
0 years, male, black or african american, stage:Stage I, alive, 768 days
1024.4
TCGA-GL-7966-01A
0 years, female, white, stage:Stage III, alive, 112 days
1020.2
TCGA-B1-A47O-01A
0 years, female, white, stage:Stage I, alive, 842 days
1010.7
TCGA-5P-A9K0-01A
0 years, male, white, stage:'--, alive, 677 days
1008.2
TCGA-B9-A5W7-01A
0 years, male, black or african american, stage:Stage I, alive, 585 days
997.1
TCGA-IA-A83V-01A
0 years, male, white, stage:Stage I, dead, 2941 days
992.6
TCGA-F9-A8NY-01A
0 years, female, asian, stage:Stage IV, alive, 36 days
973.3
TCGA-BQ-7051-01A
0 years, male, white, stage:Stage II, alive, 1533 days
960.1
TCGA-MH-A55W-01A
0 years, male, black or african american, stage:Stage I, alive, 1043 days
949.7
TCGA-2Z-A9J9-01A
0 years, male, black or african american, stage:Stage I, alive, 2294 days
942.1
TCGA-2Z-A9JJ-01A
0 years, female, white, stage:Stage I, alive, 1213 days
938.1
TCGA-G7-A8LE-01A
0 years, male, white, stage:Stage I, alive, 2453 days
901.4
TCGA-2Z-A9JL-01A
0 years, male, black or african american, stage:Stage I, alive, 1006 days
892.4
TCGA-A4-8310-01A
0 years, male, white, stage:Stage III, alive, 780 days
888.0
TCGA-B9-A5W9-01A
0 years, male, white, stage:Stage I, alive, 5 days
887.5
TCGA-BQ-5889-01A
0 years, male, white, stage:Stage IV, dead, 329 days
882.8
TCGA-J7-6720-01A
0 years, male, asian, stage:Stage I, alive, 388 days
874.8
TCGA-BQ-7059-01A
0 years, male, white, stage:Stage I, alive, 232 days
870.1
TCGA-BQ-7046-01A
0 years, male, white, stage:Stage I, alive, 2948 days
857.1
TCGA-Y8-A897-01A
0 years, female, white, stage:Stage I, alive, 549 days
850.4
TCGA-P4-A5E8-01A
0 years, male, white, stage:Stage III, dead, 1306 days
839.7
TCGA-A4-A5DU-01A
0 years, female, white, stage:Stage I, alive, 496 days
837.5
TCGA-BQ-7045-01A
0 years, male, black or african american, stage:Stage I, dead, 1468 days
836.1
TCGA-O9-A75Z-01A
0 years, male, white, stage:Stage I, alive, 471 days
833.4
TCGA-5P-A9K4-01A
0 years, male, white, stage:'--, alive, 2184 days
815.9
TCGA-2Z-A9JG-01A
0 years, male, white, stage:Stage I, alive, 1662 days
806.7
TCGA-B9-4114-01A
0 years, male, black or african american, stage:'--, alive, 857 days
799.5
TCGA-F9-A7Q0-01A
0 years, female, asian, stage:Stage I, alive, 398 days
783.0
TCGA-A4-A57E-01A
0 years, male, white, stage:Stage IV, dead, 258 days
746.6
TCGA-B1-A654-01A
0 years, female, black or african american, stage:Stage I, alive, 616 days
727.4
TCGA-2Z-A9J1-01A
0 years, male, white, stage:Stage I, alive, 2298 days
718.6
TCGA-SX-A7SN-01A
0 years, male, white, stage:Stage I, alive, 578 days
718.3
TCGA-2Z-A9JK-01A
0 years, male, white, stage:Stage III, alive, 1186 days
687.2
TCGA-B9-5156-01A
0 years, male, white, stage:'--, alive, 1338 days
683.8
TCGA-2Z-A9JQ-01A
0 years, male, white, stage:Stage I, alive, 778 days
674.1
TCGA-Y8-A896-01A
0 years, male, white, stage:Stage III, alive, 567 days
671.7
TCGA-MH-A561-01A
0 years, male, white, stage:Stage I, alive, 841 days
663.4
TCGA-UZ-A9PJ-01A
0 years, male, white, stage:Stage I, dead, 797 days
660.1
TCGA-IA-A83S-01A
0 years, male, white, stage:'--, dead, 2609 days
