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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.
MDK is not prognostic in Kidney Chromophobe (TCGA)
Stage:
Survival analysis
Current cut offi
Current cut-off shows the cut-off (FPKM) currently selected. It may be changed manually. When the current cut-off is changed, the vertical dashed line indicating cut-off, the interactive survival scatter plot and the Kaplan-Meier curve will be automatically adjusted to show results accordingly.
:
Best expression cut offi
Based on the FPKM value of each gene, patients were classified into two groups and association between prognosis (survival) and gene expression (FPKM) was examined. The best expression cut-off refers the FPKM value that yields maximal difference with regard to survival between the two groups at the lowest log-rank P-value. Best expression cut-off was selected based on survival analysis .
When clicking on this number, the vertical dashed line indicating cut-off, the interactive survival plot, and the Kaplan-Meier curve will be adjusted to show results based on the best expression cut-off.
Median expression refers to the median FPKM value calculated based on the gene expression (FPKM) data from all patients in this dataset. When clicking on this number, the vertical dashed line indicating cut-off, the interactive survival plot, and the Kaplan-Meier curve will be adjusted to show results based on the median expression.
Median follow up time refers to the median time (years) after diagnosis with this type of cancer, based on clinical data from all patients in this dataset.
: N/A
P scorei
Log-rank P value for Kaplan-Meier plot showing results from analysis of correlation between mRNA expression level and patient survival.
N/A
5-year survival highi
5-year survival for patients with higher expression than the expression cutoff.
For melanoma and glioma, 3-year survival is shown.
N/A
5-year survival lowi
5-year survival for patients with lower expression than the expression cutoff.
For melanoma and glioma, 3-year survival is shown.
N/A
TCGA RNA samplesi
RNA-seq data is reported as average FPKM (number Fragments Per Kilobase of exon per Million reads), generated by the The Cancer Genome Atlas (TCGA) .
Normal distribution across the dataset is visualized with box plots, shown as median and 25th and 75th percentiles. Points are displayed as outliers if they are above or below 1.5 times the interquartile range. FPKM values of the individual samples are presented next to the box plot.
Average TPM
38.6
Number of samples
64
Samples
Sample
Description
TPM
TCGA-KO-8404-01A
0 years, male, white, stage:Stage IV, dead, 325 days
314.6
TCGA-KN-8426-01A
0 years, male, white, stage:Stage IV, alive, 108 days
237.8
TCGA-KO-8405-01A
0 years, male, white, stage:Stage III, alive, 3056 days
228.5
TCGA-KN-8423-01A
0 years, male, white, stage:Stage I, alive, 788 days
199.6
TCGA-KN-8428-01A
0 years, male, white, stage:Stage II, dead, 1590 days
133.5
TCGA-KN-8427-01A
0 years, male, white, stage:Stage IV, alive, 30 days
122.3
TCGA-KM-8442-01A
0 years, male, stage:Stage II, alive, 1437 days
117.7
TCGA-KL-8339-01A
0 years, male, white, stage:Stage IV, dead, 855 days
100.3
TCGA-KO-8413-01A
0 years, male, white, stage:Stage I, alive, 3038 days
84.1
TCGA-KL-8335-01A
0 years, male, white, stage:Stage III, alive, 2815 days
54.3
TCGA-KO-8408-01A
0 years, male, white, stage:Stage III, dead, 507 days
51.1
TCGA-KN-8419-01A
0 years, male, black or african american, stage:Stage II, alive, 714 days
49.2
TCGA-KN-8429-01A
0 years, female, white, stage:Stage III, alive, 2650 days
47.9
TCGA-KL-8346-01A
0 years, male, white, stage:Stage II, alive, 1897 days
44.3
TCGA-KN-8424-01A
0 years, female, white, stage:Stage I, alive, 1983 days
40.9
TCGA-KL-8324-01A
0 years, female, white, stage:Stage II, alive, 4676 days
40.1
TCGA-KL-8344-01A
0 years, male, white, stage:Stage III, alive, 876 days
38.6
TCGA-KL-8330-01A
0 years, female, black or african american, stage:Stage II, alive, 3304 days
37.8
TCGA-KN-8431-01A
0 years, female, stage:Stage II, alive, 588 days
36.1
TCGA-KL-8336-01A
0 years, female, white, stage:Stage IV, dead, 920 days
35.2
TCGA-KN-8433-01A
0 years, female, white, stage:Stage III, alive, 341 days
33.0
TCGA-KO-8415-01A
0 years, female, white, stage:Stage I, alive, 2939 days
30.0
TCGA-KN-8434-01A
0 years, female, white, stage:Stage II, alive, 1797 days
26.0
TCGA-KL-8343-01A
0 years, male, white, stage:Stage III, dead, 2172 days
24.1
TCGA-KL-8333-01A
0 years, male, white, stage:Stage II, alive, 2991 days
20.9
TCGA-KL-8338-01A
0 years, male, white, stage:Stage III, alive, 2633 days
20.4
TCGA-KL-8329-01A
0 years, female, asian, stage:Stage I, alive, 2752 days
19.5
TCGA-KL-8340-01A
0 years, male, white, stage:Stage II, alive, 2024 days
16.7
TCGA-KO-8411-01A
0 years, male, white, stage:Stage I, alive, 3958 days
16.2
TCGA-KL-8323-01A
0 years, female, white, stage:Stage III, dead, 1158 days
15.3
TCGA-KO-8410-01A
0 years, female, white, stage:Stage I, alive, 3136 days
13.7
TCGA-KN-8421-01A
0 years, female, white, stage:Stage II, alive, 2674 days
13.0
TCGA-KL-8331-01A
0 years, female, white, stage:Stage II, alive, 3010 days
12.8
TCGA-KM-8438-01A
0 years, female, white, stage:Stage II, alive, 4622 days
11.6
TCGA-KN-8418-01A
0 years, female, white, stage:Stage II, alive, 3935 days
11.4
TCGA-KL-8342-01A
0 years, female, white, stage:Stage II, alive, 2248 days
11.4
TCGA-KL-8332-01A
0 years, male, white, stage:Stage I, alive, 2582 days
11.2
TCGA-KN-8435-01A
0 years, male, white, stage:Stage II, alive, 3498 days
9.4
TCGA-KL-8328-01A
0 years, male, white, stage:Stage II, alive, 3127 days
9.0
TCGA-KO-8407-01A
0 years, male, white, stage:Stage II, alive, 2820 days
8.9
TCGA-KL-8325-01A
0 years, female, white, stage:Stage II, dead, 725 days
8.8
TCGA-KL-8334-01A
0 years, female, white, stage:Stage III, alive, 2949 days
8.5
TCGA-KO-8403-01A
0 years, male, white, stage:Stage I, alive, 3208 days
8.4
TCGA-KN-8425-01A
0 years, male, white, stage:Stage I, alive, 3179 days
7.8
TCGA-KL-8337-01A
0 years, male, black or african american, stage:Stage II, alive, 1364 days
7.3
TCGA-KL-8326-01A
0 years, male, white, stage:Stage III, alive, 3322 days
7.3
TCGA-KO-8409-01A
0 years, male, white, stage:Stage II, alive, 3180 days
6.8
TCGA-KN-8436-01A
0 years, male, white, stage:Stage II, alive, 1288 days
6.8
TCGA-KL-8341-01A
0 years, male, asian, stage:Stage IV, dead, 754 days
6.3
TCGA-KM-8443-01A
0 years, male, white, stage:Stage II, alive, 1520 days
6.1
TCGA-KO-8414-01A
0 years, female, white, stage:Stage II, alive, 3212 days
6.1
TCGA-KM-8477-01A
0 years, male, white, stage:Stage I, alive, 1553 days
5.4
TCGA-KM-8441-01A
0 years, female, white, stage:Stage I, alive, 876 days
4.9
TCGA-KM-8440-01A
0 years, male, black or african american, stage:Stage III, alive, 1366 days
4.8
TCGA-KM-8476-01A
0 years, male, white, stage:Stage I, alive, 3745 days
4.6
TCGA-KL-8345-01A
0 years, male, white, stage:Stage III, alive, 1665 days
4.6
TCGA-KO-8406-01A
0 years, female, white, stage:Stage I, alive, 3145 days
4.0
TCGA-KO-8416-01A
0 years, male, white, stage:Stage III, alive, 2752 days
3.9
TCGA-KO-8417-01A
0 years, female, white, stage:Stage I, alive, 2815 days
3.7
TCGA-KM-8639-01A
0 years, male, white, stage:Stage I, alive, 953 days
3.4
TCGA-KN-8437-01A
0 years, female, white, stage:Stage I, alive, 3068 days
3.3
TCGA-KM-8439-01A
0 years, male, white, stage:Stage I, alive, 708 days
1.9
TCGA-KL-8327-01A
0 years, female, white, stage:Stage I, alive, 4169 days
0.0
TCGA-KN-8432-01A
0 years, female, white, stage:Stage II, alive, 76 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.
MDK is potential prognostic, high expression is unfavorable 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
85.0
Number of samples
521
Samples
Sample
Description
TPM
TCGA-B0-5098-01A
0 years, female, black or african american, stage:Stage I, dead, 1584 days
1154.9
TCGA-CZ-4860-01A
0 years, male, white, stage:Stage IV, dead, 206 days
1021.6
TCGA-BP-4985-01A
0 years, male, white, stage:Stage III, dead, 952 days
803.3
TCGA-BP-4770-01A
0 years, female, white, stage:Stage IV, dead, 329 days
762.0
TCGA-B8-4620-01A
0 years, female, white, stage:Stage III, alive, 777 days
690.7
TCGA-B8-4143-01A
0 years, female, white, stage:Stage IV, dead, 709 days
600.2
TCGA-B8-A54K-01A
0 years, male, black or african american, stage:Stage I, alive, 469 days
590.0
TCGA-B0-4821-01A
0 years, female, asian, stage:Stage III, dead, 1230 days
499.8
TCGA-CW-6087-01A
0 years, male, white, stage:Stage IV, dead, 41 days
456.9
TCGA-B0-4827-01A
0 years, female, white, stage:Stage III, dead, 885 days
436.9
TCGA-B0-4696-01A
0 years, male, white, stage:Stage III, dead, 866 days
411.5
TCGA-B0-5084-01A
0 years, male, white, stage:Stage IV, dead, 222 days
397.5
TCGA-CJ-5680-01A
0 years, female, white, stage:Stage IV, dead, 768 days
381.2
TCGA-B4-5378-01A
0 years, male, white, stage:Stage I, alive, 175 days
379.4
TCGA-BP-4337-01A
0 years, female, white, stage:Stage III, dead, 2 days
368.7
TCGA-CJ-4869-01A
0 years, male, white, stage:Stage III, alive, 2554 days
365.8
TCGA-MM-A564-01A
0 years, male, black or african american, stage:Stage II, alive, 607 days
359.0
TCGA-BP-4354-01A
0 years, male, white, stage:Stage IV, dead, 1034 days
356.0
TCGA-CJ-4640-01A
0 years, male, white, stage:Stage III, alive, 3480 days
353.2
TCGA-B8-5551-01A
0 years, female, black or african american, stage:Stage I, alive, 16 days
340.7
TCGA-BP-4983-01A
0 years, female, asian, stage:Stage III, alive, 1413 days
332.0
TCGA-CJ-4638-01A
0 years, female, white, stage:Stage IV, dead, 431 days
326.3
TCGA-B0-4691-01A
0 years, male, white, stage:Stage IV, dead, 139 days
321.9
TCGA-B0-5092-01A
0 years, female, white, stage:Stage IV, dead, 459 days
318.9
TCGA-CJ-4637-01A
0 years, female, white, stage:Stage IV, dead, 2227 days
315.8
TCGA-DV-5567-01A
0 years, female, black or african american, stage:Stage I, alive, 2004 days
312.3
TCGA-BP-5196-01A
0 years, male, white, stage:Stage I, alive, 1018 days
303.9
TCGA-BP-4163-01A
0 years, female, white, stage:Stage III, alive, 2839 days
288.7
TCGA-CZ-4858-01A
0 years, male, white, stage:Stage II, dead, 2105 days
288.3
TCGA-B8-5550-01A
0 years, male, white, stage:Stage III, alive, 1476 days
281.3
TCGA-B0-5692-01A
0 years, female, white, stage:Stage III, alive, 3944 days
269.2
TCGA-B0-4699-01A
0 years, male, white, stage:Stage IV, dead, 110 days
267.1
TCGA-B0-4837-01A
0 years, male, white, stage:Stage I, dead, 1378 days
266.7
TCGA-BP-4781-01A
0 years, male, white, stage:Stage I, alive, 2080 days
263.7
TCGA-B0-4690-01A
0 years, male, white, stage:Stage IV, dead, 43 days
258.1
TCGA-B8-5159-01A
0 years, female, white, stage:Stage I, alive, 722 days
255.0
TCGA-CJ-5681-01A
0 years, female, white, stage:Stage IV, dead, 552 days
254.0
TCGA-CZ-4861-01A
0 years, male, white, stage:Stage II, dead, 446 days
253.1
TCGA-B0-4813-01A
0 years, male, white, stage:Stage III, dead, 18 days
248.5
TCGA-B0-5707-01A
0 years, female, white, stage:Stage I, alive, 3744 days
245.4
TCGA-B0-4698-01A
0 years, male, white, stage:Stage IV, dead, 42 days
244.7
TCGA-BP-4352-01A
