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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.
SPINK1 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
762.9
Number of samples
64
Samples
Sample
Description
TPM
TCGA-KL-8332-01A
0 years, male, white, stage:Stage I, alive, 2582 days
8982.4
TCGA-KL-8325-01A
0 years, female, white, stage:Stage II, dead, 725 days
7979.1
TCGA-KN-8432-01A
0 years, female, white, stage:Stage II, alive, 76 days
4831.7
TCGA-KO-8410-01A
0 years, female, white, stage:Stage I, alive, 3136 days
4636.5
TCGA-KO-8413-01A
0 years, male, white, stage:Stage I, alive, 3038 days
3376.3
TCGA-KL-8333-01A
0 years, male, white, stage:Stage II, alive, 2991 days
2255.1
TCGA-KO-8414-01A
0 years, female, white, stage:Stage II, alive, 3212 days
2108.0
TCGA-KN-8423-01A
0 years, male, white, stage:Stage I, alive, 788 days
2093.2
TCGA-KL-8330-01A
0 years, female, black or african american, stage:Stage II, alive, 3304 days
1781.7
TCGA-KO-8409-01A
0 years, male, white, stage:Stage II, alive, 3180 days
1580.2
TCGA-KM-8442-01A
0 years, male, stage:Stage II, alive, 1437 days
1537.9
TCGA-KN-8426-01A
0 years, male, white, stage:Stage IV, alive, 108 days
1350.7
TCGA-KO-8405-01A
0 years, male, white, stage:Stage III, alive, 3056 days
884.8
TCGA-KL-8338-01A
0 years, male, white, stage:Stage III, alive, 2633 days
834.6
TCGA-KL-8343-01A
0 years, male, white, stage:Stage III, dead, 2172 days
740.2
TCGA-KL-8323-01A
0 years, female, white, stage:Stage III, dead, 1158 days
585.1
TCGA-KL-8324-01A
0 years, female, white, stage:Stage II, alive, 4676 days
426.4
TCGA-KO-8406-01A
0 years, female, white, stage:Stage I, alive, 3145 days
390.6
TCGA-KL-8337-01A
0 years, male, black or african american, stage:Stage II, alive, 1364 days
380.8
TCGA-KO-8416-01A
0 years, male, white, stage:Stage III, alive, 2752 days
370.3
TCGA-KN-8436-01A
0 years, male, white, stage:Stage II, alive, 1288 days
286.9
TCGA-KM-8438-01A
0 years, female, white, stage:Stage II, alive, 4622 days
221.3
TCGA-KL-8326-01A
0 years, male, white, stage:Stage III, alive, 3322 days
206.0
TCGA-KM-8476-01A
0 years, male, white, stage:Stage I, alive, 3745 days
199.0
TCGA-KL-8340-01A
0 years, male, white, stage:Stage II, alive, 2024 days
169.2
TCGA-KN-8435-01A
0 years, male, white, stage:Stage II, alive, 3498 days
126.1
TCGA-KN-8425-01A
0 years, male, white, stage:Stage I, alive, 3179 days
105.4
TCGA-KO-8404-01A
0 years, male, white, stage:Stage IV, dead, 325 days
50.6
TCGA-KO-8415-01A
0 years, female, white, stage:Stage I, alive, 2939 days
48.0
TCGA-KO-8411-01A
0 years, male, white, stage:Stage I, alive, 3958 days
38.6
TCGA-KN-8424-01A
0 years, female, white, stage:Stage I, alive, 1983 days
27.7
TCGA-KO-8407-01A
0 years, male, white, stage:Stage II, alive, 2820 days
18.8
TCGA-KM-8443-01A
0 years, male, white, stage:Stage II, alive, 1520 days
16.9
TCGA-KO-8403-01A
0 years, male, white, stage:Stage I, alive, 3208 days
16.2
TCGA-KL-8334-01A
0 years, female, white, stage:Stage III, alive, 2949 days
15.8
TCGA-KL-8339-01A
0 years, male, white, stage:Stage IV, dead, 855 days
15.7
TCGA-KN-8418-01A