645.1
TCGA-AL-A5DJ-01A
0 years, female, white, stage:Stage III, dead, 1498 days
638.3
TCGA-5P-A9KE-01A
0 years, male, white, stage:'--, alive, 824 days
629.1
TCGA-F9-A7VF-01A
0 years, female, white, stage:Stage I, alive, 73 days
622.7
TCGA-Y8-A8S1-01A
0 years, male, white, stage:Stage I, alive, 404 days
622.7
TCGA-P4-A5E7-01A
0 years, female, white, stage:Stage I, alive, 2649 days
616.0
TCGA-HE-A5NH-01A
0 years, male, stage:Stage I, alive, 791 days
608.3
TCGA-KV-A6GD-01A
0 years, male, white, stage:Stage I, alive, 560 days
607.6
TCGA-UZ-A9PM-01A
0 years, male, white, stage:Stage II, alive, 3811 days
598.2
TCGA-MH-A856-01A
0 years, male, white, stage:Stage I, alive, 947 days
583.0
TCGA-DZ-6134-01A
0 years, male, white, stage:Stage I, alive, 1856 days
576.5
TCGA-HE-A5NK-01A
0 years, male, stage:'--, alive, 2228 days
575.8
TCGA-B9-A5W8-01A
0 years, male, black or african american, stage:Stage II, alive, 524 days
568.6
TCGA-BQ-5885-01A
0 years, male, white, stage:Stage III, alive, 921 days
548.0
TCGA-BQ-5894-01A
0 years, male, stage:Stage IV, alive, 84 days
535.8
TCGA-A4-7583-01A
0 years, male, black or african american, stage:Stage I, alive, 3 days
533.3
TCGA-P4-A5EA-01A
0 years, female, white, stage:Stage III, dead, 201 days
530.6
TCGA-B9-A8YH-01A
0 years, male, black or african american, stage:Stage I, alive, 532 days
520.0
TCGA-IZ-A6M8-01A
0 years, male, black or african american, stage:Stage I, alive, 497 days
519.1
TCGA-5P-A9K6-01A
0 years, male, white, stage:'--, alive, 1914 days
498.1
TCGA-IZ-8196-01A
0 years, male, white, stage:Stage I, alive, 649 days
495.3
TCGA-GL-A59R-01A
0 years, male, white, stage:Stage III, alive, 378 days
491.8
TCGA-Y8-A898-01A
0 years, male, white, stage:Stage I, alive, 475 days
482.2
TCGA-EV-5902-01A
0 years, male, white, stage:Stage I, alive, 578 days
476.6
TCGA-B9-A69E-01A
0 years, male, white, stage:Stage III, alive, 452 days
476.2
TCGA-B3-4103-01A
0 years, male, white, stage:Stage I, alive, 930 days
474.7
TCGA-DZ-6135-01A
0 years, male, stage:Stage I, alive, 2269 days
470.5
TCGA-V9-A7HT-01A
0 years, male, black or african american, stage:Stage II, alive, 965 days
469.5
TCGA-PJ-A5Z9-01A
0 years, female, white, stage:Stage I, alive, 540 days
463.0
TCGA-IA-A40U-01A
0 years, male, white, stage:Stage III, alive, 511 days
458.9
TCGA-BQ-5891-01A
0 years, female, white, stage:Stage III, alive, 29 days
457.2
TCGA-5P-A9JW-01A
0 years, male, white, stage:'--, alive, 3241 days
447.4
TCGA-UZ-A9PR-01A
0 years, male, white, stage:Stage I, alive, 2191 days
446.2
TCGA-A4-8517-01A
0 years, male, white, stage:Stage I, alive, 597 days
443.5
TCGA-BQ-7062-01A
0 years, male, black or african american, stage:Stage I, alive, 116 days
441.9
TCGA-B1-A47N-01A
0 years, male, white, stage:Stage I, alive, 1110 days
428.5
TCGA-B9-4113-01A
0 years, male, black or african american, stage:Stage I, dead, 1536 days
426.6
TCGA-P4-AAVO-01A
0 years, male, white, stage:Stage I, alive, 2400 days
417.8
TCGA-A4-8312-01A
0 years, male, black or african american, stage:Stage I, alive, 708 days
415.7
TCGA-Y8-A8RY-01A
0 years, male, white, stage:Stage I, alive, 769 days