0 years, female, white, stage:Stage IV, dead, 344 days
244.6
TCGA-CJ-4891-01A
0 years, female, white, stage:Stage III, dead, 819 days
236.4
TCGA-B0-5096-01A
0 years, female, white, stage:Stage III, dead, 68 days
233.8
TCGA-B8-5545-01A
0 years, male, black or african american, stage:Stage I, alive, 1525 days
232.2
TCGA-CJ-4641-01A
0 years, female, white, stage:Stage IV, dead, 1661 days
223.0
TCGA-B0-5116-01A
0 years, male, white, stage:Stage III, alive, 1274 days
222.7
TCGA-CJ-4871-01A
0 years, male, white, stage:Stage IV, alive, 2423 days
217.7
TCGA-CZ-5469-01A
0 years, male, white, stage:Stage II, dead, 946 days
212.1
TCGA-AK-3445-01A
0 years, male, white, stage:Stage III, alive, 2392 days
210.0
TCGA-BP-4962-01A
0 years, male, white, stage:Stage II, alive, 1785 days
209.5
TCGA-B0-4707-01A
0 years, male, white, stage:Stage III, dead, 600 days
199.0
TCGA-AK-3425-01A
0 years, male, white, stage:Stage I, alive, 3343 days
197.4
TCGA-CZ-4862-01A
0 years, male, white, stage:Stage I, alive, 3271 days
195.9
TCGA-CZ-5459-01A
0 years, male, white, stage:Stage III, alive, 1683 days
195.6
TCGA-A3-3335-01A
0 years, male, white, stage:Stage II, alive, 1886 days
183.4
TCGA-CZ-5461-01A
0 years, male, white, stage:Stage IV, dead, 330 days
181.7
TCGA-EU-5905-01A
0 years, female, white, stage:Stage I, alive, 119 days
180.9
TCGA-BP-4771-01A
0 years, male, white, stage:Stage IV, dead, 162 days
177.3
TCGA-CW-6097-01A
0 years, male, white, stage:Stage III, dead, 571 days
176.3
TCGA-B0-4703-01A
0 years, male, white, stage:Stage IV, dead, 182 days
173.9
TCGA-B0-4810-01A
0 years, male, white, stage:Stage III, dead, 478 days
172.4
TCGA-CJ-4918-01A
0 years, male, white, stage:Stage IV, dead, 93 days
171.9
TCGA-DV-5573-01A
0 years, male, white, stage:Stage I, alive, 1130 days
171.9
TCGA-BP-4798-01A
0 years, male, white, stage:'--, dead, 334 days
169.6
TCGA-B0-5080-01A
0 years, male, white, stage:Stage IV, dead, 342 days
168.1
TCGA-B8-A54G-01A
0 years, male, black or african american, stage:Stage I, alive, 53 days
166.8
TCGA-B0-4694-01A
0 years, male, white, stage:Stage III, dead, 106 days
166.0
TCGA-B0-5106-01A
0 years, male, white, stage:Stage I, dead, 1598 days
165.3
TCGA-BP-4981-01A
0 years, female, white, stage:Stage III, dead, 1097 days
163.5
TCGA-B0-4700-01A
0 years, male, white, stage:Stage IV, dead, 1980 days
162.7
TCGA-B0-5075-01A
0 years, female, white, stage:Stage III, dead, 637 days
159.5
TCGA-G6-A5PC-01A
0 years, female, black or african american, stage:Stage IV, dead, 242 days
158.2
TCGA-CZ-5464-01A
0 years, male, white, stage:Stage IV, alive, 2128 days
156.6
TCGA-BP-5174-01A
0 years, female, white, stage:Stage I, alive, 2257 days
156.1
TCGA-BP-4327-01A
0 years, female, white, stage:Stage II, dead, 109 days
155.8
TCGA-B0-4688-01A
0 years, male, white, stage:Stage IV, dead, 101 days
153.9
TCGA-CJ-4888-01A
0 years, male, white, stage:Stage IV, dead, 1567 days
152.3
TCGA-AK-3426-01A
0 years, male, white, stage:Stage III, dead, 885 days
152.1
TCGA-B0-4712-01A
0 years, male, white, stage:Stage IV, dead, 1337 days
151.8
TCGA-CJ-4920-01A
0 years, female, white, stage:Stage I, dead, 139 days
150.9
TCGA-CJ-5671-01A
0 years, male, white, stage:Stage I, alive, 3987 days
148.9
TCGA-CJ-4894-01A
0 years, male, white, stage:Stage III, dead, 841 days
148.7
TCGA-BP-4345-01A
0 years, male, white, stage:Stage III, alive, 1516 days
145.6
TCGA-CJ-4876-01A
0 years, male, white, stage:Stage II, alive, 1955 days
144.7
TCGA-B8-A54F-01A
0 years, female, black or african american, stage:Stage I, alive, 519 days
143.3
TCGA-BP-4964-01A
0 years, female, white, stage:Stage I, alive, 1862 days
142.4
TCGA-B0-4842-01A
0 years, female, white, stage:Stage III, dead, 1724 days
140.9
TCGA-BP-4346-01A
0 years, male, white, stage:Stage III, dead, 1493 days
136.3
TCGA-BP-4173-01A
0 years, male, white, stage:Stage II, alive, 1893 days
133.2
TCGA-CZ-5468-01A
0 years, male, white, stage:Stage IV, dead, 59 days
132.7
TCGA-AK-3450-01A
0 years, female, white, stage:Stage I, alive, 1508 days
132.1
TCGA-A3-3387-01A
0 years, male, white, stage:Stage I, alive, 617 days
129.4
TCGA-BP-4784-01A
0 years, female, white, stage:Stage I, alive, 1854 days
129.3
TCGA-CZ-5985-01A
0 years, male, white, stage:Stage II, alive, 1997 days
126.6
TCGA-A3-3378-01A
0 years, male, white, stage:Stage I, alive, 630 days
126.1
TCGA-A3-3319-01A
0 years, male, white, stage:Stage I, alive, 1130 days
124.3
TCGA-BP-4795-01A
0 years, female, white, stage:Stage I, alive, 620 days
124.0
TCGA-CJ-4907-01A
0 years, male, white, stage:Stage III, alive, 1499 days
120.3
TCGA-A3-3317-01A
0 years, male, stage:Stage II, alive, 1491 days
119.1
TCGA-B0-5100-01A
0 years, male, black or african american, stage:Stage III, dead, 1913 days
118.9
TCGA-B0-4710-01A
0 years, female, white, stage:Stage III, alive, 1755 days
118.0
TCGA-BP-4756-01A
0 years, female, asian, stage:Stage I, alive, 374 days
117.3
TCGA-BP-4998-01A
0 years, male, asian, stage:Stage I, alive, 932 days
117.2
TCGA-CJ-4900-01A
0 years, female, white, stage:Stage IV, dead, 1714 days
117.0
TCGA-B0-5697-01A
0 years, male, white, stage:Stage I, alive, 2630 days
115.8
TCGA-AK-3427-01A
0 years, male, white, stage:Stage I, alive, 3583 days
114.5
TCGA-B0-5095-01A
0 years, male, white, stage:Stage III, dead, 245 days
114.2
TCGA-CJ-5678-01A
0 years, male, black or african american, stage:Stage IV, dead, 574 days
113.7
TCGA-AS-3778-01A
0 years, male, white, stage:Stage I, alive, 43 days
110.7
TCGA-A3-3346-01A
0 years, male, white, stage:Stage I, dead, 137 days
109.4
TCGA-CJ-4636-01A
0 years, male, white, stage:Stage III, alive, 1924 days
108.2
TCGA-MM-A84U-01A
0 years, female, black or african american, stage:Stage I, alive, 700 days
107.2
TCGA-B0-5712-01A
0 years, female, black or african american, stage:Stage IV, alive, 2722 days
106.0
TCGA-B0-4713-01A
0 years, female, white, stage:Stage III, dead, 202 days
104.8
TCGA-CJ-4889-01A
0 years, female, white, stage:Stage I, alive, 1946 days
103.6
TCGA-B4-5838-01A
0 years, male, white, stage:'--, alive, 166 days
103.4
TCGA-CJ-4912-01A
0 years, male, white, stage:Stage II, alive, 1657 days
103.2
TCGA-DV-A4VZ-01A
0 years, male, black or african american, stage:Stage I, alive, 365 days
102.6
TCGA-B0-4848-01A
0 years, male, white, stage:Stage III, dead, 883 days
101.1
TCGA-B4-5836-01A
0 years, female, white, stage:Stage I, alive, 141 days
101.0
TCGA-BP-4169-01A
0 years, female, white, stage:Stage II, dead, 701 days
101.0
TCGA-B8-4621-01A
0 years, male, black or african american, stage:Stage I, alive, 788 days
100.3
TCGA-B0-4817-01A
0 years, male, white, stage:Stage III, dead, 1019 days
100.0
TCGA-DV-5568-01A
0 years, male, white, stage:Stage I, alive, 370 days
99.8
TCGA-CJ-6027-01A
0 years, male, white, stage:Stage I, dead, 3615 days
99.1
TCGA-A3-3351-01A
0 years, male, white, stage:Stage II, alive, 910 days
99.1
TCGA-B0-4843-01A
0 years, male, white, stage:Stage III, dead, 320 days
98.4
TCGA-B2-5641-01A
0 years, male, white, stage:Stage I, alive, 656 days
98.2
TCGA-CW-5591-01A
0 years, male, white, stage:Stage IV, alive, 2271 days
97.9
TCGA-CJ-6031-01A
0 years, male, white, stage:Stage I, alive, 1906 days
97.5
TCGA-CJ-4882-01A
0 years, male, black or african american, stage:Stage III, alive, 1883 days
97.5
TCGA-B2-3924-01A
0 years, male, white, stage:Stage I, alive, 1092 days
97.5
TCGA-BP-4959-01A
0 years, male, white, stage:Stage I, alive, 2660 days
97.3
TCGA-BP-4977-01A
0 years, male, white, stage:Stage I, alive, 454 days
96.8
TCGA-B2-A4SR-01A
0 years, male, black or african american, stage:Stage II, alive, 507 days
96.5
TCGA-BP-4991-01A
0 years, male, white, stage:Stage I, alive, 1413 days
94.3
TCGA-CJ-4895-01A
0 years, male, white, stage:Stage IV, dead, 1200 days
94.2
TCGA-CJ-5676-01A
0 years, male, white, stage:Stage III, alive, 4067 days
94.1
TCGA-DV-5575-01A
0 years, female, white, stage:Stage I, alive, 1729 days
94.0
TCGA-CJ-4868-01A
0 years, male, white, stage:Stage IV, dead, 646 days
93.2
TCGA-CZ-4865-01A
0 years, female, white, stage:Stage I, dead, 166 days
92.7
TCGA-BP-4797-01A
0 years, male, white, stage:Stage III, alive, 1107 days
92.0
TCGA-3Z-A93Z-01A
0 years, male, black or african american, stage:Stage I, alive, 385 days
91.5
TCGA-B0-5702-01A
0 years, male, white, stage:Stage I, alive, 2172 days
90.8
TCGA-CZ-5470-01A
0 years, female, stage:Stage II, alive, 386 days
90.4
TCGA-BP-4769-01A
0 years, male, white, stage:Stage I, alive, 1876 days
90.3
TCGA-CZ-5467-01A
0 years, female, white, stage:Stage III, dead, 73 days
89.6
TCGA-CZ-5456-01A
0 years, male, white, stage:Stage II, alive, 2422 days
89.0
TCGA-B0-5097-01A
0 years, female, white, stage:Stage III, alive, 665 days
88.0
TCGA-CJ-4873-01A
0 years, female, white, stage:Stage III, alive, 1776 days
87.0
TCGA-CZ-4866-01A
0 years, female, white, stage:Stage I, alive, 3267 days
86.2
TCGA-B0-5709-01A
0 years, female, white, stage:Stage III, alive, 3974 days
85.8
TCGA-CJ-4901-01A
0 years, male, white, stage:Stage III, alive, 1450 days
85.7
TCGA-CW-5581-01A
0 years, male, white, stage:Stage I, alive, 2799 days
85.2
TCGA-BP-5177-01A
0 years, female, white, stage:Stage I, alive, 293 days
84.9
TCGA-CJ-4902-01A
0 years, male, white, stage:Stage III, alive, 1520 days
83.1
TCGA-BP-5170-01A
0 years, male, white, stage:Stage I, alive, 2412 days
81.8
TCGA-BP-4790-01A
0 years, male, white, stage:Stage I, dead, 1111 days
81.6
TCGA-B0-5107-01A
0 years, female, white, stage:Stage IV, dead, 927 days
81.3
TCGA-BP-5199-01A
0 years, male, white, stage:Stage II, alive, 1355 days
80.9
TCGA-B8-5546-01A
0 years, female, black or african american, stage:Stage I, alive, 505 days
80.4
TCGA-BP-4338-01A
0 years, male, white, stage:Stage I, alive, 2859 days
79.8
TCGA-B0-4819-01A
0 years, female, white, stage:Stage IV, dead, 183 days
79.4
TCGA-BP-4775-01A
0 years, female, white, stage:Stage I, alive, 1843 days
79.1
TCGA-CZ-5988-01A
0 years, male, white, stage:Stage I, alive, 693 days
77.7
TCGA-B0-5077-01A
0 years, male, white, stage:Stage I, dead, 1317 days
77.5
TCGA-CJ-4916-01A
0 years, female, white, stage:Stage III, alive, 1373 days
77.0
TCGA-B0-4815-01A
0 years, male, white, stage:Stage III, dead, 1588 days
76.5
TCGA-BP-4971-01A
0 years, male, white, stage:Stage III, alive, 1487 days
76.3
TCGA-CZ-5452-01A
0 years, male, white, stage:Stage II, alive, 1789 days
76.3
TCGA-BP-4970-01A
0 years, male, asian, stage:Stage III, alive, 433 days
75.9
TCGA-BP-5182-01A
0 years, male, white, stage:Stage I, alive, 1165 days
75.9
TCGA-B0-4838-01A
0 years, female, white, stage:Stage I, dead, 834 days
75.5
TCGA-A3-3349-01A
0 years, female, white, stage:Stage I, alive, 1385 days
75.2
TCGA-CJ-5677-01A
0 years, female, white, stage:Stage IV, dead, 782 days
73.2
TCGA-CW-5587-01A
0 years, female, white, stage:Stage III, alive, 2226 days
73.2
TCGA-BP-4325-01A
0 years, female, white, stage:Stage I, alive, 2964 days
73.1
TCGA-BP-4986-01A
0 years, male, white, stage:Stage I, alive, 785 days
72.1
TCGA-CJ-4884-01A
0 years, female, white, stage:Stage III, alive, 1759 days
72.0
TCGA-CZ-4864-01A
0 years, male, white, stage:Stage II, dead, 1315 days
71.6
TCGA-BP-5010-01A
0 years, male, white, stage:Stage III, dead, 878 days
71.4
TCGA-B0-5400-01A