0 years, female, white, stage:Stage II, alive, 3935 days
15.3
TCGA-KL-8331-01A
0 years, female, white, stage:Stage II, alive, 3010 days
15.2
TCGA-KL-8345-01A
0 years, male, white, stage:Stage III, alive, 1665 days
13.3
TCGA-KN-8429-01A
0 years, female, white, stage:Stage III, alive, 2650 days
12.3
TCGA-KO-8408-01A
0 years, male, white, stage:Stage III, dead, 507 days
12.0
TCGA-KN-8434-01A
0 years, female, white, stage:Stage II, alive, 1797 days
11.5
TCGA-KL-8329-01A
0 years, female, asian, stage:Stage I, alive, 2752 days
7.9
TCGA-KO-8417-01A
0 years, female, white, stage:Stage I, alive, 2815 days
7.9
TCGA-KN-8419-01A
0 years, male, black or african american, stage:Stage II, alive, 714 days
6.7
TCGA-KM-8440-01A
0 years, male, black or african american, stage:Stage III, alive, 1366 days
6.3
TCGA-KN-8431-01A
0 years, female, stage:Stage II, alive, 588 days
5.9
TCGA-KL-8335-01A
0 years, male, white, stage:Stage III, alive, 2815 days
5.1
TCGA-KL-8341-01A
0 years, male, asian, stage:Stage IV, dead, 754 days
4.5
TCGA-KN-8428-01A
0 years, male, white, stage:Stage II, dead, 1590 days
4.5
TCGA-KL-8342-01A
0 years, female, white, stage:Stage II, alive, 2248 days
3.7
TCGA-KL-8327-01A
0 years, female, white, stage:Stage I, alive, 4169 days
2.7
TCGA-KL-8336-01A
0 years, female, white, stage:Stage IV, dead, 920 days
2.4
TCGA-KM-8477-01A
0 years, male, white, stage:Stage I, alive, 1553 days
2.2
TCGA-KL-8346-01A
0 years, male, white, stage:Stage II, alive, 1897 days
1.9
TCGA-KL-8344-01A
0 years, male, white, stage:Stage III, alive, 876 days
1.3
TCGA-KL-8328-01A
0 years, male, white, stage:Stage II, alive, 3127 days
0.9
TCGA-KM-8441-01A
0 years, female, white, stage:Stage I, alive, 876 days
0.2
TCGA-KM-8639-01A
0 years, male, white, stage:Stage I, alive, 953 days
0.1
TCGA-KN-8427-01A
0 years, male, white, stage:Stage IV, alive, 30 days
0.1
TCGA-KM-8439-01A
0 years, male, white, stage:Stage I, alive, 708 days
0.1
TCGA-KN-8433-01A
0 years, female, white, stage:Stage III, alive, 341 days
0.0
TCGA-KN-8437-01A
0 years, female, white, stage:Stage I, alive, 3068 days
0.0
TCGA-KN-8421-01A
0 years, female, white, stage:Stage II, alive, 2674 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.
SPINK1 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
33.7
Number of samples
521
Samples
Sample
Description
TPM
TCGA-AK-3433-01A
0 years, female, white, stage:Stage II, alive, 3409 days
1842.0
TCGA-AS-3777-01A
0 years, male, white, stage:Stage I, alive, 1238 days
1606.7
TCGA-A3-3328-01A
0 years, male, white, stage:Stage I, alive, 1385 days
1075.3
TCGA-BP-4334-01A
0 years, male, white, stage:Stage III, dead, 645 days
868.0
TCGA-AK-3440-01A
0 years, male, white, stage:Stage I, alive, 2865 days
848.9
TCGA-BP-4994-01A
0 years, male, white, stage:Stage I, alive, 1308 days
811.1
TCGA-AK-3447-01A
0 years, male, white, stage:Stage II, alive, 1217 days
770.0
TCGA-BP-4995-01A
0 years, male, white, stage:Stage I, alive, 1371 days
585.9
TCGA-B0-5117-01A
0 years, male, white, stage:Stage I, alive, 1608 days
510.1
TCGA-B8-4619-01A
0 years, male, white, stage:Stage I, alive, 523 days
367.2
TCGA-B0-5097-01A