407.4
TCGA-G7-A8LC-01A
0 years, male, white, stage:Stage I, alive, 702 days
406.1
TCGA-DW-5561-01A
0 years, male, black or african american, stage:Stage I, alive, 414 days
404.4
TCGA-BQ-7060-01A
0 years, male, american indian or alaska native, stage:Stage I, alive, 214 days
397.1
TCGA-MH-A854-01A
0 years, female, black or african american, stage:Stage I, alive, 536 days
396.8
TCGA-P4-AAVK-01A
0 years, male, white, stage:Stage III, alive, 1590 days
395.8
TCGA-GL-6846-01A
0 years, male, white, stage:Stage IV, alive, 5925 days
395.4
TCGA-G7-6792-01A
0 years, male, black or african american, stage:Stage I, alive, 2765 days
387.9
TCGA-BQ-5893-01A
0 years, male, white, stage:Stage IV, dead, 241 days
387.8
TCGA-GL-A59T-01A
0 years, male, white, stage:Stage I, alive, 546 days
384.0
TCGA-G7-7501-01A
0 years, female, black or african american, stage:Stage III, dead, 624 days
380.8
TCGA-A4-7286-01A
0 years, male, white, stage:'--, alive, 554 days
377.8
TCGA-2Z-A9J6-01A
0 years, male, white, stage:Stage I, alive, 1731 days
372.7
TCGA-SX-A71S-01A
0 years, female, white, stage:Stage I, alive, 1504 days
372.6
TCGA-SX-A7SU-01A
0 years, male, stage:Stage I, alive, 1331 days
371.9
TCGA-5P-A9KF-01A
0 years, male, white, stage:'--, alive, 845 days
367.0
TCGA-UZ-A9PV-01A
0 years, male, white, stage:Stage I, alive, 1444 days
366.6
TCGA-DW-7834-01A
0 years, male, white, stage:Stage I, alive, 3950 days
363.5
TCGA-5P-A9K2-01A
0 years, male, white, stage:'--, alive, 2392 days
360.4
TCGA-UZ-A9PX-01A
0 years, male, white, stage:Stage I, alive, 1981 days
359.1
TCGA-5P-A9JZ-01A
0 years, female, white, stage:'--, alive, 2744 days
355.3
TCGA-HE-A5NF-01A
0 years, male, stage:Stage I, alive, 2582 days
350.4
TCGA-SX-A71W-01A
0 years, male, white, stage:Stage I, alive, 1076 days
349.8
TCGA-2Z-A9JR-01A
0 years, male, white, stage:Stage I, alive, 161 days
344.6
TCGA-G7-6793-01A
0 years, female, white, stage:Stage IV, dead, 336 days
338.0
TCGA-Y8-A8S0-01A
0 years, male, white, stage:Stage I, alive, 183 days
331.7
TCGA-HE-A5NL-01A
0 years, male, stage:Stage I, alive, 767 days
328.9
TCGA-2Z-A9JS-01A
0 years, male, white, stage:Stage I, dead, 492 days
323.8
TCGA-GL-A9DC-01A
0 years, female, white, stage:Stage I, alive, 392 days
321.3
TCGA-A4-A6HP-01A
0 years, male, white, stage:Stage I, alive, 379 days
320.7
TCGA-2Z-A9JT-01A
0 years, male, white, stage:Stage I, alive, 684 days
311.4
TCGA-P4-AAVM-01A
0 years, male, white, stage:Stage I, alive, 1539 days
304.5
TCGA-2Z-A9J7-01A
0 years, male, white, stage:Stage IV, dead, 139 days
301.6
TCGA-PJ-A5Z8-01A
0 years, female, white, stage:Stage I, alive, 600 days
301.1
TCGA-A4-8311-01A
0 years, male, white, stage:Stage I, alive, 729 days
298.4
TCGA-UZ-A9PO-01A
0 years, male, white, stage:Stage I, alive, 1911 days
296.6
TCGA-UZ-A9PS-01A
0 years, female, black or african american, stage:Stage II, alive, 2167 days
288.3
TCGA-BQ-7050-01A
0 years, female, white, stage:Stage I, alive, 1864 days
283.6
TCGA-A4-8630-01A
0 years, female, white, stage:Stage I, alive, 436 days
275.2
TCGA-BQ-5884-01A
0 years, female, black or african american, stage:Stage I, alive, 792 days