0 years, female, white, stage:Stage III, alive, 1733 days
71.2
TCGA-CJ-4881-01A
0 years, male, white, stage:Stage III, alive, 2014 days
71.1
TCGA-BP-4161-01A
0 years, male, white, stage:Stage I, alive, 2746 days
70.7
TCGA-A3-A6NN-01A
0 years, male, black or african american, stage:Stage I, alive, 3 days
70.5
TCGA-B0-5088-01A
0 years, male, white, stage:Stage I, dead, 563 days
70.2
TCGA-B0-4839-01A
0 years, female, white, stage:Stage I, dead, 1639 days
69.6
TCGA-BP-4804-01A
0 years, male, white, stage:Stage I, alive, 1459 days
68.6
TCGA-CJ-6030-01A
0 years, male, white, stage:Stage I, dead, 2299 days
67.9
TCGA-BP-4762-01A
0 years, male, white, stage:Stage I, dead, 1343 days
67.7
TCGA-BP-5173-01A
0 years, male, white, stage:Stage I, dead, 62 days
67.6
TCGA-B8-5163-01A
0 years, female, white, stage:Stage III, alive, 822 days
67.6
TCGA-CJ-4886-01A
0 years, female, white, stage:Stage I, alive, 1952 days
67.4
TCGA-A3-3347-01A
0 years, female, white, stage:Stage III, dead, 1610 days
67.3
TCGA-BP-4351-01A
0 years, female, white, stage:Stage III, alive, 970 days
67.3
TCGA-BP-5175-01A
0 years, male, white, stage:Stage I, alive, 932 days
66.8
TCGA-B8-A8YJ-01A
0 years, female, black or african american, stage:Stage I, alive, 431 days
66.4
TCGA-DV-5576-01A
0 years, female, black or african american, stage:Stage I, dead, 727 days
66.3
TCGA-AK-3456-01A
0 years, male, black or african american, stage:Stage II, alive, 1143 days
66.3
TCGA-BP-4349-01A
0 years, female, white, stage:Stage I, alive, 372 days
66.0
TCGA-B8-A54D-01A
0 years, male, black or african american, stage:Stage III, alive, 830 days
65.8
TCGA-BP-4760-01A
0 years, male, black or african american, stage:Stage I, alive, 2361 days
65.6
TCGA-BP-4976-01A
0 years, male, white, stage:Stage I, alive, 1632 days
65.3
TCGA-BP-4993-01A
0 years, male, white, stage:Stage I, alive, 177 days
65.2
TCGA-BP-4763-01A
0 years, female, white, stage:Stage I, dead, 1270 days
63.6
TCGA-BP-4177-01A
0 years, male, white, stage:Stage I, alive, 1670 days
63.5
TCGA-BP-5178-01A
0 years, male, white, stage:Stage IV, dead, 1912 days
63.4
TCGA-CW-5590-01A
0 years, male, white, stage:Stage IV, dead, 1075 days
62.7
TCGA-BP-4803-01A
0 years, male, white, stage:Stage III, alive, 204 days
62.5
TCGA-CJ-4644-01A
0 years, female, white, stage:Stage IV, dead, 336 days
62.4
TCGA-CJ-5684-01A
0 years, male, white, stage:Stage III, alive, 2231 days
62.0
TCGA-CZ-4857-01A
0 years, male, white, stage:Stage IV, dead, 1432 days
61.9
TCGA-B0-5108-01A
0 years, male, white, stage:Stage III, alive, 1782 days
61.8
TCGA-B0-5706-01A
0 years, male, white, stage:Stage II, alive, 3205 days
61.5
TCGA-BP-4332-01A
0 years, male, white, stage:Stage III, alive, 1133 days
61.5
TCGA-BP-5195-01A
0 years, male, white, stage:Stage I, alive, 749 days
61.2
TCGA-BP-4761-01A
0 years, male, white, stage:Stage III, alive, 182 days
60.4
TCGA-B0-5102-01A
0 years, female, white, stage:Stage I, dead, 2764 days
60.1
TCGA-BP-4164-01A
0 years, female, white, stage:Stage III, dead, 992 days
59.4
TCGA-BP-4166-01A
0 years, male, white, stage:Stage III, alive, 13 days
59.3
TCGA-A3-3358-01A
0 years, female, white, stage:Stage I, alive, 1307 days
58.3
TCGA-AK-3429-01A
0 years, female, white, stage:Stage II, alive, 3328 days
57.7
TCGA-CJ-4890-01A
0 years, male, white, stage:Stage IV, alive, 3519 days
57.5
TCGA-BP-4170-01A
0 years, female, white, stage:Stage I, dead, 2343 days
57.5
TCGA-DV-5569-01A
0 years, female, white, stage:Stage I, alive, 355 days
57.1
TCGA-A3-3363-01A
0 years, male, asian, stage:Stage II, alive, 319 days
56.8
TCGA-CJ-4893-01A
0 years, female, white, stage:Stage I, alive, 750 days
56.5
TCGA-B2-5636-01A
0 years, male, white, stage:Stage I, alive, 919 days
56.3
TCGA-CJ-4908-01A
0 years, male, white, stage:Stage I, alive, 1531 days
55.9
TCGA-CZ-5982-01A
0 years, female, white, stage:Stage I, alive, 2439 days
55.0
TCGA-BP-5189-01A
0 years, male, white, stage:Stage I, dead, 822 days
54.9
TCGA-B0-5710-01A
0 years, male, white, stage:Stage I, alive, 2430 days
54.0
TCGA-DV-A4VX-01A
0 years, male, black or african american, stage:Stage IV, dead, 1626 days
53.7
TCGA-A3-3376-01A
0 years, male, black or african american, stage:Stage I, dead, 1696 days
53.6
TCGA-CJ-4897-01A
0 years, female, white, stage:Stage III, alive, 3341 days
52.7
TCGA-CJ-4899-01A
0 years, male, asian, stage:Stage I, alive, 1528 days
52.6
TCGA-CW-5588-01A
0 years, female, white, stage:Stage I, alive, 2017 days
52.5
TCGA-B2-4098-01A
0 years, female, black or african american, stage:Stage I, dead, 51 days
52.2
TCGA-CZ-5465-01A
0 years, female, stage:Stage III, dead, 2564 days
52.1
TCGA-CJ-4904-01A
0 years, female, white, stage:Stage IV, alive, 3302 days
52.0
TCGA-BP-5168-01A
0 years, male, white, stage:Stage I, dead, 1463 days
51.5
TCGA-A3-3323-01A
0 years, male, white, stage:Stage I, alive, 1106 days
51.3
TCGA-CZ-5984-01A
0 years, male, white, stage:Stage I, alive, 2067 days
50.6
TCGA-AK-3434-01A
0 years, male, white, stage:Stage I, alive, 2087 days
50.4
TCGA-CJ-4875-01A
0 years, male, white, stage:Stage IV, dead, 3554 days
49.4
TCGA-B8-5549-01A
0 years, male, white, stage:Stage I, alive, 194 days
48.7
TCGA-AK-3451-01A
0 years, male, white, stage:Stage II, alive, 2868 days
48.3
TCGA-BP-4758-01A
0 years, male, white, stage:Stage I, alive, 2208 days
48.2
TCGA-BP-4807-01A
0 years, male, white, stage:Stage I, alive, 211 days
47.6
TCGA-BP-4787-01A
0 years, female, white, stage:Stage IV, dead, 480 days
47.6
TCGA-DV-A4W0-01A
0 years, male, black or african american, stage:Stage I, alive, 2470 days
47.5
TCGA-B0-5083-01A
0 years, male, white, stage:Stage I, dead, 1045 days
47.4
TCGA-BP-4330-01A
0 years, female, black or african american, stage:Stage III, alive, 1888 days
47.1
TCGA-BP-5004-01A
0 years, male, white, stage:Stage I, alive, 1126 days
47.0
TCGA-BP-4774-01A
0 years, female, white, stage:Stage I, alive, 1885 days
46.5
TCGA-BP-4340-01A
0 years, female, white, stage:Stage I, dead, 562 days
46.1
TCGA-A3-3357-01A
0 years, male, white, stage:Stage II, alive, 2688 days
46.0
TCGA-B8-5164-01A
0 years, male, white, stage:Stage III, alive, 26 days
45.8
TCGA-CZ-4863-01A
0 years, female, white, stage:Stage III, alive, 1928 days
45.5
TCGA-AK-3454-01A
0 years, male, white, stage:Stage I, alive, 874 days
45.5
TCGA-A3-A6NI-01A
0 years, male, black or african american, stage:Stage I, alive, 1018 days
45.4
TCGA-BP-4759-01A
0 years, male, white, stage:Stage I, alive, 2372 days
45.2
TCGA-CJ-5672-01A
0 years, male, white, stage:Stage I, dead, 1972 days
45.1
TCGA-BP-4989-01A
0 years, male, white, stage:Stage III, alive, 118 days
44.8
TCGA-CZ-5460-01A
0 years, male, white, stage:Stage IV, alive, 2873 days
44.7
TCGA-CJ-5686-01A
0 years, female, white, stage:Stage I, alive, 2038 days
44.6
TCGA-BP-4343-01A
0 years, male, white, stage:Stage III, dead, 1912 days
44.4
TCGA-BP-5200-01A
0 years, male, white, stage:Stage II, alive, 1063 days
44.3
TCGA-AK-3431-01A
0 years, female, white, stage:Stage II, dead, 2241 days
43.8
TCGA-BP-4963-01A
0 years, male, white, stage:Stage I, alive, 1834 days
43.6
TCGA-B0-4823-01A
0 years, male, white, stage:Stage I, dead, 454 days
43.5
TCGA-A3-3308-01A
0 years, female, white, stage:Stage III, alive, 16 days
43.5
TCGA-MM-A563-01A
0 years, male, black or african american, stage:'--, alive, 591 days
43.3
TCGA-BP-5008-01A
0 years, male, white, stage:Stage I, alive, 1071 days
42.9
TCGA-BP-5184-01A
0 years, male, white, stage:Stage I, alive, 1133 days
42.6
TCGA-DV-5574-01A
0 years, male, white, stage:Stage I, alive, 2016 days
42.4
TCGA-BP-4167-01A
0 years, male, white, stage:Stage III, alive, 2718 days
41.7
TCGA-BP-5000-01A
0 years, male, white, stage:Stage I, alive, 563 days
41.7
TCGA-B0-5691-01A
0 years, female, white, stage:Stage I, alive, 3431 days
41.3
TCGA-BP-4765-01A
0 years, male, white, stage:Stage I, alive, 2184 days
41.2
TCGA-BP-4960-01A
0 years, male, white, stage:Stage II, alive, 2172 days
41.1
TCGA-B4-5834-01A
0 years, male, white, stage:Stage I, alive, 38 days
41.0
TCGA-CZ-4859-01A
0 years, female, white, stage:Stage I, alive, 1787 days
40.0
TCGA-B0-4701-01A
0 years, female, white, stage:Stage IV, dead, 238 days
39.6
TCGA-BP-4974-01A
0 years, male, white, stage:Stage IV, dead, 211 days
39.4
TCGA-BP-5198-01A
0 years, male, white, stage:Stage III, alive, 603 days
39.2
TCGA-BP-4961-01A
0 years, male, white, stage:Stage I, alive, 1935 days
38.6
TCGA-B0-5081-01A
0 years, female, white, stage:Stage III, dead, 362 days
38.2
TCGA-B0-5109-01A
0 years, male, white, stage:Stage III, dead, 587 days
37.6
TCGA-B8-5553-01A
0 years, female, white, stage:Stage I, alive, 435 days
37.0
TCGA-BP-5009-01A
0 years, male, white, stage:Stage I, dead, 1092 days
37.0
TCGA-B4-5843-01A
0 years, male, white, stage:Stage I, alive, 11 days
36.9
TCGA-CJ-4639-01A
0 years, female, white, stage:Stage II, alive, 3229 days
36.8
TCGA-A3-3311-01A
0 years, male, stage:Stage I, dead, 1191 days
36.6
TCGA-BP-5001-01A
0 years, female, white, stage:Stage I, alive, 1177 days
36.6
TCGA-B8-4148-01A
0 years, female, white, stage:Stage I, alive, 1520 days
36.5
TCGA-CZ-5462-01A
0 years, male, white, stage:Stage IV, dead, 311 days
36.2
TCGA-BP-4982-01A
0 years, male, white, stage:Stage I, alive, 1014 days
35.9
TCGA-AK-3455-01A
0 years, female, white, stage:Stage III, dead, 683 days
35.9
TCGA-BP-4782-01A
0 years, female, white, stage:Stage I, alive, 354 days
35.8
TCGA-B0-5094-01A
0 years, male, white, stage:Stage IV, dead, 333 days
35.6
TCGA-G6-A8L7-01A
0 years, female, black or african american, stage:Stage I, alive, 2133 days
35.0
TCGA-B0-4828-01A
0 years, male, white, stage:Stage IV, dead, 307 days
35.0
TCGA-BP-4331-01A
0 years, male, white, stage:Stage I, dead, 2454 days
34.9
TCGA-B0-4822-01A
0 years, male, white, stage:Stage II, dead, 1111 days
34.8
TCGA-BP-5007-01A
0 years, male, white, stage:Stage II, alive, 1140 days
34.0
TCGA-A3-3313-01A
0 years, male, black or african american, stage:Stage I, dead, 735 days
33.8
TCGA-CW-5583-01A
0 years, female, white, stage:Stage I, alive, 2489 days
33.6
TCGA-B0-4852-01A
0 years, female, white, stage:Stage II, dead, 1121 days
33.2
TCGA-B0-5695-01A
0 years, female, white, stage:Stage I, alive, 2150 days
32.9
TCGA-CZ-5463-01A
0 years, male, white, stage:Stage II, alive, 662 days
32.4
TCGA-B8-5165-01A
0 years, male, white, stage:Stage I, alive, 737 days
32.1
TCGA-B2-5635-01A
0 years, male, white, stage:Stage I, alive, 755 days
32.1
TCGA-B0-4718-01A
0 years, male, white, stage:Stage III, alive, 1778 days
31.8
TCGA-A3-A8CQ-01A
0 years, female, black or african american, stage:Stage I, alive, 3 days
31.7
TCGA-CW-5584-01A
0 years, male, white, stage:Stage III, dead, 164 days
31.6
TCGA-B0-5690-01A
0 years, female, white, stage:Stage I, alive, 3392 days
31.6
TCGA-B8-5162-01A
0 years, male, white, stage:Stage II, alive, 36 days
31.5
TCGA-BP-4176-01A
0 years, male, white, stage:Stage I, alive, 1955 days
31.5
TCGA-B0-4697-01A
0 years, female, white, stage:Stage IV, dead, 578 days
31.4
TCGA-DV-5566-01A
0 years, female, white, stage:Stage I, alive, 1398 days
31.4
TCGA-CW-5589-01A
0 years, male, white, stage:Stage I, alive, 2378 days
31.1
TCGA-BP-4967-01A