0 years, female, white, stage:Stage III, alive, 665 days
358.2
TCGA-CJ-4912-01A
0 years, male, white, stage:Stage II, alive, 1657 days
273.0
TCGA-CW-5591-01A
0 years, male, white, stage:Stage IV, alive, 2271 days
262.7
TCGA-A3-3374-01A
0 years, female, black or african american, stage:Stage I, alive, 1314 days
233.3
TCGA-CJ-4891-01A
0 years, female, white, stage:Stage III, dead, 819 days
191.8
TCGA-B0-5094-01A
0 years, male, white, stage:Stage IV, dead, 333 days
168.9
TCGA-B0-5083-01A
0 years, male, white, stage:Stage I, dead, 1045 days
162.3
TCGA-BP-5170-01A
0 years, male, white, stage:Stage I, alive, 2412 days
139.4
TCGA-CJ-6033-01A
0 years, female, white, stage:Stage IV, dead, 224 days
138.8
TCGA-BP-4985-01A
0 years, male, white, stage:Stage III, dead, 952 days
131.9
TCGA-A3-3382-01A
0 years, male, white, stage:Stage I, alive, 574 days
125.9
TCGA-A3-3346-01A
0 years, male, white, stage:Stage I, dead, 137 days
119.0
TCGA-CW-6090-01A
0 years, male, white, stage:Stage I, alive, 2552 days
114.7
TCGA-B0-4827-01A
0 years, female, white, stage:Stage III, dead, 885 days
111.2
TCGA-CZ-4854-01A
0 years, male, white, stage:Stage I, dead, 1404 days
102.3
TCGA-CJ-4875-01A
0 years, male, white, stage:Stage IV, dead, 3554 days
94.9
TCGA-CZ-5985-01A
0 years, male, white, stage:Stage II, alive, 1997 days
86.6
TCGA-B0-5081-01A
0 years, female, white, stage:Stage III, dead, 362 days
83.1
TCGA-CZ-5464-01A
0 years, male, white, stage:Stage IV, alive, 2128 days
81.3
TCGA-BP-4354-01A
0 years, male, white, stage:Stage IV, dead, 1034 days
76.0
TCGA-MM-A564-01A
0 years, male, black or african american, stage:Stage II, alive, 607 days
74.0
TCGA-A3-3323-01A
0 years, male, white, stage:Stage I, alive, 1106 days
72.5
TCGA-BP-4352-01A
0 years, female, white, stage:Stage IV, dead, 344 days
68.0
TCGA-CJ-5676-01A
0 years, male, white, stage:Stage III, alive, 4067 days
66.6
TCGA-AK-3436-01A
0 years, male, white, stage:Stage IV, alive, 3331 days
65.1
TCGA-BP-4960-01A
0 years, male, white, stage:Stage II, alive, 2172 days
64.3
TCGA-CJ-4888-01A
0 years, male, white, stage:Stage IV, dead, 1567 days
62.4
TCGA-CZ-5456-01A
0 years, male, white, stage:Stage II, alive, 2422 days
60.5
TCGA-CJ-4902-01A
0 years, male, white, stage:Stage III, alive, 1520 days
59.9
TCGA-B0-5710-01A
0 years, male, white, stage:Stage I, alive, 2430 days
58.6
TCGA-B0-5098-01A
0 years, female, black or african american, stage:Stage I, dead, 1584 days
58.2
TCGA-B0-5095-01A
0 years, male, white, stage:Stage III, dead, 245 days
56.1
TCGA-A3-3378-01A
0 years, male, white, stage:Stage I, alive, 630 days
56.0
TCGA-BP-4991-01A
0 years, male, white, stage:Stage I, alive, 1413 days
56.0
TCGA-CZ-5468-01A
0 years, male, white, stage:Stage IV, dead, 59 days
54.7
TCGA-B0-5106-01A
0 years, male, white, stage:Stage I, dead, 1598 days
54.5
TCGA-B0-4821-01A
0 years, female, asian, stage:Stage III, dead, 1230 days
54.2
TCGA-B8-4622-01A
0 years, male, white, stage:Stage IV, alive, 1525 days
51.2
TCGA-A3-3316-01A
0 years, male, white, stage:Stage II, alive, 1493 days
50.6
TCGA-BP-4329-01A
0 years, male, white, stage:Stage III, dead, 845 days
47.0