271.0
TCGA-2Z-A9J3-01A
0 years, male, white, stage:Stage II, dead, 1771 days
266.5
TCGA-2Z-A9JI-01A
0 years, male, white, stage:Stage III, alive, 1567 days
263.3
TCGA-2Z-A9JP-01A
0 years, male, white, stage:Stage I, alive, 893 days
261.9
TCGA-SX-A71R-01A
0 years, male, white, stage:Stage I, alive, 1457 days
257.0
TCGA-KV-A74V-01A
0 years, male, white, stage:Stage I, alive, 347 days
256.8
TCGA-B3-A6W5-01A
0 years, male, black or african american, stage:Stage I, alive, 309 days
254.0
TCGA-A4-7584-01A
0 years, male, black or african american, stage:Stage I, alive, 650 days
251.3
TCGA-B1-A657-01A
0 years, male, white, stage:Stage I, alive, 641 days
243.4
TCGA-P4-A5E6-01A
0 years, male, black or african american, stage:Stage III, alive, 3035 days
243.2
TCGA-A4-8516-01A
0 years, male, white, stage:Stage III, alive, 23 days
242.1
TCGA-MH-A55Z-01A
0 years, male, black or african american, stage:Stage I, alive, 845 days
241.5
TCGA-HE-A5NJ-01A
0 years, male, stage:'--, alive, 1726 days
239.0
TCGA-AL-3468-01A
0 years, male, white, stage:Stage II, dead, 2331 days
238.8
TCGA-DW-7840-01A
0 years, male, black or african american, stage:Stage I, alive, 114 days
237.2
TCGA-A4-A4ZT-01A
0 years, female, white, stage:Stage I, alive, 516 days
234.3
TCGA-2Z-A9J5-01A
0 years, male, white, stage:Stage II, alive, 3050 days
234.0
TCGA-B1-A655-01A
0 years, female, white, stage:Stage I, alive, 510 days
231.6
TCGA-SX-A7SM-01A
0 years, male, black or african american, stage:Stage IV, dead, 363 days
229.2
TCGA-AL-3472-01A
0 years, male, black or african american, stage:'--, alive, 2029 days
227.1
TCGA-UZ-A9PU-01A
0 years, male, white, stage:Stage I, dead, 933 days
226.3
TCGA-B1-5398-01A
0 years, male, white, stage:Stage III, alive, 1251 days
225.7
TCGA-DW-5560-01A
0 years, female, white, stage:Stage I, alive, 1486 days
212.1
TCGA-BQ-5883-01A
0 years, female, black or african american, stage:Stage I, alive, 1242 days
211.3
TCGA-BQ-5886-01A
0 years, male, white, stage:Stage III, alive, 792 days
210.7
TCGA-5P-A9JV-01A
0 years, male, white, stage:'--, alive, 2043 days
207.3
TCGA-SX-A7SP-01A
0 years, female, white, stage:Stage I, dead, 496 days
202.9
TCGA-UZ-A9PK-01A
0 years, male, white, stage:Stage I, alive, 3571 days
200.0
TCGA-AT-A5NU-01A
0 years, male, white, stage:Stage I, alive, 67 days
190.4
TCGA-Q2-A5QZ-01A
0 years, female, black or african american, stage:Stage III, alive, 428 days
187.3
TCGA-KV-A6GE-01A
0 years, male, white, stage:Stage I, alive, 885 days
186.1
TCGA-A4-A5XZ-01A
0 years, female, white, stage:Stage II, alive, 479 days
181.2
TCGA-P4-A5EB-01A
0 years, male, white, stage:Stage I, alive, 2477 days
179.2
TCGA-5P-A9K3-01A
0 years, male, white, stage:'--, dead, 471 days
172.0
TCGA-F9-A4JJ-01A
0 years, female, black or african american, stage:Stage III, dead, 325 days
171.6
TCGA-HE-A5NI-01A
0 years, male, stage:Stage I, alive, 360 days
170.0
TCGA-IZ-8195-01A
0 years, male, white, stage:Stage II, alive, 677 days
169.8
TCGA-UZ-A9Q1-01A
0 years, female, white, stage:Stage I, alive, 730 days
169.6
TCGA-4A-A93Y-01A
0 years, female, black or african american, stage:Stage II, alive, 352 days