0 years, male, white, stage:Stage III, alive, 205 days
30.9
TCGA-CZ-5466-01A
0 years, male, stage:Stage III, alive, 685 days
30.6
TCGA-BP-4965-01A
0 years, male, white, stage:Stage I, alive, 1871 days
30.3
TCGA-6D-AA2E-01A
0 years, female, black or african american, stage:Stage I, alive, 362 days
30.2
TCGA-CJ-5683-01A
0 years, male, white, stage:Stage I, alive, 1889 days
29.7
TCGA-CZ-5987-01A
0 years, male, white, stage:Stage IV, dead, 445 days
29.5
TCGA-B8-4622-01A
0 years, male, white, stage:Stage IV, alive, 1525 days
29.4
TCGA-BP-4162-01A
0 years, female, white, stage:Stage I, alive, 3074 days
29.0
TCGA-B4-5377-01A
0 years, female, white, stage:Stage IV, alive, 365 days
28.8
TCGA-BP-4326-01A
0 years, female, white, stage:Stage I, dead, 1625 days
28.6
TCGA-BP-4968-01A
0 years, male, white, stage:Stage I, alive, 1746 days
28.5
TCGA-B8-A7U6-01A
0 years, female, black or african american, stage:Stage I, alive, 495 days
28.5
TCGA-B0-5812-01A
0 years, male, white, stage:Stage I, alive, 3834 days
28.4
TCGA-B0-5698-01A
0 years, male, black or african american, stage:Stage I, alive, 3631 days
28.4
TCGA-BP-4789-01A
0 years, male, white, stage:Stage I, alive, 1489 days
28.4
TCGA-B0-4706-01A
0 years, male, white, stage:Stage III, dead, 65 days
28.0
TCGA-CJ-4905-01A
0 years, female, white, stage:Stage I, alive, 1496 days
28.0
TCGA-CJ-5675-01A
0 years, male, white, stage:Stage II, alive, 3936 days
27.8
TCGA-CJ-6033-01A
0 years, female, white, stage:Stage IV, dead, 224 days
27.8
TCGA-CJ-4872-01A
0 years, male, white, stage:Stage I, alive, 1435 days
27.3
TCGA-B2-5633-01A
0 years, male, white, stage:Stage I, alive, 963 days
27.3
TCGA-BP-4992-01A
0 years, male, white, stage:Stage I, alive, 501 days
27.1
TCGA-BP-5186-01A
0 years, female, white, stage:Stage I, alive, 693 days
26.3
TCGA-B2-4101-01A
0 years, male, white, stage:Stage II, alive, 648 days
26.3
TCGA-CJ-4635-01A
0 years, male, white, stage:Stage I, alive, 1416 days
26.1
TCGA-BP-5190-01A
0 years, male, white, stage:Stage I, alive, 1011 days
26.0
TCGA-CZ-4854-01A
0 years, male, white, stage:Stage I, dead, 1404 days
25.8
TCGA-B0-4846-01A
0 years, male, white, stage:Stage IV, dead, 1200 days
25.8
TCGA-CZ-4856-01A
0 years, female, white, stage:Stage I, alive, 18 days
25.6
TCGA-A3-A6NL-01A
0 years, female, black or african american, stage:Stage I, alive, 689 days
25.6
TCGA-EU-5904-01A
0 years, female, white, stage:Stage I, alive, 551 days
25.6
TCGA-BP-4342-01A
0 years, male, white, stage:Stage II, dead, 2256 days
25.6
TCGA-AK-3461-01A
0 years, male, white, stage:Stage I, alive, 2217 days
25.1
TCGA-CJ-5682-01A
0 years, male, white, stage:Stage IV, alive, 3736 days
25.0
TCGA-CJ-4874-01A
0 years, female, white, stage:Stage I, alive, 2283 days
24.6
TCGA-BP-4160-01A
0 years, male, white, stage:Stage III, alive, 2881 days
24.5
TCGA-BP-4344-01A
0 years, female, white, stage:Stage I, alive, 1666 days
24.4
TCGA-A3-3328-01A
0 years, male, white, stage:Stage I, alive, 1385 days
24.4
TCGA-A3-3370-01A
0 years, female, white, stage:Stage I, alive, 2274 days
24.4
TCGA-BP-4777-01A
0 years, male, white, stage:Stage I, alive, 1731 days
24.2
TCGA-A3-3383-01A
0 years, male, white, stage:Stage I, alive, 861 days
23.9
TCGA-DV-5565-01A
0 years, male, white, stage:Stage I, alive, 1329 days
23.6
TCGA-BP-4801-01A
0 years, male, white, stage:Stage I, alive, 1124 days
23.4
TCGA-B0-4836-01A
0 years, male, white, stage:Stage IV, dead, 1238 days
23.3
TCGA-MW-A4EC-01A
0 years, female, black or african american, stage:Stage I, alive, 498 days
23.2
TCGA-B0-5696-01A
0 years, male, white, stage:Stage III, alive, 2609 days
22.8
TCGA-BP-5191-01A
0 years, male, white, stage:Stage III, alive, 967 days
22.6
TCGA-B0-4844-01A
0 years, male, white, stage:Stage IV, dead, 313 days
22.6
TCGA-CJ-4892-01A
0 years, female, white, stage:Stage I, alive, 1521 days
22.5
TCGA-G6-A8L6-01A
0 years, male, black or african american, stage:Stage IV, dead, 313 days
22.4
TCGA-AK-3428-01A
0 years, male, white, stage:Stage III, alive, 3728 days
22.4
TCGA-B0-5701-01A
0 years, male, white, stage:Stage III, alive, 2461 days
22.4
TCGA-EU-5906-01A
0 years, male, white, stage:Stage I, alive, 206 days
22.4
TCGA-B0-4693-01A
0 years, female, white, stage:Stage III, dead, 77 days
22.2
TCGA-BP-4987-01A
0 years, female, asian, stage:Stage I, alive, 1124 days
22.2
TCGA-CJ-4634-01A
0 years, female, white, stage:Stage I, alive, 3498 days
21.6
TCGA-CJ-5679-01A
0 years, male, white, stage:Stage III, dead, 679 days
21.4
TCGA-BP-4353-01A
0 years, male, white, stage:Stage I, dead, 375 days
21.4
TCGA-B2-5639-01A
0 years, male, white, stage:Stage IV, dead, 1003 days
21.2
TCGA-BP-5187-01A
0 years, male, white, stage:Stage I, alive, 406 days
21.1
TCGA-CJ-6028-01A
0 years, male, white, stage:Stage IV, dead, 1625 days
20.9
TCGA-B0-5703-01A
0 years, male, white, stage:Stage I, alive, 2246 days
20.5
TCGA-B0-4833-01A
0 years, female, white, stage:Stage I, dead, 2386 days
20.3
TCGA-A3-3362-01A
0 years, female, white, stage:Stage I, alive, 1559 days
20.0
TCGA-BP-4355-01A
0 years, female, white, stage:Stage III, dead, 953 days
19.8
TCGA-B0-5099-01A
0 years, female, white, stage:Stage III, dead, 485 days
19.7
TCGA-B0-5700-01A
0 years, male, white, stage:Stage I, alive, 1790 days
19.6
TCGA-BP-4973-01A
0 years, male, white, stage:Stage III, alive, 1384 days
19.3
TCGA-BP-4776-01A
0 years, male, white, stage:Stage I, alive, 411 days
19.2
TCGA-CW-5585-01A
0 years, male, white, stage:Stage IV, alive, 2609 days
19.0
TCGA-BP-5192-01A
0 years, male, white, stage:Stage I, alive, 714 days
18.9
TCGA-B0-4841-01A
0 years, male, white, stage:Stage IV, dead, 204 days
18.9
TCGA-BP-4174-01A
0 years, male, white, stage:Stage II, alive, 1879 days
18.9
TCGA-CZ-5451-01A
0 years, male, white, stage:Stage II, alive, 1929 days
18.7
TCGA-BP-5169-01A
0 years, male, white, stage:Stage I, alive, 193 days
18.7
TCGA-BP-4972-01A
0 years, female, white, stage:Stage III, alive, 1502 days
18.3
TCGA-AK-3453-01A
0 years, female, white, stage:Stage II, alive, 2531 days
17.4
TCGA-A3-3380-01A
0 years, male, stage:Stage I, alive, 567 days
17.4
TCGA-CW-5580-01A
0 years, female, white, stage:Stage IV, dead, 1964 days
17.4
TCGA-A3-3365-01A
0 years, male, white, stage:Stage I, alive, 873 days
17.2
TCGA-B0-5120-01A
0 years, female, white, stage:Stage I, alive, 1169 days
17.2
TCGA-CJ-4887-01A
0 years, male, white, stage:Stage IV, dead, 932 days
16.9
TCGA-B0-4811-01A
0 years, male, white, stage:Stage III, dead, 1417 days
16.9
TCGA-A3-A8OV-01A
0 years, male, black or african american, stage:Stage I, alive, 340 days
16.9
TCGA-A3-A6NJ-01A
0 years, female, black or african american, stage:Stage I, alive, 468 days
16.6
TCGA-A3-3382-01A
0 years, male, white, stage:Stage I, alive, 574 days
16.6
TCGA-B0-5693-01A
0 years, female, white, stage:Stage I, alive, 4074 days
16.4
TCGA-CZ-4853-01A
0 years, male, white, stage:Stage I, alive, 774 days
16.3
TCGA-G6-A8L8-01A
0 years, female, black or african american, stage:Stage I, dead, 1091 days
16.3
TCGA-BP-4347-01A
0 years, male, white, stage:Stage III, alive, 1367 days
16.2
TCGA-A3-3316-01A
0 years, male, white, stage:Stage II, alive, 1493 days
16.1
TCGA-A3-3372-01A
0 years, male, white, stage:Stage III, alive, 735 days
15.9
TCGA-A3-3359-01A
0 years, female, white, stage:Stage I, alive, 2504 days
15.9
TCGA-B0-4824-01A
0 years, female, white, stage:Stage I, dead, 1657 days
15.7
TCGA-B8-4619-01A
0 years, male, white, stage:Stage I, alive, 523 days
15.5
TCGA-BP-4165-01A
0 years, female, white, stage:Stage I, alive, 3037 days
15.5
TCGA-B0-4814-01A
0 years, male, white, stage:Stage IV, dead, 168 days
15.5
TCGA-BP-4799-01A
0 years, male, white, stage:Stage III, dead, 1133 days
15.4
TCGA-B2-4099-01A
0 years, male, white, stage:Stage I, alive, 972 days
15.3
TCGA-B0-5110-01A
0 years, female, white, stage:Stage I, alive, 2009 days
15.3
TCGA-BP-4999-01A
0 years, male, white, stage:Stage I, alive, 1266 days
15.2
TCGA-BP-5202-01A
0 years, male, white, stage:Stage III, alive, 29 days
15.2
TCGA-A3-A8OW-01A
0 years, male, black or african american, stage:Stage III, alive, 323 days
15.2
TCGA-B0-4945-01A
0 years, female, white, stage:Stage I, dead, 2145 days
15.2
TCGA-B8-4151-01A
0 years, female, white, stage:Stage III, alive, 1299 days
15.1
TCGA-BP-4335-01A
0 years, female, white, stage:Stage IV, dead, 475 days
15.0
TCGA-B8-A54I-01A
0 years, male, black or african american, stage:Stage I, alive, 150 days
14.9
TCGA-BP-5194-01A
0 years, male, white, stage:Stage I, alive, 408 days
14.8
TCGA-BP-5176-01A
0 years, female, white, stage:Stage I, dead, 1590 days
14.8
TCGA-B0-5713-01A
0 years, female, white, stage:Stage III, alive, 2782 days
14.7
TCGA-BP-4159-01A
0 years, male, white, stage:Stage I, dead, 2601 days
14.7
TCGA-CZ-5455-01A
0 years, male, white, stage:Stage IV, dead, 561 days
14.5
TCGA-BP-5006-01A
0 years, male, white, stage:Stage I, alive, 840 days
14.5
TCGA-B0-5113-01A
0 years, female, white, stage:Stage III, alive, 1175 days
14.5
TCGA-B0-4818-01A
0 years, female, white, stage:Stage II, dead, 510 days
14.3
TCGA-B8-A54E-01A
0 years, female, black or african american, stage:Stage I, alive, 909 days
14.2
TCGA-EU-5907-01A
0 years, male, white, stage:Stage III, alive, 127 days
14.1
TCGA-B8-A54J-01A
0 years, male, black or african american, stage:Stage II, alive, 528 days
14.1
TCGA-BP-5181-01A
0 years, female, white, stage:Stage I, alive, 1495 days
14.0
TCGA-B2-4102-01A
0 years, male, white, stage:Stage I, alive, 952 days
13.4
TCGA-B0-4714-01A
0 years, male, white, stage:Stage IV, dead, 99 days
13.3
TCGA-B0-5711-01A
0 years, male, white, stage:Stage III, alive, 3989 days
13.2
TCGA-T7-A92I-01A
0 years, female, black or african american, stage:Stage I, alive, 356 days
13.0
TCGA-A3-3307-01A
0 years, male, stage:Stage III, alive, 1436 days
12.9
TCGA-BP-4766-01A
0 years, female, white, stage:Stage I, alive, 1462 days
12.9
TCGA-CJ-6032-01A
0 years, female, white, stage:Stage II, alive, 3639 days
12.9
TCGA-B4-5832-01A
0 years, male, white, stage:Stage III, alive, 155 days
12.8
TCGA-BP-4975-01A
0 years, male, white, stage:Stage I, alive, 1433 days
12.5
TCGA-B8-A54H-01A
0 years, female, black or african american, stage:Stage II, alive, 256 days
12.4
TCGA-B0-4845-01A
0 years, male, white, stage:Stage IV, dead, 1986 days
12.3
TCGA-AK-3436-01A
0 years, male, white, stage:Stage IV, alive, 3331 days
12.0
TCGA-AK-3460-01A
0 years, male, white, stage:Stage I, alive, 2508 days
11.9
TCGA-B0-4816-01A
0 years, male, white, stage:Stage II, dead, 1371 days
11.8
TCGA-CW-6093-01A
0 years, male, white, stage:Stage I, alive, 3146 days
11.8
TCGA-GK-A6C7-01A
0 years, female, black or african american, stage:Stage I, alive, 61 days
11.8
TCGA-BP-4995-01A
0 years, male, white, stage:Stage I, alive, 1371 days
11.7
TCGA-B0-5119-01A
0 years, female, white, stage:Stage I, alive, 1552 days
11.6
TCGA-CZ-5458-01A
0 years, male, white, stage:Stage III, alive, 2789 days
11.4
TCGA-BP-4329-01A
0 years, male, white, stage:Stage III, dead, 845 days
11.3
TCGA-BP-5201-01A
0 years, male, white, stage:Stage IV, alive, 951 days
11.2
TCGA-A3-3331-01A
0 years, female, white, stage:Stage I, alive, 1257 days
11.2
TCGA-B0-5402-01A
0 years, male, white, stage:Stage IV, alive, 1290 days