TCGA-CJ-4881-01A
0 years, male, white, stage:Stage III, alive, 2014 days
46.4
TCGA-BP-5009-01A
0 years, male, white, stage:Stage I, dead, 1092 days
46.4
TCGA-BP-4790-01A
0 years, male, white, stage:Stage I, dead, 1111 days
45.4
TCGA-BP-5198-01A
0 years, male, white, stage:Stage III, alive, 603 days
44.6
TCGA-CJ-4890-01A
0 years, male, white, stage:Stage IV, alive, 3519 days
44.5
TCGA-B2-4101-01A
0 years, male, white, stage:Stage II, alive, 648 days
44.2
TCGA-B0-5702-01A
0 years, male, white, stage:Stage I, alive, 2172 days
43.7
TCGA-B0-4712-01A
0 years, male, white, stage:Stage IV, dead, 1337 days
43.3
TCGA-BP-4787-01A
0 years, female, white, stage:Stage IV, dead, 480 days
43.2
TCGA-BP-5178-01A
0 years, male, white, stage:Stage IV, dead, 1912 days
42.8
TCGA-CJ-6027-01A
0 years, male, white, stage:Stage I, dead, 3615 days
41.8
TCGA-CZ-5461-01A
0 years, male, white, stage:Stage IV, dead, 330 days
41.2
TCGA-B2-5641-01A
0 years, male, white, stage:Stage I, alive, 656 days
40.8
TCGA-B0-5400-01A
0 years, female, white, stage:Stage III, alive, 1733 days
40.8
TCGA-CW-5590-01A
0 years, male, white, stage:Stage IV, dead, 1075 days
37.7
TCGA-BP-4326-01A
0 years, female, white, stage:Stage I, dead, 1625 days
37.1
TCGA-B0-4823-01A
0 years, male, white, stage:Stage I, dead, 454 days
36.3
TCGA-BP-5010-01A
0 years, male, white, stage:Stage III, dead, 878 days
36.1
TCGA-AK-3454-01A
0 years, male, white, stage:Stage I, alive, 874 days
36.0
TCGA-B0-4848-01A
0 years, male, white, stage:Stage III, dead, 883 days
35.8
TCGA-B0-5402-01A
0 years, male, white, stage:Stage IV, alive, 1290 days
33.9
TCGA-BP-4798-01A
0 years, male, white, stage:'--, dead, 334 days
33.7
TCGA-B0-4810-01A
0 years, male, white, stage:Stage III, dead, 478 days
33.0
TCGA-B0-4700-01A
0 years, male, white, stage:Stage IV, dead, 1980 days
32.8
TCGA-A3-3317-01A
0 years, male, stage:Stage II, alive, 1491 days
32.0
TCGA-B0-4822-01A
0 years, male, white, stage:Stage II, dead, 1111 days
31.7
TCGA-BP-4169-01A
0 years, female, white, stage:Stage II, dead, 701 days
31.2
TCGA-BP-4973-01A
0 years, male, white, stage:Stage III, alive, 1384 days
31.1
TCGA-CJ-6031-01A
0 years, male, white, stage:Stage I, alive, 1906 days
30.9
TCGA-DV-5573-01A
0 years, male, white, stage:Stage I, alive, 1130 days
30.8
TCGA-B0-4703-01A
0 years, male, white, stage:Stage IV, dead, 182 days
30.6
TCGA-A3-3358-01A
0 years, female, white, stage:Stage I, alive, 1307 days
30.4
TCGA-CJ-5671-01A
0 years, male, white, stage:Stage I, alive, 3987 days
30.3
TCGA-BP-4803-01A
0 years, male, white, stage:Stage III, alive, 204 days
29.9
TCGA-CZ-5469-01A
0 years, male, white, stage:Stage II, dead, 946 days
29.7
TCGA-BP-5007-01A
0 years, male, white, stage:Stage II, alive, 1140 days
29.3
TCGA-B0-4699-01A
0 years, male, white, stage:Stage IV, dead, 110 days
29.3
TCGA-CJ-4871-01A
0 years, male, white, stage:Stage IV, alive, 2423 days
28.9
TCGA-CJ-4907-01A
0 years, male, white, stage:Stage III, alive, 1499 days
28.6
TCGA-B0-4813-01A
0 years, male, white, stage:Stage III, dead, 18 days
28.2
TCGA-CJ-6028-01A
0 years, male, white, stage:Stage IV, dead, 1625 days