168.8
TCGA-B1-A656-01A
0 years, male, white, stage:Stage I, alive, 618 days
160.3
TCGA-BQ-5879-01A
0 years, female, white, stage:Stage III, dead, 697 days
159.6
TCGA-SX-A71V-01A
0 years, male, white, stage:Stage I, alive, 876 days
153.9
TCGA-HE-7129-01A
male, stage:Stage II, alive, 2492 days
153.2
TCGA-5P-A9JY-01A
0 years, male, white, stage:'--, dead, 1508 days
153.1
TCGA-B9-4617-01A
0 years, male, black or african american, stage:'--, alive, 35 days
151.5
TCGA-UZ-A9PP-01A
0 years, male, white, stage:Stage I, alive, 3010 days
150.2
TCGA-P4-A5ED-01A
0 years, male, white, stage:Stage I, alive, 2816 days
149.0
TCGA-A4-A5Y0-01A
0 years, female, white, stage:Stage I, alive, 252 days
148.7
TCGA-G7-6796-01A
0 years, male, white, stage:Stage I, alive, 2173 days
148.3
TCGA-5P-A9KC-01A
0 years, female, white, stage:'--, alive, 377 days
144.6
TCGA-UZ-A9PL-01A
0 years, male, white, stage:Stage II, alive, 3152 days
144.2
TCGA-DZ-6131-01A
0 years, male, white, stage:Stage III, alive, 2429 days
136.8
TCGA-UZ-A9PZ-01A
0 years, male, white, stage:Stage III, alive, 657 days
129.5
TCGA-BQ-7044-01A
0 years, male, white, stage:Stage III, alive, 3760 days
126.2
TCGA-BQ-7056-01A
0 years, female, white, stage:Stage III, alive, 612 days
124.6
TCGA-DW-7842-01A
0 years, male, white, stage:Stage I, alive, 92 days
120.7
TCGA-BQ-7061-01A
0 years, female, white, stage:Stage I, alive, 218 days
118.3
TCGA-DZ-6133-01A
0 years, female, white, stage:Stage I, dead, 1557 days
117.3
TCGA-A4-8518-01A
0 years, male, white, stage:Stage I, alive, 600 days
113.6
TCGA-2Z-A9JE-01A
0 years, male, white, stage:Stage I, alive, 1728 days
113.4
TCGA-UZ-A9Q0-01A
0 years, male, white, stage:Stage I, alive, 3368 days
113.3
TCGA-A4-A5Y1-01A
0 years, male, white, stage:Stage III, dead, 395 days
109.7
TCGA-B9-5155-01A
0 years, male, white, stage:Stage III, alive, 665 days
108.2
TCGA-BQ-5880-01A
0 years, male, white, stage:Stage III, dead, 1314 days
89.9
TCGA-UZ-A9PQ-01A
0 years, male, black or african american, stage:Stage III, dead, 2624 days
87.0
TCGA-Y8-A8RZ-01A
0 years, male, white, stage:Stage I, alive, 205 days
86.3
TCGA-MH-A857-01A
0 years, male, black or african american, stage:Stage I, alive, 890 days
84.9
TCGA-G7-6795-01A
0 years, male, white, stage:Stage I, alive, 1194 days
84.4
TCGA-IA-A40X-01A
0 years, female, black or african american, stage:Stage I, alive, 608 days
84.2
TCGA-B3-3926-01A
0 years, female, white, stage:Stage I, alive, 883 days
84.1
TCGA-BQ-5882-01A
0 years, male, stage:Stage III, dead, 658 days
78.9
TCGA-A4-8515-01A
0 years, male, american indian or alaska native, stage:Stage I, alive, 709 days
77.4
TCGA-2Z-A9J8-01A
0 years, male, white, stage:Stage I, alive, 2790 days
77.0
TCGA-J7-8537-01A
0 years, female, asian, stage:Stage III, dead, 321 days
76.7
TCGA-B1-7332-01A
0 years, female, black or african american, stage:Stage II, alive, 1141 days
76.3
TCGA-G7-6797-01A
0 years, male, white, stage:Stage III, alive, 765 days
75.5
TCGA-BQ-5881-01A
0 years, male, white, stage:Stage I, alive, 1454 days
67.9
TCGA-SX-A7SL-01A
0 years, male, stage:Stage I, alive, 823 days