11.1
TCGA-BP-4334-01A
0 years, male, white, stage:Stage III, dead, 645 days
11.0
TCGA-CJ-4643-01A
0 years, female, white, stage:Stage II, alive, 1793 days
11.0
TCGA-B8-4154-01A
0 years, female, white, stage:Stage I, alive, 1380 days
10.9
TCGA-A3-3325-01A
0 years, male, white, stage:Stage I, dead, 1170 days
10.8
TCGA-CJ-4903-01A
0 years, male, white, stage:Stage I, alive, 1560 days
10.8
TCGA-A3-3374-01A
0 years, female, black or african american, stage:Stage I, alive, 1314 days
10.7
TCGA-A3-3352-01A
0 years, male, white, stage:Stage III, dead, 561 days
10.6
TCGA-B0-5085-01A
0 years, female, white, stage:Stage III, dead, 770 days
10.5
TCGA-BP-4341-01A
0 years, male, white, stage:Stage III, dead, 1589 days
10.4
TCGA-AK-3440-01A
0 years, male, white, stage:Stage I, alive, 2865 days
10.4
TCGA-CZ-5457-01A
0 years, male, white, stage:Stage III, alive, 2754 days
10.2
TCGA-CW-6088-01A
0 years, male, white, stage:Stage I, alive, 3222 days
9.8
TCGA-A3-3320-01A
0 years, female, white, stage:Stage I, alive, 1508 days
9.4
TCGA-BP-4158-01A
0 years, male, white, stage:Stage I, alive, 3377 days
9.4
TCGA-B0-5705-01A
0 years, female, white, stage:Stage I, alive, 4537 days
9.4
TCGA-B4-5844-01A
0 years, female, white, stage:Stage II, alive, 7 days
9.4
TCGA-B4-5835-01A
0 years, female, white, stage:Stage I, alive, 16 days
9.3
TCGA-B0-5117-01A
0 years, male, white, stage:Stage I, alive, 1608 days
9.2
TCGA-A3-3324-01A
0 years, male, white, stage:Stage I, alive, 1186 days
9.2
TCGA-AS-3777-01A
0 years, male, white, stage:Stage I, alive, 1238 days
9.1
TCGA-BP-4994-01A
0 years, male, white, stage:Stage I, alive, 1308 days
9.0
TCGA-B8-5158-01A
0 years, male, white, stage:Stage III, alive, 1218 days
9.0
TCGA-A3-3373-01A
0 years, female, white, stage:Stage I, alive, 1621 days
9.0
TCGA-BP-5183-01A
0 years, male, white, stage:Stage III, alive, 1291 days
8.8
TCGA-AK-3458-01A
0 years, male, white, stage:Stage I, alive, 1168 days
8.7
TCGA-BP-5180-01A
0 years, male, white, stage:Stage I, alive, 2263 days
8.7
TCGA-A3-3326-01A
0 years, male, white, stage:Stage I, alive, 1137 days
8.7
TCGA-CZ-5453-01A
0 years, male, white, stage:Stage II, dead, 2419 days
8.3
TCGA-BP-5185-01A
0 years, male, white, stage:Stage I, alive, 1132 days
8.3
TCGA-B0-5121-01A
0 years, male, white, stage:Stage I, alive, 1485 days
7.9
TCGA-AK-3465-01A
0 years, female, black or african american, stage:Stage I, alive, 369 days
7.8
TCGA-B0-4847-01A
0 years, male, white, stage:Stage IV, dead, 793 days
7.6
TCGA-B0-5399-01A
0 years, male, white, stage:Stage I, alive, 1411 days
7.6
TCGA-B0-5694-01A
0 years, male, white, stage:Stage III, dead, 480 days
7.6
TCGA-A3-3343-01A
0 years, male, white, stage:Stage II, alive, 945 days
7.4
TCGA-CW-6090-01A
0 years, male, white, stage:Stage I, alive, 2552 days
7.3
TCGA-BP-4969-01A
0 years, female, white, stage:Stage I, alive, 1794 days
7.3
TCGA-CJ-4870-01A
0 years, female, black or african american, stage:Stage III, alive, 1498 days
7.2
TCGA-AK-3433-01A
0 years, female, white, stage:Stage II, alive, 3409 days
6.8
TCGA-A3-3322-01A
0 years, male, white, stage:Stage I, alive, 1478 days
6.3
TCGA-CJ-4878-01A
0 years, female, white, stage:Stage III, alive, 2186 days
6.0
TCGA-B2-3923-01A
0 years, male, white, stage:Stage II, alive, 992 days
5.9
TCGA-B0-4849-01A
0 years, male, white, stage:Stage III, dead, 69 days
5.9
TCGA-A3-3329-01A
0 years, male, white, stage:Stage I, alive, 1624 days
5.9
TCGA-B0-4834-01A
0 years, male, white, stage:Stage I, dead, 2090 days
5.8
TCGA-CJ-4885-01A
0 years, male, white, stage:Stage IV, alive, 3451 days
5.6
TCGA-BP-4768-01A
0 years, female, white, stage:Stage I, alive, 400 days
5.5
TCGA-A3-3367-01A
0 years, male, white, stage:Stage I, alive, 2270 days
5.2
TCGA-CZ-5454-01A
0 years, male, white, stage:Stage IV, dead, 722 days
4.7
TCGA-B0-5699-01A
0 years, male, white, stage:Stage I, alive, 3841 days
4.6
TCGA-A3-3306-01A
0 years, male, white, stage:Stage I, alive, 1120 days
3.8
TCGA-AK-3447-01A
0 years, male, white, stage:Stage II, alive, 1217 days
3.6
TCGA-AK-3443-01A
0 years, male, white, stage:Stage II, alive, 1423 days
3.4
TCGA-CZ-5986-01A
0 years, male, white, stage:Stage I, alive, 373 days
3.3
TCGA-CZ-5989-01A
0 years, male, white, stage:Stage II, alive, 1905 days
2.2
TCGA-A3-3385-01A
0 years, female, white, stage:Stage I, alive, 1993 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.
MDK 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
107.4
Number of samples
100
Samples
Sample
Description
TPM
ccRCC-30
0 years, male, NA, stage:pT2N0M0, dead, 420 days
1713.1
ccRCC-9
0 years, male, NA, stage:pT2N1M1, dead, 360 days
694.5
ccRCC-49
0 years, male, NA, stage:pT3bN0M0, alive, 1290 days
603.0
ccRCC-80
0 years, male, NA, stage:pT2N0M0, alive, 3000 days
477.0
ccRCC-64
0 years, male, NA, stage:pT3aN0M0, alive, 2430 days
390.6
ccRCC-48
0 years, male, NA, stage:pT1bN0M0, alive, 990 days
370.2
ccRCC-56
0 years, male, NA, stage:pT1aN0M0, alive, 1950 days
351.8
ccRCC-10
0 years, male, NA, stage:pT3aN2M1, dead, 90 days
298.2
ccRCC-14
0 years, male, NA, stage:pT3cN0M0, alive, 2280 days
292.5
ccRCC-23
0 years, male, NA, stage:pT1bN0M0, alive, 1170 days
241.3
ccRCC-38
0 years, male, NA, stage:pT1aN0M0, alive, 1380 days
241.2
ccRCC-46
0 years, male, NA, stage:pT1bN0M0, alive, 990 days
206.5
ccRCC-54
0 years, male, NA, stage:pT1bN0M0, alive, 1200 days
192.0
ccRCC-5
0 years, male, NA, stage:pT1aN0M0, alive, 2940 days
178.9
ccRCC-90
0 years, male, NA, stage:pT1aN0M0, dead, 1170 days
171.7
ccRCC-50
0 years, male, NA, stage:pT3bN0M0, alive, 900 days
171.3
ccRCC-44
0 years, female, NA, stage:pT1bN0M0, alive, 1050 days
156.9
ccRCC-41
0 years, male, NA, stage:pT3bN0M0, dead, 540 days
155.8
ccRCC-36
0 years, male, NA, stage:pT2N0M0, alive, 1410 days
145.5
ccRCC-88
0 years, male, NA, stage:pT1aN0M0, alive, 2880 days
131.6
ccRCC-55
0 years, female, NA, stage:pT3bN0M0, alive, 1260 days
128.3
ccRCC-6
0 years, male, NA, stage:pT1bN0M0, alive, 2820 days
126.6
ccRCC-39
0 years, male, NA, stage:pT2N0M0, alive, 900 days
125.4
ccRCC-42
0 years, male, NA, stage:pT3aN0M0, alive, 1170 days
121.9
ccRCC-78
0 years, female, NA, stage:pT1aN0M0, alive, 2610 days
121.6
ccRCC-35
0 years, male, NA, stage:pT1aN0M0, alive, 1380 days
112.8
ccRCC-2
0 years, male, NA, stage:pT1aN0M1, dead, 2190 days
108.3
ccRCC-65
0 years, male, NA, stage:pT3bN0M1, dead, 300 days
100.3
ccRCC-21
0 years, male, NA, stage:pT1bN0M0, alive, 1080 days
100.1
ccRCC-45
0 years, male, NA, stage:pT1aN0M0, alive, 1020 days
94.0
ccRCC-26
0 years, male, NA, stage:pT1bN0M0, alive, 1800 days
86.3
ccRCC-99
0 years, female, NA, stage:pT2N0M0, alive, 3330 days
83.4
ccRCC-102
0 years, male, NA, stage:pT1bN0M0, alive, 4260 days
80.6
ccRCC-13
0 years, female, NA, stage:pT3aN2M0, dead, 540 days
80.1
ccRCC-58
0 years, male, NA, stage:pT1aN0M0, alive, 1110 days
77.3
ccRCC-92
0 years, male, NA, stage:pT1aN0M0, alive, 3660 days
76.7
ccRCC-67
0 years, male, NA, stage:pT1aN0M0, dead, 1260 days
74.2
ccRCC-19
0 years, female, NA, stage:pT2N0M0, alive, 2100 days
73.0
ccRCC-98
0 years, male, NA, stage:pT1aN0M0, alive, 30 days
72.9
ccRCC-71
0 years, male, NA, stage:pT1bN0M0, alive, 2160 days
71.9
ccRCC-22
0 years, male, NA, stage:pT3bN0M0, dead, 330 days
69.0
ccRCC-70
0 years, male, NA, stage:pT4N0M1, dead, 540 days
68.6
ccRCC-77
0 years, male, NA, stage:pT1bN0M0, alive, 1860 days
68.3
ccRCC-60
0 years, female, NA, stage:pT1aN0M0, alive, 1470 days
67.9
ccRCC-27
0 years, male, NA, stage:pT1aN0M0, alive, 1590 days
62.6
ccRCC-89
0 years, male, NA, stage:pT1aN0M0, alive, 3510 days
61.4
ccRCC-87
0 years, male, NA, stage:pT1bN0M0, alive, 2370 days
56.2
ccRCC-95
0 years, male, NA, stage:pT1bN0M0, alive, 3960 days
53.8
ccRCC-104
0 years, female, NA, stage:pT1aN0M0, alive, 3480 days
51.9
ccRCC-16
0 years, male, NA, stage:pT2N0M0, alive, 2190 days
49.4
ccRCC-1
0 years, female, NA, stage:pT1bN0M0, alive, 3330 days
46.7
ccRCC-82
0 years, male, NA, stage:pT1aN0M0, alive, 3090 days
44.7
ccRCC-76
0 years, female, NA, stage:pT3aN0M1, dead, 960 days
40.9
ccRCC-40
0 years, male, NA, stage:pT1aN0M0, alive, 1020 days
39.3
ccRCC-18
0 years, female, NA, stage:pT1aN0M0, alive, 2130 days
38.9
ccRCC-103
0 years, female, NA, stage:pT1aN0M0, alive, 4350 days
38.0
ccRCC-51
0 years, male, NA, stage:pT3aN0M0, alive, 1410 days
34.7
ccRCC-29
0 years, female, NA, stage:pT1aN0M0, alive, 1710 days
34.5
ccRCC-100
0 years, male, NA, stage:pT1aN0M0, alive, 4260 days
33.4
ccRCC-52
0 years, female, NA, stage:pT3bN0M1, alive, 1350 days
33.3
ccRCC-17
0 years, female, NA, stage:pT1bN0M0, alive, 2220 days
32.8
ccRCC-66
0 years, female, NA, stage:pT3bN0M1, alive, 2520 days
30.0
ccRCC-59
0 years, male, NA, stage:pT1bN0M0, alive, 930 days
29.3
ccRCC-4
0 years, male, NA, stage:pT1bN0M0, dead, 270 days
28.8
ccRCC-94
0 years, male, NA, stage:pT1bN0M0, dead, 480 days
25.3
ccRCC-53
0 years, male, NA, stage:pT1aN0M0, alive, 1260 days
25.3
ccRCC-61
0 years, male, NA, stage:pT1aN0M0, alive, 1470 days
24.2
ccRCC-96
0 years, male, NA, stage:pT1aN0M0, alive, 3930 days
23.9
ccRCC-86
0 years, female, NA, stage:pT1bN0M0, alive, 3390 days
22.5
ccRCC-106
0 years, male, NA, stage:pT1aN0M0, dead, 1890 days
22.4
ccRCC-12
0 years, male, NA, stage:pT1aN0M0, alive, 900 days
21.8
ccRCC-84
0 years, male, NA, stage:pT1bN0M0, alive, 2010 days
20.7
ccRCC-79
0 years, male, NA, stage:pT1bN0M0, alive, 2670 days
20.1
ccRCC-91
0 years, male, NA, stage:pT1aN0M0, dead, 1890 days
20.1
ccRCC-72
0 years, male, NA, stage:pT1bN0M0, alive, 2760 days
19.8
ccRCC-31
0 years, male, NA, stage:pT1aN0M0, alive, 1560 days
19.1
ccRCC-68
0 years, male, NA, stage:pT1bN0M0, alive, 2640 days
19.1
ccRCC-37
0 years, female, NA, stage:pT1aN0M0, alive, 1500 days
19.0
ccRCC-73
0 years, male, NA, stage:pT1aN0M0, alive, 2640 days
17.4
ccRCC-32
0 years, male, NA, stage:pT2N0M0, dead, 1320 days
16.8
ccRCC-11
0 years, male, NA, stage:pT1aN0M0, alive, 2370 days
16.5
ccRCC-62
0 years, male, NA, stage:pT1bN0M0, alive, 1620 days
16.0
ccRCC-7
0 years, female, NA, stage:pT2N0M0, alive, 330 days
15.5
ccRCC-15
0 years, female, NA, stage:pT2N0M0, dead, 2070 days
14.4
ccRCC-69
0 years, male, NA, stage:pT1aN0M0, alive, 2670 days
12.8
ccRCC-105
0 years, male, NA, stage:pT1aN0M0, alive, 2190 days
11.4
ccRCC-97
0 years, male, NA, stage:pT1aN2M1, dead, 990 days
11.3
ccRCC-93
0 years, male, NA, stage:pT1bN0M0, alive, 3660 days
11.0
ccRCC-24
0 years, male, NA, stage:pT3bN0M0, dead, 750 days
10.7
ccRCC-3
0 years, male, NA, stage:pT3bN1M0, dead, 240 days
9.5
ccRCC-34
0 years, male, NA, stage:pT3bN0M1, alive, 1530 days
8.9
ccRCC-20
0 years, female, NA, stage:pT3aN0M1, alive, 930 days
7.9
ccRCC-25
0 years, male, NA, stage:pT1aN0M0, alive, 1350 days
7.5
ccRCC-75
0 years, male, NA, stage:pT3aN1M1, dead, 180 days
7.5
ccRCC-85
0 years, female, NA, stage:pT1bN0M0, alive, 3330 days
6.8
ccRCC-8
0 years, male, NA, stage:pT1bN0M0, alive, 2400 days
6.2
ccRCC-28
0 years, male, NA, stage:pT1bN0M0, alive, 1530 days
5.5
ccRCC-83
0 years, male, NA, stage:pT1aN0M0, alive, 300 days
5.5
ccRCC-81
0 years, male, NA, stage:pT3aN2M0, dead, 1290 days
5.3
ccRCC-43
0 years, female, NA, stage:pT1bN0M0, alive, 1050 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.