28.2
TCGA-AK-3445-01A
0 years, male, white, stage:Stage III, alive, 2392 days
28.1
TCGA-B0-4713-01A
0 years, female, white, stage:Stage III, dead, 202 days
27.8
TCGA-B0-4691-01A
0 years, male, white, stage:Stage IV, dead, 139 days
27.6
TCGA-AK-3443-01A
0 years, male, white, stage:Stage II, alive, 1423 days
27.2
TCGA-CJ-4918-01A
0 years, male, white, stage:Stage IV, dead, 93 days
27.2
TCGA-B8-4143-01A
0 years, female, white, stage:Stage IV, dead, 709 days
26.1
TCGA-CZ-5984-01A
0 years, male, white, stage:Stage I, alive, 2067 days
25.9
TCGA-BP-4986-01A
0 years, male, white, stage:Stage I, alive, 785 days
25.9
TCGA-B0-4828-01A
0 years, male, white, stage:Stage IV, dead, 307 days
25.8
TCGA-BP-4338-01A
0 years, male, white, stage:Stage I, alive, 2859 days
25.5
TCGA-CZ-4861-01A
0 years, male, white, stage:Stage II, dead, 446 days
25.5
TCGA-CJ-5682-01A
0 years, male, white, stage:Stage IV, alive, 3736 days
25.5
TCGA-BP-5175-01A
0 years, male, white, stage:Stage I, alive, 932 days
25.1
TCGA-CJ-6030-01A
0 years, male, white, stage:Stage I, dead, 2299 days
24.5
TCGA-BP-4768-01A
0 years, female, white, stage:Stage I, alive, 400 days
24.4
TCGA-B0-4706-01A
0 years, male, white, stage:Stage III, dead, 65 days
24.3
TCGA-B0-5108-01A
0 years, male, white, stage:Stage III, alive, 1782 days
24.1
TCGA-DV-5566-01A
0 years, female, white, stage:Stage I, alive, 1398 days
23.1
TCGA-B0-4843-01A
0 years, male, white, stage:Stage III, dead, 320 days
23.0
TCGA-CJ-4872-01A
0 years, male, white, stage:Stage I, alive, 1435 days
22.6
TCGA-CZ-5987-01A
0 years, male, white, stage:Stage IV, dead, 445 days
22.3
TCGA-CJ-4637-01A
0 years, female, white, stage:Stage IV, dead, 2227 days
22.2
TCGA-BP-4176-01A
0 years, male, white, stage:Stage I, alive, 1955 days
22.1
TCGA-BP-4761-01A
0 years, male, white, stage:Stage III, alive, 182 days
21.8
TCGA-CJ-4882-01A
0 years, male, black or african american, stage:Stage III, alive, 1883 days
21.7
TCGA-A3-3335-01A
0 years, male, white, stage:Stage II, alive, 1886 days
21.2
TCGA-BP-5189-01A
0 years, male, white, stage:Stage I, dead, 822 days
21.0
TCGA-CJ-4901-01A
0 years, male, white, stage:Stage III, alive, 1450 days
20.6
TCGA-A3-3362-01A
0 years, female, white, stage:Stage I, alive, 1559 days
20.2
TCGA-BP-5195-01A
0 years, male, white, stage:Stage I, alive, 749 days
20.1
TCGA-A3-3311-01A
0 years, male, stage:Stage I, dead, 1191 days
19.7
TCGA-CZ-5466-01A
0 years, male, stage:Stage III, alive, 685 days
19.6
TCGA-BP-4759-01A
0 years, male, white, stage:Stage I, alive, 2372 days
19.4
TCGA-DV-5574-01A
0 years, male, white, stage:Stage I, alive, 2016 days
19.4
TCGA-BP-4964-01A
0 years, female, white, stage:Stage I, alive, 1862 days
19.3
TCGA-CJ-4868-01A
0 years, male, white, stage:Stage IV, dead, 646 days
19.2
TCGA-BP-4971-01A
0 years, male, white, stage:Stage III, alive, 1487 days
18.9
TCGA-AK-3428-01A
0 years, male, white, stage:Stage III, alive, 3728 days
18.5
TCGA-BP-5187-01A
0 years, male, white, stage:Stage I, alive, 406 days
18.1
TCGA-BP-4977-01A
0 years, male, white, stage:Stage I, alive, 454 days
18.1
TCGA-BP-4345-01A
0 years, male, white, stage:Stage III, alive, 1516 days