66.6
TCGA-G7-A8LB-01A
0 years, male, white, stage:Stage IV, alive, 547 days
60.8
TCGA-A4-7585-01A
0 years, male, white, stage:Stage III, dead, 1070 days
60.7
TCGA-BQ-5890-01A
0 years, male, white, stage:Stage III, alive, 233 days
55.6
TCGA-5P-A9K8-01A
0 years, female, white, stage:'--, alive, 1309 days
50.9
TCGA-UN-AAZ9-01A
0 years, female, black or african american, stage:Stage I, alive, 548 days
50.4
TCGA-5P-A9JU-01A
0 years, male, white, stage:Stage III, alive, 373 days
49.3
TCGA-2Z-A9J2-01A
0 years, female, white, stage:Stage I, alive, 1795 days
48.2
TCGA-SX-A7SO-01A
0 years, male, white, stage:Stage I, alive, 1257 days
47.6
TCGA-F9-A97G-01A
0 years, male, asian, stage:Stage III, alive, 13 days
45.7
TCGA-B9-A8YI-01A
0 years, male, black or african american, stage:Stage I, alive, 374 days
44.4
TCGA-Y8-A894-01A
0 years, female, white, stage:Stage I, alive, 567 days
44.1
TCGA-A4-7288-01A
0 years, female, white, stage:'--, alive, 1857 days
44.0
TCGA-GL-A4EM-01A
0 years, male, white, stage:Stage I, alive, 32 days
41.8
TCGA-BQ-5887-01A
0 years, male, white, stage:Stage III, alive, 771 days
41.2
TCGA-SX-A7SS-01A
0 years, male, white, stage:Stage I, alive, 1615 days
38.2
TCGA-5P-A9KH-01A
0 years, male, white, stage:'--, alive, 2051 days
35.3
TCGA-DW-7839-01A
0 years, female, white, stage:Stage I, alive, 419 days
34.4
TCGA-MH-A560-01A
0 years, male, white, stage:Stage I, alive, 924 days
33.1
TCGA-BQ-7055-01A
0 years, male, white, stage:Stage I, alive, 799 days
30.4
TCGA-A4-7287-01A
0 years, female, white, stage:Stage I, dead, 597 days
25.9
TCGA-GL-8500-01A
0 years, male, white, stage:Stage I, alive, 841 days
25.5
TCGA-B9-A44B-01A
0 years, male, black or african american, stage:Stage III, alive, 361 days
23.0
TCGA-4A-A93X-01A
0 years, male, white, stage:Stage IV, alive, 390 days
20.3
TCGA-BQ-5892-01A
0 years, male, white, stage:Stage I, alive, 364 days
19.2
TCGA-2Z-A9JO-01A
0 years, female, black or african american, stage:Stage I, alive, 949 days
18.4
TCGA-BQ-7058-01A
0 years, male, white, stage:Stage III, dead, 343 days
16.4
TCGA-AL-3473-01A
0 years, male, white, stage:Stage II, alive, 1906 days
11.5
TCGA-GL-A9DE-01A
0 years, male, black or african american, stage:Stage I, alive, 496 days
7.4
TCGA-2Z-A9JD-01A
0 years, male, white, stage:Stage I, alive, 1060 days
7.3
TCGA-BQ-5876-01A
0 years, male, white, stage:Stage I, alive, 586 days
6.6
TCGA-WN-AB4C-01A
0 years, female, white, stage:Stage I, alive, 1188 days
6.0
TCGA-BQ-5875-01A
0 years, female, white, stage:Stage III, alive, 2639 days
5.4
TCGA-AL-3467-01A
0 years, female, white, stage:'--, alive, 2135 days
3.3
TCGA-WN-A9G9-01A
0 years, male, white, stage:Stage I, alive, 791 days
2.2
TCGA-J7-A8I2-01A
0 years, male, asian, stage:Stage I, alive, 307 days
2.0
TCGA-HE-7130-01A
female, stage:Stage III, alive, 1770 days
0.2
TCGA-AL-3471-01A
0 years, male, white, stage:Stage I, dead, 1500 days
0.0
TCGA-B3-4104-01A
0 years, male, white, stage:Stage II, alive, 1049 days
0.0
TCGA-A4-A48D-01A
0 years, male, black or african american, stage:Stage I, alive, 379 days
0.0
TCGA-A4-8098-01A