MDK 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
164.1
Number of samples
282
Samples
Sample
Description
TPM
TCGA-UZ-A9PN-01A
0 years, male, white, stage:Stage III, dead, 1136 days
1316.9
TCGA-BQ-5878-01A
0 years, female, white, stage:Stage III, alive, 1938 days
934.0
TCGA-F9-A7VF-01A
0 years, female, white, stage:Stage I, alive, 73 days
832.2
TCGA-A4-A5Y1-01A
0 years, male, white, stage:Stage III, dead, 395 days
793.5
TCGA-B1-A654-01A
0 years, female, black or african american, stage:Stage I, alive, 616 days
768.6
TCGA-O9-A75Z-01A
0 years, male, white, stage:Stage I, alive, 471 days
764.4
TCGA-A4-7734-01A
0 years, female, white, stage:Stage I, alive, 27 days
751.7
TCGA-PJ-A5Z8-01A
0 years, female, white, stage:Stage I, alive, 600 days
701.3
TCGA-AL-A5DJ-01A
0 years, female, white, stage:Stage III, dead, 1498 days
662.9
TCGA-DW-5560-01A
0 years, female, white, stage:Stage I, alive, 1486 days
604.3
TCGA-HE-7130-01A
female, stage:Stage III, alive, 1770 days
585.0
TCGA-DZ-6132-01A
0 years, male, stage:Stage I, alive, 2460 days
513.5
TCGA-2Z-A9JE-01A
0 years, male, white, stage:Stage I, alive, 1728 days
512.8
TCGA-BQ-5891-01A
0 years, female, white, stage:Stage III, alive, 29 days
495.5
TCGA-DW-7836-01A
0 years, male, white, stage:Stage I, alive, 1093 days
487.4
TCGA-G7-A8LD-01A
0 years, male, white, stage:Stage III, dead, 514 days
484.5
TCGA-G7-A8LE-01A
0 years, male, white, stage:Stage I, alive, 2453 days
482.7
TCGA-EV-5902-01A
0 years, male, white, stage:Stage I, alive, 578 days
462.7
TCGA-2Z-A9JK-01A
0 years, male, white, stage:Stage III, alive, 1186 days
442.5
TCGA-IA-A40Y-01A
0 years, female, white, stage:Stage III, alive, 62 days
411.3
TCGA-B9-A5W9-01A
0 years, male, white, stage:Stage I, alive, 5 days
399.5
TCGA-AL-7173-01A
0 years, female, white, stage:Stage IV, alive, 2060 days
394.7
TCGA-A4-A6HP-01A
0 years, male, white, stage:Stage I, alive, 379 days
389.7
TCGA-UZ-A9PV-01A
0 years, male, white, stage:Stage I, alive, 1444 days
388.6
TCGA-2Z-A9JS-01A
0 years, male, white, stage:Stage I, dead, 492 days
380.6
TCGA-5P-A9K9-01A
0 years, female, white, stage:'--, dead, 589 days
377.3
TCGA-EV-5901-01A
0 years, female, white, stage:Stage I, alive, 1040 days
374.3
TCGA-B3-8121-01A
0 years, female, black or african american, stage:Stage I, alive, 379 days
373.2
TCGA-A4-8310-01A
0 years, male, white, stage:Stage III, alive, 780 days
370.3
TCGA-P4-AAVL-01A
0 years, male, white, stage:Stage III, dead, 487 days
365.4
TCGA-IA-A83T-01A
0 years, male, white, stage:'--, dead, 2684 days
364.3
TCGA-5P-A9KF-01A
0 years, male, white, stage:'--, alive, 845 days
360.3
TCGA-GL-6846-01A
0 years, male, white, stage:Stage IV, alive, 5925 days
359.4
TCGA-SX-A71S-01A
0 years, female, white, stage:Stage I, alive, 1504 days
356.0
TCGA-UZ-A9PZ-01A
0 years, male, white, stage:Stage III, alive, 657 days
340.0
TCGA-B9-A5W8-01A
0 years, male, black or african american, stage:Stage II, alive, 524 days
335.1
TCGA-B9-4113-01A
0 years, male, black or african american, stage:Stage I, dead, 1536 days
333.8
TCGA-A4-8098-01A
0 years, male, black or african american, stage:Stage I, alive, 896 days
333.8
TCGA-G7-A8LB-01A
0 years, male, white, stage:Stage IV, alive, 547 days
324.1
TCGA-G7-A4TM-01A
0 years, male, black or african american, stage:Stage I, alive, 768 days
322.3
TCGA-4A-A93W-01A
0 years, female, white, stage:Stage I, alive, 4 days
318.6
TCGA-Y8-A895-01A
0 years, male, white, stage:Stage I, alive, 484 days
305.4
TCGA-SX-A7SQ-01A
0 years, male, white, stage:Stage I, alive, 1266 days
302.0
TCGA-MH-A562-01A
0 years, male, black or african american, stage:Stage I, alive, 616 days
297.2
TCGA-2Z-A9JG-01A
0 years, male, white, stage:Stage I, alive, 1662 days
294.4
TCGA-IZ-8196-01A
0 years, male, white, stage:Stage I, alive, 649 days
294.0
TCGA-2Z-A9J9-01A
0 years, male, black or african american, stage:Stage I, alive, 2294 days
289.6
TCGA-A4-7287-01A
0 years, female, white, stage:Stage I, dead, 597 days
284.6
TCGA-B1-A47N-01A
0 years, male, white, stage:Stage I, alive, 1110 days
284.0
TCGA-B9-4116-01A
0 years, female, black or african american, stage:'--, alive, 627 days
283.9
TCGA-A4-A5DU-01A
0 years, female, white, stage:Stage I, alive, 496 days
283.0
TCGA-P4-A5E7-01A
0 years, female, white, stage:Stage I, alive, 2649 days
278.2
TCGA-J7-6720-01A
0 years, male, asian, stage:Stage I, alive, 388 days
277.6
TCGA-Q2-A5QZ-01A
0 years, female, black or african american, stage:Stage III, alive, 428 days
267.8
TCGA-BQ-5890-01A
0 years, male, white, stage:Stage III, alive, 233 days
264.2
TCGA-2Z-A9J1-01A
0 years, male, white, stage:Stage I, alive, 2298 days
263.0
TCGA-AL-3473-01A
0 years, male, white, stage:Stage II, alive, 1906 days
257.4
TCGA-DW-7842-01A
0 years, male, white, stage:Stage I, alive, 92 days
244.8
TCGA-A4-7583-01A
0 years, male, black or african american, stage:Stage I, alive, 3 days
243.8
TCGA-B1-A47M-01A
0 years, male, black or african american, stage:Stage III, alive, 659 days
242.5
TCGA-SX-A71U-01A
0 years, male, white, stage:Stage I, alive, 1357 days
242.2
TCGA-IZ-8195-01A
0 years, male, white, stage:Stage II, alive, 677 days
240.5
TCGA-SX-A7SP-01A
0 years, female, white, stage:Stage I, dead, 496 days
240.0
TCGA-5P-A9JY-01A
0 years, male, white, stage:'--, dead, 1508 days
236.3
TCGA-B9-4115-01A
0 years, male, black or african american, stage:Stage I, alive, 803 days
236.2
TCGA-V9-A7HT-01A
0 years, male, black or african american, stage:Stage II, alive, 965 days
231.3
TCGA-DW-7834-01A
0 years, male, white, stage:Stage I, alive, 3950 days
229.0
TCGA-B3-3925-01A
0 years, male, white, stage:Stage III, alive, 1029 days
226.8
TCGA-2Z-A9JQ-01A
0 years, male, white, stage:Stage I, alive, 778 days
221.9
TCGA-DW-7839-01A
0 years, female, white, stage:Stage I, alive, 419 days
219.6
TCGA-EV-5903-01A
0 years, male, white, stage:Stage I, alive, 757 days
218.9
TCGA-J7-8537-01A
0 years, female, asian, stage:Stage III, dead, 321 days
213.5
TCGA-BQ-7062-01A
0 years, male, black or african american, stage:Stage I, alive, 116 days
212.0
TCGA-Y8-A8S0-01A
0 years, male, white, stage:Stage I, alive, 183 days
210.4
TCGA-UZ-A9PR-01A
0 years, male, white, stage:Stage I, alive, 2191 days
207.9
TCGA-A4-8311-01A
0 years, male, white, stage:Stage I, alive, 729 days
205.4
TCGA-B9-4114-01A
0 years, male, black or african american, stage:'--, alive, 857 days
204.9
TCGA-PJ-A5Z9-01A
0 years, female, white, stage:Stage I, alive, 540 days
199.5
TCGA-SX-A7SR-01A
0 years, male, white, stage:Stage II, alive, 805 days
199.4
TCGA-UZ-A9PS-01A
0 years, female, black or african american, stage:Stage II, alive, 2167 days
198.6
TCGA-A4-8630-01A
0 years, female, white, stage:Stage I, alive, 436 days
193.3
TCGA-2Z-A9JM-01A
0 years, male, white, stage:Stage I, alive, 934 days
192.6
TCGA-5P-A9K2-01A
0 years, male, white, stage:'--, alive, 2392 days
191.2
TCGA-5P-A9KC-01A
0 years, female, white, stage:'--, alive, 377 days
186.6
TCGA-DZ-6133-01A
0 years, female, white, stage:Stage I, dead, 1557 days
185.3
TCGA-A4-A5Y0-01A
0 years, female, white, stage:Stage I, alive, 252 days
183.9
TCGA-SX-A7SN-01A
0 years, male, white, stage:Stage I, alive, 578 days
183.0
TCGA-GL-A59T-01A
0 years, male, white, stage:Stage I, alive, 546 days
181.4
TCGA-B9-4117-01A
0 years, female, black or african american, stage:'--, alive, 14 days
180.3
TCGA-A4-8515-01A
0 years, male, american indian or alaska native, stage:Stage I, alive, 709 days
178.8
TCGA-BQ-5876-01A
0 years, male, white, stage:Stage I, alive, 586 days
174.5
TCGA-DW-5561-01A
0 years, male, black or african american, stage:Stage I, alive, 414 days
171.5
TCGA-BQ-5875-01A
0 years, female, white, stage:Stage III, alive, 2639 days
170.8
TCGA-GL-A59R-01A
0 years, male, white, stage:Stage III, alive, 378 days
170.0
TCGA-SX-A71W-01A
0 years, male, white, stage:Stage I, alive, 1076 days
169.4
TCGA-MH-A561-01A
0 years, male, white, stage:Stage I, alive, 841 days
167.9
TCGA-G7-6797-01A
0 years, male, white, stage:Stage III, alive, 765 days
166.5
TCGA-HE-A5NK-01A
0 years, male, stage:'--, alive, 2228 days
165.1
TCGA-BQ-5892-01A
0 years, male, white, stage:Stage I, alive, 364 days
164.3
TCGA-SX-A7SS-01A
0 years, male, white, stage:Stage I, alive, 1615 days
164.0
TCGA-IZ-A6M8-01A
0 years, male, black or african american, stage:Stage I, alive, 497 days
162.6
TCGA-A4-7286-01A
0 years, male, white, stage:'--, alive, 554 days
160.1
TCGA-DW-7840-01A
0 years, male, black or african american, stage:Stage I, alive, 114 days
159.7
TCGA-HE-7129-01A
male, stage:Stage II, alive, 2492 days
158.3
TCGA-BQ-7045-01A
0 years, male, black or african american, stage:Stage I, dead, 1468 days
157.7
TCGA-SX-A7SU-01A
0 years, male, stage:Stage I, alive, 1331 days
157.6
TCGA-B9-A8YH-01A
0 years, male, black or african american, stage:Stage I, alive, 532 days
156.7
TCGA-A4-7997-01A
0 years, male, white, stage:Stage I, alive, 927 days
154.6
TCGA-B3-4104-01A
0 years, male, white, stage:Stage II, alive, 1049 days
151.5
TCGA-GL-8500-01A
0 years, male, white, stage:Stage I, alive, 841 days
142.5
TCGA-BQ-7048-01A
0 years, male, white, stage:Stage III, alive, 2839 days
142.4
TCGA-HE-A5NJ-01A
0 years, male, stage:'--, alive, 1726 days
141.6
TCGA-2K-A9WE-01A
0 years, male, white, stage:Stage II, alive, 214 days
141.6
TCGA-G7-7501-01A
0 years, female, black or african american, stage:Stage III, dead, 624 days