18.1
TCGA-CZ-4858-01A
0 years, male, white, stage:Stage II, dead, 2105 days
18.0
TCGA-AK-3431-01A
0 years, female, white, stage:Stage II, dead, 2241 days
18.0
TCGA-BP-4335-01A
0 years, female, white, stage:Stage IV, dead, 475 days
17.5
TCGA-CW-5584-01A
0 years, male, white, stage:Stage III, dead, 164 days
17.3
TCGA-CJ-4635-01A
0 years, male, white, stage:Stage I, alive, 1416 days
17.3
TCGA-B4-5836-01A
0 years, female, white, stage:Stage I, alive, 141 days
17.2
TCGA-CJ-4908-01A
0 years, male, white, stage:Stage I, alive, 1531 days
17.2
TCGA-B8-5158-01A
0 years, male, white, stage:Stage III, alive, 1218 days
17.1
TCGA-B0-5694-01A
0 years, male, white, stage:Stage III, dead, 480 days
16.6
TCGA-CJ-4920-01A
0 years, female, white, stage:Stage I, dead, 139 days
16.2
TCGA-BP-4781-01A
0 years, male, white, stage:Stage I, alive, 2080 days
16.1
TCGA-BP-4967-01A
0 years, male, white, stage:Stage III, alive, 205 days
16.0
TCGA-A3-3372-01A
0 years, male, white, stage:Stage III, alive, 735 days
15.9
TCGA-BP-4166-01A
0 years, male, white, stage:Stage III, alive, 13 days
15.7
TCGA-A3-A6NN-01A
0 years, male, black or african american, stage:Stage I, alive, 3 days
15.7
TCGA-G6-A8L6-01A
0 years, male, black or african american, stage:Stage IV, dead, 313 days
15.5
TCGA-DV-A4W0-01A
0 years, male, black or african american, stage:Stage I, alive, 2470 days
15.5
TCGA-BP-5000-01A
0 years, male, white, stage:Stage I, alive, 563 days
15.4
TCGA-B0-5812-01A
0 years, male, white, stage:Stage I, alive, 3834 days
15.3
TCGA-BP-4963-01A
0 years, male, white, stage:Stage I, alive, 1834 days
14.9
TCGA-B0-5691-01A
0 years, female, white, stage:Stage I, alive, 3431 days
14.9
TCGA-BP-4159-01A
0 years, male, white, stage:Stage I, dead, 2601 days
14.9
TCGA-B8-A54G-01A
0 years, male, black or african american, stage:Stage I, alive, 53 days
14.8
TCGA-DV-5576-01A
0 years, female, black or african american, stage:Stage I, dead, 727 days
14.6
TCGA-B4-5835-01A
0 years, female, white, stage:Stage I, alive, 16 days
14.3
TCGA-A3-3324-01A
0 years, male, white, stage:Stage I, alive, 1186 days
14.0
TCGA-CZ-5462-01A
0 years, male, white, stage:Stage IV, dead, 311 days
14.0
TCGA-A3-3351-01A
0 years, male, white, stage:Stage II, alive, 910 days
14.0
TCGA-B0-5100-01A
0 years, male, black or african american, stage:Stage III, dead, 1913 days
14.0
TCGA-B0-5116-01A
0 years, male, white, stage:Stage III, alive, 1274 days
13.9
TCGA-BP-4327-01A
0 years, female, white, stage:Stage II, dead, 109 days
13.6
TCGA-B8-5165-01A
0 years, male, white, stage:Stage I, alive, 737 days
13.5
TCGA-CZ-5465-01A
0 years, female, stage:Stage III, dead, 2564 days
13.4
TCGA-B0-4694-01A
0 years, male, white, stage:Stage III, dead, 106 days
13.2
TCGA-A3-3387-01A
0 years, male, white, stage:Stage I, alive, 617 days
13.0
TCGA-B8-A7U6-01A
0 years, female, black or african american, stage:Stage I, alive, 495 days
12.9
TCGA-B0-4701-01A
0 years, female, white, stage:Stage IV, dead, 238 days
12.5
TCGA-B0-5120-01A
0 years, female, white, stage:Stage I, alive, 1169 days
12.5
TCGA-B0-4817-01A
0 years, male, white, stage:Stage III, dead, 1019 days