0 years, male, black or african american, stage:Stage I, alive, 896 days
0.0
Show allShow less
RENAL CELL CARCINOMA - Protein relative expression (CPTAC)
Number of samples
194
Samples
Sample ID
Sample type
nRPX
CPT0024680001
Normal
3.6
CPT0010120001
Normal
3.1
CPT0092190003
Normal
2.8
CPT0066520001
Normal
2.5
CPT0069190001
Normal
2.2
CPT0084590001
Normal
2.1
CPT0012180003
Tumor
2.0
CPT0075170001
Normal
2.0
CPT0084560003
Tumor
1.8
CPT0020120003
Tumor
1.7
CPT0014470001
Normal
1.5
CPT0017850003
Tumor
1.4
CPT0077500001
Normal
1.4
CPT0077320001
Normal
1.4
CPT0001510001
Normal
1.3
CPT0063330001
Normal
1.3
CPT0001270001
Normal
1.2
CPT0021240003
Tumor
1.1
CPT0069000003
Tumor
1.0
CPT0000660001
Normal
0.9
CPT0012920003
Normal
0.9
CPT0065820001
Normal
0.9
CPT0075570001
Normal
0.8
CPT0010170001
Normal
0.8
CPT0009020003
Normal
0.8
CPT0088500001
Normal
0.8
CPT0066480003
Tumor
0.7
CPT0063320003
Tumor
0.6
CPT0011240003
Tumor
0.6
CPT0012290003
Normal
0.6
CPT0000890001
Normal
0.6
CPT0088710001
Normal
0.6
CPT0001180009
Tumor
0.6
CPT0065870003
Tumor
0.5
CPT0012570003
Normal
0.5
CPT0063640001
Normal
0.5
CPT0092800003
Normal
0.5
CPT0075130003
Tumor
0.4
CPT0079300001
Normal
0.4
CPT0081990003
Tumor
0.3
CPT0086870003
Tumor
0.3
CPT0088480003
Tumor
0.3
CPT0002370001
Normal
0.3
CPT0076330003
Tumor
0.3
CPT0012080003
Tumor
0.1
CPT0018250001
Normal
0.1
CPT0025290003
Tumor
0.1
CPT0014370004
Tumor
0.1
CPT0012640003
Normal
0.1
CPT0082010001
Normal
0.0
CPT0015910003
Tumor
-0.1
CPT0025920001
Normal
-0.1
CPT0078530001
Normal
-0.1
CPT0012670003
Tumor
-0.1
CPT0092310003
Normal
-0.1
CPT0006730001
Normal
-0.1
CPT0020130001
Normal
-0.2
CPT0077140001
Normal
-0.3
CPT0088570001
Normal
-0.3
CPT0075720003
Tumor
-0.3
CPT0012090003
Normal
-0.3
CPT0086970003
Normal
-0.3
CPT0001190001
Normal
-0.3
CPT0023360001
Normal
-0.3
CPT0078660003
Tumor
-0.3
CPT0006530001
Normal
-0.3
CPT0025060001
Normal
-0.4
CPT0025170003
Tumor
-0.4
CPT0007860003
Tumor
-0.4
CPT0002350011
Tumor
-0.4
CPT0013790003
Normal
-0.4
CPT0014130001
Normal
-0.5
CPT0079410003
Tumor
-0.5
CPT0078940001
Normal
-0.5
CPT0079430001
Normal
-0.5
CPT0087050003
Normal
-0.5
CPT0086830003
Normal
-0.6
CPT0064370003
Tumor
-0.6
CPT0077310003
Tumor
-0.6
CPT0087040003
Tumor
-0.6
CPT0079510001
Normal
-0.6
CPT0012280003
Tumor
-0.6
CPT0009080003
Normal
-0.6
CPT0023350003
Tumor
-0.7
CPT0069010001
Normal
-0.7
CPT0001350001
Normal
-0.8
CPT0088920001
Normal
-0.8
CPT0024670003
Tumor
-0.8
CPT0012900004
Tumor
-0.8
CPT0012550003
Tumor
-0.9
CPT0092730003
Tumor
-0.9
CPT0064400001
Normal
-0.9
CPT0078670001
Normal
-0.9
CPT0000790001
Normal
-0.9
CPT0077110003
Tumor
-1.0
CPT0088900003
Tumor
-1.0
CPT0007320003
Tumor
-1.0
CPT0014350001
Normal
-1.0
CPT0086820003
Tumor
-1.0
CPT0076350001
Normal
-1.0
CPT0086950003
Tumor
-1.0
CPT0088690003
Tumor
-1.0
CPT0019160001
Normal
-1.0
CPT0007470001
Normal
-1.0
CPT0026420001
Normal
-1.0
CPT0010160003
Tumor
-1.0
CPT0092160003
Tumor
-1.1
CPT0086890003
Normal
-1.1
CPT0025610001
Normal
-1.1
CPT0001550001
Normal
-1.1
CPT0020020001
Normal
-1.1
CPT0065690003
Tumor
-1.1
CPT0011410003
Tumor
-1.1
CPT0000780007
Tumor
-1.1
CPT0019130003
Tumor
-1.2
CPT0006900003
Tumor
-1.2