140.1
TCGA-G7-6795-01A
0 years, male, white, stage:Stage I, alive, 1194 days
138.7
TCGA-A4-7828-01A
0 years, female, black or african american, stage:Stage I, alive, 238 days
135.9
TCGA-SX-A7SL-01A
0 years, male, stage:Stage I, alive, 823 days
135.1
TCGA-HE-A5NH-01A
0 years, male, stage:Stage I, alive, 791 days
133.7
TCGA-J7-A8I2-01A
0 years, male, asian, stage:Stage I, alive, 307 days
133.3
TCGA-B3-A6W5-01A
0 years, male, black or african american, stage:Stage I, alive, 309 days
130.3
TCGA-2Z-A9J5-01A
0 years, male, white, stage:Stage II, alive, 3050 days
129.9
TCGA-2Z-A9JL-01A
0 years, male, black or african american, stage:Stage I, alive, 1006 days
129.2
TCGA-BQ-7050-01A
0 years, female, white, stage:Stage I, alive, 1864 days
128.4
TCGA-G7-6796-01A
0 years, male, white, stage:Stage I, alive, 2173 days
127.5
TCGA-B9-5156-01A
0 years, male, white, stage:'--, alive, 1338 days
126.8
TCGA-BQ-5885-01A
0 years, male, white, stage:Stage III, alive, 921 days
125.3
TCGA-A4-7732-01A
0 years, male, black or african american, stage:'--, alive, 582 days
124.0
TCGA-BQ-5889-01A
0 years, male, white, stage:Stage IV, dead, 329 days
123.5
TCGA-UZ-A9PL-01A
0 years, male, white, stage:Stage II, alive, 3152 days
121.8
TCGA-UZ-A9PJ-01A
0 years, male, white, stage:Stage I, dead, 797 days
121.8
TCGA-SX-A71V-01A
0 years, male, white, stage:Stage I, alive, 876 days
121.3
TCGA-WN-A9G9-01A
0 years, male, white, stage:Stage I, alive, 791 days
119.3
TCGA-5P-A9JZ-01A
0 years, female, white, stage:'--, alive, 2744 days
118.0
TCGA-G7-6789-01A
0 years, female, white, stage:Stage IV, dead, 122 days
117.1
TCGA-Y8-A894-01A
0 years, female, white, stage:Stage I, alive, 567 days
117.0
TCGA-IA-A83S-01A
0 years, male, white, stage:'--, dead, 2609 days
116.8
TCGA-IA-A83V-01A
0 years, male, white, stage:Stage I, dead, 2941 days
115.0
TCGA-BQ-7051-01A
0 years, male, white, stage:Stage II, alive, 1533 days
113.1
TCGA-Y8-A8RY-01A
0 years, male, white, stage:Stage I, alive, 769 days
112.0
TCGA-GL-A9DC-01A
0 years, female, white, stage:Stage I, alive, 392 days
110.9
TCGA-Y8-A898-01A
0 years, male, white, stage:Stage I, alive, 475 days
109.4
TCGA-B9-4617-01A
0 years, male, black or african american, stage:'--, alive, 35 days
108.8
TCGA-MH-A55Z-01A
0 years, male, black or african american, stage:Stage I, alive, 845 days
106.8
TCGA-P4-AAVK-01A
0 years, male, white, stage:Stage III, alive, 1590 days
105.7
TCGA-KV-A6GD-01A
0 years, male, white, stage:Stage I, alive, 560 days
105.0
TCGA-UZ-A9PX-01A
0 years, male, white, stage:Stage I, alive, 1981 days
103.8
TCGA-DZ-6135-01A
0 years, male, stage:Stage I, alive, 2269 days
102.6
TCGA-A4-A5XZ-01A
0 years, female, white, stage:Stage II, alive, 479 days
101.2
TCGA-BQ-7056-01A
0 years, female, white, stage:Stage III, alive, 612 days
100.9
TCGA-B9-A5W7-01A
0 years, male, black or african american, stage:Stage I, alive, 585 days
99.0
TCGA-GL-7773-01A
0 years, male, white, stage:Stage I, alive, 393 days
98.8
TCGA-A4-A57E-01A
0 years, male, white, stage:Stage IV, dead, 258 days
98.8
TCGA-AL-3472-01A
0 years, male, black or african american, stage:'--, alive, 2029 days
97.9
TCGA-P4-A5ED-01A
0 years, male, white, stage:Stage I, alive, 2816 days
95.6
TCGA-BQ-7061-01A
0 years, female, white, stage:Stage I, alive, 218 days
95.5
TCGA-UZ-A9PM-01A
0 years, male, white, stage:Stage II, alive, 3811 days
95.1
TCGA-A4-7584-01A
0 years, male, black or african american, stage:Stage I, alive, 650 days
92.9
TCGA-2Z-A9JT-01A
0 years, male, white, stage:Stage I, alive, 684 days
92.2
TCGA-2Z-A9J6-01A
0 years, male, white, stage:Stage I, alive, 1731 days
91.3
TCGA-MH-A55W-01A
0 years, male, black or african american, stage:Stage I, alive, 1043 days
90.0
TCGA-UZ-A9PK-01A
0 years, male, white, stage:Stage I, alive, 3571 days
89.2
TCGA-2Z-A9JR-01A
0 years, male, white, stage:Stage I, alive, 161 days
89.0
TCGA-KV-A6GE-01A
0 years, male, white, stage:Stage I, alive, 885 days
88.8
TCGA-UZ-A9PQ-01A
0 years, male, black or african american, stage:Stage III, dead, 2624 days
88.5
TCGA-IZ-A6M9-01A
0 years, male, white, stage:Stage I, alive, 376 days
87.1
TCGA-F9-A97G-01A
0 years, male, asian, stage:Stage III, alive, 13 days
87.1
TCGA-5P-A9K6-01A
0 years, male, white, stage:'--, alive, 1914 days
85.9
TCGA-MH-A855-01A
0 years, female, black or african american, stage:Stage II, alive, 369 days
85.9
TCGA-UZ-A9PP-01A
0 years, male, white, stage:Stage I, alive, 3010 days
83.7
TCGA-2Z-A9JI-01A
0 years, male, white, stage:Stage III, alive, 1567 days
81.5
TCGA-MH-A854-01A
0 years, female, black or african american, stage:Stage I, alive, 536 days
81.1
TCGA-BQ-5877-01A
0 years, male, black or african american, stage:Stage IV, dead, 270 days
80.0
TCGA-5P-A9KA-01A
0 years, male, white, stage:'--, alive, 395 days
79.5
TCGA-A4-8516-01A
0 years, male, white, stage:Stage III, alive, 23 days
79.2
TCGA-AL-3466-01A
0 years, male, white, stage:Stage IV, dead, 293 days
78.0
TCGA-UZ-A9Q0-01A
0 years, male, white, stage:Stage I, alive, 3368 days
74.5
TCGA-BQ-7046-01A
0 years, male, white, stage:Stage I, alive, 2948 days
73.0
TCGA-B9-5155-01A
0 years, male, white, stage:Stage III, alive, 665 days
71.7
TCGA-GL-A9DD-01A
0 years, male, white, stage:Stage I, alive, 341 days
71.6
TCGA-5P-A9JV-01A
0 years, male, white, stage:'--, alive, 2043 days
70.8
TCGA-5P-A9K4-01A
0 years, male, white, stage:'--, alive, 2184 days
70.7
TCGA-DW-7838-01A
0 years, male, white, stage:Stage I, alive, 744 days
70.3
TCGA-5P-A9K0-01A
0 years, male, white, stage:'--, alive, 677 days
69.3
TCGA-UZ-A9PU-01A
0 years, male, white, stage:Stage I, dead, 933 days
68.1
TCGA-HE-A5NL-01A
0 years, male, stage:Stage I, alive, 767 days
66.7
TCGA-BQ-7059-01A
0 years, male, white, stage:Stage I, alive, 232 days
65.6
TCGA-BQ-5882-01A
0 years, male, stage:Stage III, dead, 658 days
65.0
TCGA-B1-A657-01A
0 years, male, white, stage:Stage I, alive, 641 days
64.8
TCGA-BQ-5886-01A
0 years, male, white, stage:Stage III, alive, 792 days
64.1
TCGA-SX-A7SO-01A
0 years, male, white, stage:Stage I, alive, 1257 days
63.5
TCGA-AL-3471-01A
0 years, male, white, stage:Stage I, dead, 1500 days
61.6
TCGA-BQ-7053-01A
0 years, female, black or african american, stage:Stage III, alive, 1516 days
61.5
TCGA-B1-A656-01A
0 years, male, white, stage:Stage I, alive, 618 days
60.8
TCGA-P4-A5E6-01A
0 years, male, black or african american, stage:Stage III, alive, 3035 days
58.5
TCGA-B1-7332-01A
0 years, female, black or african american, stage:Stage II, alive, 1141 days
57.7
TCGA-DW-7841-01A
0 years, male, black or african american, stage:Stage I, alive, 445 days
57.3
TCGA-AL-3468-01A
0 years, male, white, stage:Stage II, dead, 2331 days
56.7
TCGA-A4-7585-01A
0 years, male, white, stage:Stage III, dead, 1070 days
55.9
TCGA-IA-A83W-01A
0 years, male, white, stage:Stage I, dead, 2043 days
55.1
TCGA-MH-A856-01A
0 years, male, white, stage:Stage I, alive, 947 days
54.9
TCGA-5P-A9KE-01A
0 years, male, white, stage:'--, alive, 824 days
54.3
TCGA-MH-A560-01A
0 years, male, white, stage:Stage I, alive, 924 days
53.8
TCGA-A4-A4ZT-01A
0 years, female, white, stage:Stage I, alive, 516 days
51.5
TCGA-IA-A40U-01A
0 years, male, white, stage:Stage III, alive, 511 days
51.4
TCGA-A4-8517-01A
0 years, male, white, stage:Stage I, alive, 597 days
51.3
TCGA-P4-AAVO-01A
0 years, male, white, stage:Stage I, alive, 2400 days
50.7
TCGA-BQ-7044-01A
0 years, male, white, stage:Stage III, alive, 3760 days
49.5
TCGA-AT-A5NU-01A
0 years, male, white, stage:Stage I, alive, 67 days
48.5
TCGA-Y8-A896-01A
0 years, male, white, stage:Stage III, alive, 567 days
47.3
TCGA-HE-A5NI-01A
0 years, male, stage:Stage I, alive, 360 days
46.8
TCGA-B1-A47O-01A
0 years, female, white, stage:Stage I, alive, 842 days
46.2
TCGA-4A-A93X-01A
0 years, male, white, stage:Stage IV, alive, 390 days
46.0
TCGA-2Z-A9JP-01A
0 years, male, white, stage:Stage I, alive, 893 days
45.7
TCGA-UZ-A9PO-01A
0 years, male, white, stage:Stage I, alive, 1911 days
45.4
TCGA-Y8-A8RZ-01A
0 years, male, white, stage:Stage I, alive, 205 days
44.0
TCGA-B9-A69E-01A
0 years, male, white, stage:Stage III, alive, 452 days
43.9
TCGA-2Z-A9J7-01A
0 years, male, white, stage:Stage IV, dead, 139 days
43.4
TCGA-4A-A93Y-01A
0 years, female, black or african american, stage:Stage II, alive, 352 days
43.3
TCGA-BQ-5894-01A
0 years, male, stage:Stage IV, alive, 84 days
43.0
TCGA-B1-5398-01A
0 years, male, white, stage:Stage III, alive, 1251 days
42.9
TCGA-BQ-7055-01A
0 years, male, white, stage:Stage I, alive, 799 days
42.1
TCGA-GL-A4EM-01A
0 years, male, white, stage:Stage I, alive, 32 days
41.6
TCGA-P4-A5EA-01A
0 years, female, white, stage:Stage III, dead, 201 days
40.2
TCGA-2Z-A9J8-01A
0 years, male, white, stage:Stage I, alive, 2790 days
39.1
TCGA-DW-7837-01A
0 years, male, black or african american, stage:Stage I, alive, 1142 days
38.5
TCGA-B9-A44B-01A
0 years, male, black or african american, stage:Stage III, alive, 361 days
38.1
TCGA-BQ-7060-01A
0 years, male, american indian or alaska native, stage:Stage I, alive, 214 days
37.2
TCGA-2Z-A9J3-01A
0 years, male, white, stage:Stage II, dead, 1771 days
37.1
TCGA-2Z-A9JN-01A
0 years, female, black or african american, stage:Stage I, alive, 740 days
36.9
TCGA-Y8-A897-01A
0 years, female, white, stage:Stage I, alive, 549 days
36.9
TCGA-2Z-A9JD-01A