12.4
TCGA-CJ-4895-01A
0 years, male, white, stage:Stage IV, dead, 1200 days
12.1
TCGA-B0-4718-01A
0 years, male, white, stage:Stage III, alive, 1778 days
12.0
TCGA-BP-4332-01A
0 years, male, white, stage:Stage III, alive, 1133 days
11.7
TCGA-B8-5551-01A
0 years, female, black or african american, stage:Stage I, alive, 16 days
11.5
TCGA-B2-3923-01A
0 years, male, white, stage:Stage II, alive, 992 days
11.3
TCGA-CJ-4873-01A
0 years, female, white, stage:Stage III, alive, 1776 days
11.3
TCGA-B2-5639-01A
0 years, male, white, stage:Stage IV, dead, 1003 days
11.2
TCGA-AK-3465-01A
0 years, female, black or african american, stage:Stage I, alive, 369 days
11.1
TCGA-A3-3329-01A
0 years, male, white, stage:Stage I, alive, 1624 days
10.7
TCGA-B0-4816-01A
0 years, male, white, stage:Stage II, dead, 1371 days
10.7
TCGA-B0-4837-01A
0 years, male, white, stage:Stage I, dead, 1378 days
10.6
TCGA-CJ-4900-01A
0 years, female, white, stage:Stage IV, dead, 1714 days
10.5
TCGA-A3-3343-01A
0 years, male, white, stage:Stage II, alive, 945 days
10.5
TCGA-CJ-4903-01A
0 years, male, white, stage:Stage I, alive, 1560 days
10.4
TCGA-B0-4839-01A
0 years, female, white, stage:Stage I, dead, 1639 days
10.3
TCGA-BP-5180-01A
0 years, male, white, stage:Stage I, alive, 2263 days
10.0
TCGA-BP-4975-01A
0 years, male, white, stage:Stage I, alive, 1433 days
9.8
TCGA-CJ-4916-01A
0 years, female, white, stage:Stage III, alive, 1373 days
9.7
TCGA-B0-4845-01A
0 years, male, white, stage:Stage IV, dead, 1986 days
9.6
TCGA-A3-3308-01A
0 years, female, white, stage:Stage III, alive, 16 days
9.4
TCGA-BP-5201-01A
0 years, male, white, stage:Stage IV, alive, 951 days
9.4
TCGA-CJ-5684-01A
0 years, male, white, stage:Stage III, alive, 2231 days
9.3
TCGA-B0-5121-01A
0 years, male, white, stage:Stage I, alive, 1485 days
9.1
TCGA-CZ-5454-01A
0 years, male, white, stage:Stage IV, dead, 722 days
9.0
TCGA-B0-4714-01A
0 years, male, white, stage:Stage IV, dead, 99 days
9.0
TCGA-B0-5701-01A
0 years, male, white, stage:Stage III, alive, 2461 days
8.9
TCGA-BP-5196-01A
0 years, male, white, stage:Stage I, alive, 1018 days
8.8
TCGA-CZ-4860-01A
0 years, male, white, stage:Stage IV, dead, 206 days
8.7
TCGA-B0-4819-01A
0 years, female, white, stage:Stage IV, dead, 183 days
8.6
TCGA-BP-5199-01A
0 years, male, white, stage:Stage II, alive, 1355 days
8.5
TCGA-CJ-4884-01A
0 years, female, white, stage:Stage III, alive, 1759 days
8.4
TCGA-CZ-5458-01A
0 years, male, white, stage:Stage III, alive, 2789 days
8.3
TCGA-BP-4998-01A
0 years, male, asian, stage:Stage I, alive, 932 days
8.2
TCGA-A3-3313-01A
0 years, male, black or african american, stage:Stage I, dead, 735 days
8.1
TCGA-BP-5194-01A
0 years, male, white, stage:Stage I, alive, 408 days
8.1
TCGA-BP-4330-01A
0 years, female, black or african american, stage:Stage III, alive, 1888 days
7.9
TCGA-BP-4992-01A
0 years, male, white, stage:Stage I, alive, 501 days
7.9
TCGA-CZ-5460-01A
0 years, male, white, stage:Stage IV, alive, 2873 days
7.7
TCGA-B0-5080-01A
0 years, male, white, stage:Stage IV, dead, 342 days
7.6
TCGA-A3-3347-01A