CPT0007870001
Normal
-1.2
CPT0002270011
Tumor
-1.2
CPT0075560003
Tumor
-1.2
CPT0086030003
Tumor
-1.2
CPT0063630003
Tumor
-1.3
CPT0006630003
Tumor
-1.3
CPT0017450001
Normal
-1.3
CPT0088550004
Tumor
-1.3
CPT0078930003
Tumor
-1.3
CPT0025230003
Tumor
-1.3
CPT0085670003
Tumor
-1.3
CPT0017410003
Tumor
-1.3
CPT0069160003
Tumor
-1.4
CPT0001230001
Normal
-1.4
CPT0009000003
Tumor
-1.4
CPT0081600003
Tumor
-1.4
CPT0019990003
Tumor
-1.4
CPT0089460004
Tumor
-1.4
CPT0079180003
Tumor
-1.5
CPT0081620001
Normal
-1.5
CPT0014450004
Tumor
-1.5
CPT0089480003
Normal
-1.5
CPT0088640003
Normal
-1.5
CPT0001540009
Tumor
-1.5
CPT0065930003
Tumor
-1.5
CPT0079000001
Normal
-1.6
CPT0086370003
Normal
-1.6
CPT0006950001
Normal
-1.6
CPT0089040001
Normal
-1.6
CPT0088780001
Normal
-1.6
CPT0001500009
Tumor
-1.6
CPT0092740003
Normal
-1.6
CPT0088630003
Tumor
-1.6
CPT0025880003
Tumor
-1.6
CPT0065450001
Normal
-1.6
CPT0092290003
Tumor
-1.7
CPT0092790003
Tumor
-1.7
CPT0065430003
Tumor
-1.7
CPT0086360003
Tumor
-1.7
CPT0079270003
Tumor
-1.7
CPT0065810003
Tumor
-1.8
CPT0025580004
Tumor
-1.8
CPT0001260009
Tumor
-1.8
CPT0078510003
Tumor
-1.8
CPT0023690003
Tumor
-1.8
CPT0025110003
Tumor
-1.9
CPT0081880003
Tumor
-1.9
CPT0001340003
Tumor
-1.9
CPT0012770003
Normal
-2.0
CPT0014160003
Tumor
-2.0
CPT0010110003
Tumor
-2.1
CPT0065750003
Tumor
-2.1
CPT0023710001
Normal
-2.1
CPT0079380003
Tumor
-2.1
CPT0000640003
Tumor
-2.2
CPT0078840001
Normal
-2.2
CPT0025050003
Tumor
-2.2
CPT0079230003
Tumor
-2.2
CPT0088760003
Tumor
-2.3
CPT0066470004
Tumor
-2.3
CPT0089020003
Tumor
-2.4
CPT0015730003
Tumor
-2.4
CPT0066430001
Normal
-2.4
CPT0015810003
Tumor
-2.5
CPT0009060003
Tumor
-2.5
CPT0071150004
Tumor
-2.5
CPT0025350003
Tumor
-2.5
CPT0088970003
Tumor
-2.5
CPT0001220008
Tumor
-2.6
CPT0078830003
Tumor
-2.6
CPT0077490003
Tumor
-2.6
CPT0006440003
Tumor
-2.7
CPT0026410003
Tumor
-2.7
CPT0012370003
Tumor
-2.8
CPT0079480003
Tumor
-2.8
CPT0000870016
Tumor
-2.8
CPT0078800003
Tumor
-2.9
CPT0078990003
Tumor
-3.7
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RENAL CANCER - Protein expressioni
A mouse-over function shows sample information and annotation data. Click on an image to view it in a full screen mode. Samples can be filtered based on level of antibody staining by selecting one or several of the following categories: high, medium, low and not detected. The assay and annotation is described here.
Note that samples used for immunohistochemistry by the Human Protein Atlas do not correspond to samples in the TCGA dataset.
Antibody stainingi
Antibody staining in the annotated cell types in the current human tissue is reported as not detected, low, medium, or high, based on conventional immunohistochemistry profiling in selected tissues. This score is based on the combination of the staining intensity and fraction of stained cells.
Each image is clickable and will lead to virtual microscopy that enables deeper exploration of all samples and also displays staining intensity scores, fraction scores and subcellular localization as well as patient and tissue information for each sample.
The Human Protein Atlas project is funded