0 years, male, white, stage:Stage I, alive, 1060 days
36.6
TCGA-BQ-5881-01A
0 years, male, white, stage:Stage I, alive, 1454 days
35.9
TCGA-IA-A40X-01A
0 years, female, black or african american, stage:Stage I, alive, 608 days
35.8
TCGA-GL-7966-01A
0 years, female, white, stage:Stage III, alive, 112 days
33.9
TCGA-2Z-A9JO-01A
0 years, female, black or african american, stage:Stage I, alive, 949 days
33.3
TCGA-G7-A8LC-01A
0 years, male, white, stage:Stage I, alive, 702 days
32.8
TCGA-HE-A5NF-01A
0 years, male, stage:Stage I, alive, 2582 days
32.1
TCGA-G7-6792-01A
0 years, male, black or african american, stage:Stage I, alive, 2765 days
31.6
TCGA-KV-A74V-01A
0 years, male, white, stage:Stage I, alive, 347 days
30.4
TCGA-BQ-5887-01A
0 years, male, white, stage:Stage III, alive, 771 days
30.1
TCGA-SX-A7SM-01A
0 years, male, black or african american, stage:Stage IV, dead, 363 days
29.9
TCGA-SX-A71R-01A
0 years, male, white, stage:Stage I, alive, 1457 days
29.1
TCGA-A4-A48D-01A
0 years, male, black or african american, stage:Stage I, alive, 379 days
29.0
TCGA-B3-4103-01A
0 years, male, white, stage:Stage I, alive, 930 days
28.1
TCGA-P4-A5EB-01A
0 years, male, white, stage:Stage I, alive, 2477 days
27.4
TCGA-MH-A857-01A
0 years, male, black or african american, stage:Stage I, alive, 890 days
26.9
TCGA-A4-8518-01A
0 years, male, white, stage:Stage I, alive, 600 days
26.2
TCGA-F9-A7Q0-01A
0 years, female, asian, stage:Stage I, alive, 398 days
25.7
TCGA-WN-AB4C-01A
0 years, female, white, stage:Stage I, alive, 1188 days
24.6
TCGA-DZ-6131-01A
0 years, male, white, stage:Stage III, alive, 2429 days
24.4
TCGA-2Z-A9JJ-01A
0 years, female, white, stage:Stage I, alive, 1213 days
24.0
TCGA-BQ-5888-01A
0 years, female, white, stage:Stage I, alive, 403 days
23.8
TCGA-5P-A9JW-01A
0 years, male, white, stage:'--, alive, 3241 days
22.9
TCGA-AL-3467-01A
0 years, female, white, stage:'--, alive, 2135 days
22.1
TCGA-BQ-5880-01A
0 years, male, white, stage:Stage III, dead, 1314 days
21.8
TCGA-DZ-6134-01A
0 years, male, white, stage:Stage I, alive, 1856 days
21.7
TCGA-P4-AAVM-01A
0 years, male, white, stage:Stage I, alive, 1539 days
20.2
TCGA-BQ-5883-01A
0 years, female, black or african american, stage:Stage I, alive, 1242 days
15.4
TCGA-G7-6793-01A
0 years, female, white, stage:Stage IV, dead, 336 days
14.8
TCGA-BQ-7049-01A
0 years, female, white, stage:Stage I, dead, 1364 days
14.5
TCGA-2Z-A9J2-01A
0 years, female, white, stage:Stage I, alive, 1795 days
14.3
TCGA-B3-3926-01A
0 years, female, white, stage:Stage I, alive, 883 days
14.0
TCGA-Y8-A8S1-01A
0 years, male, white, stage:Stage I, alive, 404 days
13.4
TCGA-UN-AAZ9-01A
0 years, female, black or african american, stage:Stage I, alive, 548 days
11.5
TCGA-B9-A8YI-01A
0 years, male, black or african american, stage:Stage I, alive, 374 days
10.9
TCGA-5P-A9JU-01A
0 years, male, white, stage:Stage III, alive, 373 days
10.4
TCGA-BQ-5879-01A
0 years, female, white, stage:Stage III, dead, 697 days
10.0
TCGA-A4-7915-01A
0 years, female, black or african american, stage:Stage II, alive, 7 days
9.1
TCGA-BQ-5893-01A
0 years, male, white, stage:Stage IV, dead, 241 days
8.4
TCGA-5P-A9K3-01A
0 years, male, white, stage:'--, dead, 471 days
8.1
TCGA-F9-A8NY-01A
0 years, female, asian, stage:Stage IV, alive, 36 days
7.7
TCGA-A4-7288-01A
0 years, female, white, stage:'--, alive, 1857 days
7.4
TCGA-5P-A9K8-01A
0 years, female, white, stage:'--, alive, 1309 days
7.0
TCGA-5P-A9KH-01A
0 years, male, white, stage:'--, alive, 2051 days
6.2
TCGA-A4-8312-01A
0 years, male, black or african american, stage:Stage I, alive, 708 days
6.2
TCGA-F9-A4JJ-01A
0 years, female, black or african american, stage:Stage III, dead, 325 days
5.9
TCGA-BQ-5884-01A
0 years, female, black or african american, stage:Stage I, alive, 792 days
5.6
TCGA-BQ-7058-01A
0 years, male, white, stage:Stage III, dead, 343 days
4.9
TCGA-P4-A5E8-01A
0 years, male, white, stage:Stage III, dead, 1306 days
4.1
TCGA-UZ-A9Q1-01A
0 years, female, white, stage:Stage I, alive, 730 days
3.9
TCGA-GL-A9DE-01A
0 years, male, black or african american, stage:Stage I, alive, 496 days
1.0
TCGA-B1-A655-01A
0 years, female, white, stage:Stage I, alive, 510 days
0.0
Show allShow less
RENAL CELL CARCINOMA - Protein relative expression (CPTAC)
Number of samples
194
Samples
Sample ID
Sample type
nRPX
CPT0084560003
Tumor
3.2
CPT0011410003
Tumor
2.5
CPT0001340003
Tumor
2.1
CPT0076330003
Tumor
2.1
CPT0079410003
Tumor
1.9
CPT0075130003
Tumor
1.9
CPT0088480003
Tumor
1.3
CPT0069000003
Tumor
1.2
CPT0084590001
Normal
0.9
CPT0020120003
Tumor
0.9
CPT0007320003
Tumor
0.9
CPT0079300001
Normal
0.9
CPT0079510001
Normal
0.8
CPT0024680001
Normal
0.7
CPT0063630003
Tumor
0.7
CPT0069190001
Normal
0.7
CPT0066480003
Tumor
0.7
CPT0001260009
Tumor
0.5
CPT0089020003
Tumor
0.5
CPT0088550004
Tumor
0.5
CPT0015810003
Tumor
0.4
CPT0088500001
Normal
0.4
CPT0000780007
Tumor
0.4
CPT0086360003
Tumor
0.4
CPT0010110003
Tumor
0.4
CPT0002370001
Normal
0.3
CPT0017850003
Tumor
0.3
CPT0012640003
Normal
0.3
CPT0069160003
Tumor
0.3
CPT0012570003
Normal
0.3
CPT0078830003
Tumor
0.3
CPT0065750003
Tumor
0.3
CPT0011240003
Tumor
0.3
CPT0010120001
Normal
0.3
CPT0077320001
Normal
0.2
CPT0014470001
Normal
0.1
CPT0075170001
Normal
0.1
CPT0066520001
Normal
0.1
CPT0065450001
Normal
0.0
CPT0069010001
Normal
0.0
CPT0012670003
Tumor
0.0
CPT0000790001
Normal
0.0
CPT0001550001
Normal
-0.1
CPT0020130001
Normal
-0.1
CPT0078670001
Normal
-0.1
CPT0078530001
Normal
-0.1
CPT0006900003
Tumor
-0.1
CPT0001510001
Normal
-0.1
CPT0065930003
Tumor
-0.2
CPT0007860003
Tumor
-0.2
CPT0025920001
Normal
-0.2
CPT0075560003
Tumor
-0.2
CPT0079380003
Tumor
-0.2
CPT0001270001
Normal
-0.3
CPT0088570001
Normal
-0.3
CPT0023350003
Tumor
-0.3
CPT0086830003
Normal
-0.3
CPT0007870001
Normal
-0.3
CPT0081620001
Normal
-0.3
CPT0065430003
Tumor
-0.3
CPT0088920001
Normal
-0.4
CPT0065870003
Tumor
-0.4
CPT0001540009
Tumor
-0.4
CPT0026420001
Normal
-0.4
CPT0013790003
Normal
-0.4
CPT0086030003
Tumor
-0.4
CPT0012090003
Normal
-0.4
CPT0001350001
Normal
-0.4
CPT0088690003
Tumor
-0.4
CPT0088970003
Tumor
-0.4
CPT0075720003
Tumor
-0.5
CPT0077310003
Tumor
-0.5
CPT0012280003
Tumor
-0.5
CPT0077140001
Normal
-0.5
CPT0088900003
Tumor
-0.5
CPT0025610001
Normal
-0.5
CPT0006950001
Normal
-0.5
CPT0075570001
Normal
-0.5
CPT0012550003
Tumor
-0.5
CPT0012180003
Tumor
-0.5
CPT0025350003
Tumor
-0.6
CPT0025290003
Tumor
-0.6
CPT0076350001
Normal
-0.6
CPT0025580004
Tumor
-0.6
CPT0086820003
Tumor
-0.6
CPT0078660003
Tumor
-0.6
CPT0079230003
Tumor
-0.6
CPT0065820001
Normal
-0.6
CPT0025110003
Tumor
-0.6
CPT0001500009
Tumor
-0.6
CPT0081880003
Tumor
-0.6
CPT0012290003
Normal
-0.6
CPT0085670003
Tumor
-0.6
CPT0081600003
Tumor
-0.7
CPT0025230003
Tumor
-0.7
CPT0020020001
Normal
-0.7
CPT0065690003
Tumor
-0.7
CPT0078510003
Tumor
-0.7
CPT0078800003
Tumor
-0.7
CPT0018250001
Normal
-0.8
CPT0006530001
Normal
-0.8
CPT0019990003
Tumor
-0.8
CPT0086370003
Normal
-0.8
CPT0025170003
Tumor
-0.9
CPT0092730003
Tumor
-0.9
CPT0079430001
Normal
-0.9
CPT0063640001
Normal
-1.0
CPT0012370003
Tumor
-1.0
CPT0087050003
Normal
-1.0
CPT0012770003
Normal
-1.0
CPT0088710001
Normal
-1.0
CPT0023360001
Normal
-1.1
CPT0077110003
Tumor
-1.1
CPT0002350011
Tumor
-1.1
CPT0089040001
Normal
-1.2
CPT0078840001
Normal
-1.2
CPT0012080003
Tumor
-1.2
CPT0006730001
Normal
-1.2
CPT0088760003
Tumor
-1.3
CPT0002270011
Tumor
-1.3
CPT0079270003
Tumor
-1.4
CPT0087040003
Tumor
-1.4
CPT0092800003
Normal
-1.4
CPT0066430001
Normal
-1.5
CPT0006440003
Tumor
-1.5
CPT0077490003
Tumor
-1.5
CPT0077500001
Normal
-1.6
CPT0023690003
Tumor
-1.6
CPT0066470004
Tumor
-1.6
CPT0015730003
Tumor
-1.6
CPT0023710001
Normal
-1.7
CPT0079180003
Tumor
-1.7
CPT0092740003
Normal
-1.8
CPT0014450004
Tumor
-1.8
CPT0079480003
Tumor
-1.9
CPT0007470001
Normal
-1.9
CPT0026410003
Tumor
-2.0
CPT0088780001
Normal
-2.0
CPT0065810003
Tumor
-2.1
CPT0092790003
Tumor
-2.1
CPT0025880003
Tumor
-2.2
CPT0024670003
Tumor
-2.4
CPT0006630003
Tumor
-3.1
CPT0019130003
Tumor
N/A
CPT0001180009
Tumor
N/A
CPT0078930003
Tumor
N/A
CPT0012920003
Normal
N/A
CPT0064370003
Tumor
N/A
CPT0021240003
Tumor
N/A
CPT0071150004
Tumor
N/A
CPT0000870016
Tumor
N/A
CPT0063330001
Normal
N/A
CPT0078940001
Normal
N/A
CPT0092190003
Normal
N/A
CPT0025050003
Tumor
N/A
CPT0012900004
Tumor
N/A
CPT0086890003
Normal
N/A
CPT0092290003
Tumor
N/A
CPT0088640003
Normal
N/A
CPT0086950003
Tumor
N/A
CPT0014350001
Normal
N/A
CPT0082010001
Normal
N/A
CPT0009000003
Tumor
N/A
CPT0010170001
Normal
N/A
CPT0009020003
Normal
N/A
CPT0014160003
Tumor
N/A
CPT0014370004
Tumor
N/A
CPT0001190001
Normal
N/A
CPT0088630003
Tumor
N/A
CPT0092160003
Tumor
N/A
CPT0017410003
Tumor
N/A
CPT0014130001
Normal
N/A
CPT0079000001
Normal
N/A
CPT0015910003
Tumor
N/A
CPT0089480003
Normal
N/A
CPT0064400001
Normal
N/A
CPT0017450001
Normal
N/A
CPT0092310003
Normal
N/A
CPT0019160001
Normal
N/A
CPT0063320003
Tumor
N/A
CPT0089460004
Tumor
N/A
CPT0010160003
Tumor
N/A
CPT0009080003
Normal
N/A
CPT0001230001
Normal
N/A
CPT0078990003
Tumor
N/A
CPT0086870003
Tumor
N/A
CPT0000640003
Tumor
N/A
CPT0086970003
Normal
N/A
CPT0009060003
Tumor
N/A
CPT0001220008
Tumor
N/A
CPT0000890001
Normal
N/A
CPT0081990003
Tumor
N/A
CPT0025060001
Normal
N/A
CPT0000660001
Normal
N/A
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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