0 years, female, white, stage:Stage III, dead, 1610 days
7.5
TCGA-CW-5588-01A
0 years, female, white, stage:Stage I, alive, 2017 days
7.5
TCGA-BP-4167-01A
0 years, male, white, stage:Stage III, alive, 2718 days
7.4
TCGA-BP-4349-01A
0 years, female, white, stage:Stage I, alive, 372 days
7.4
TCGA-B0-5113-01A
0 years, female, white, stage:Stage III, alive, 1175 days
7.3
TCGA-BP-4343-01A
0 years, male, white, stage:Stage III, dead, 1912 days
6.9
TCGA-BP-4769-01A
0 years, male, white, stage:Stage I, alive, 1876 days
6.8
TCGA-B4-5844-01A
0 years, female, white, stage:Stage II, alive, 7 days
6.7
TCGA-B0-4693-01A
0 years, female, white, stage:Stage III, dead, 77 days
6.6
TCGA-B0-4842-01A
0 years, female, white, stage:Stage III, dead, 1724 days
6.5
TCGA-B0-4836-01A
0 years, male, white, stage:Stage IV, dead, 1238 days
6.4
TCGA-B2-4099-01A
0 years, male, white, stage:Stage I, alive, 972 days
6.3
TCGA-A3-3352-01A
0 years, male, white, stage:Stage III, dead, 561 days
6.3
TCGA-CJ-5686-01A
0 years, female, white, stage:Stage I, alive, 2038 days
6.3
TCGA-B8-A54I-01A
0 years, male, black or african american, stage:Stage I, alive, 150 days
6.2
TCGA-DV-A4VX-01A
0 years, male, black or african american, stage:Stage IV, dead, 1626 days
6.1
TCGA-B8-5550-01A
0 years, male, white, stage:Stage III, alive, 1476 days
6.1
TCGA-BP-4355-01A
0 years, female, white, stage:Stage III, dead, 953 days
6.1
TCGA-CJ-4870-01A
0 years, female, black or african american, stage:Stage III, alive, 1498 days
6.1
TCGA-B8-5163-01A
0 years, female, white, stage:Stage III, alive, 822 days
5.9
TCGA-BP-4961-01A
0 years, male, white, stage:Stage I, alive, 1935 days
5.8
TCGA-B4-5832-01A
0 years, male, white, stage:Stage III, alive, 155 days
5.8
TCGA-BP-4804-01A
0 years, male, white, stage:Stage I, alive, 1459 days
5.7
TCGA-BP-4161-01A
0 years, male, white, stage:Stage I, alive, 2746 days
5.7
TCGA-CJ-4886-01A
0 years, female, white, stage:Stage I, alive, 1952 days
5.6
TCGA-AK-3426-01A
0 years, male, white, stage:Stage III, dead, 885 days
5.6
TCGA-B0-4814-01A
0 years, male, white, stage:Stage IV, dead, 168 days
5.5
TCGA-BP-4965-01A
0 years, male, white, stage:Stage I, alive, 1871 days
5.5
TCGA-CZ-5455-01A
0 years, male, white, stage:Stage IV, dead, 561 days
5.5
TCGA-B0-5706-01A
0 years, male, white, stage:Stage II, alive, 3205 days
5.2
TCGA-B0-4852-01A
0 years, female, white, stage:Stage II, dead, 1121 days
5.2
TCGA-B0-5096-01A
0 years, female, white, stage:Stage III, dead, 68 days
5.1
TCGA-CJ-4869-01A
0 years, male, white, stage:Stage III, alive, 2554 days
5.0
TCGA-A3-3306-01A
0 years, male, white, stage:Stage I, alive, 1120 days
5.0
TCGA-B0-5695-01A
0 years, female, white, stage:Stage I, alive, 2150 days
5.0
TCGA-A3-A6NJ-01A
0 years, female, black or african american, stage:Stage I, alive, 468 days
5.0
TCGA-CJ-4905-01A
0 years, female, white, stage:Stage I, alive, 1496 days
4.9
TCGA-CJ-4641-01A
0 years, female, white, stage:Stage IV, dead, 1661 days
4.9
TCGA-MM-A563-01A
0 years, male, black or african american, stage:'--, alive, 591 days
4.8
TCGA-B0-5092-01A
0 years, female, white, stage:Stage IV, dead, 459 days
4.8
TCGA-A3-3367-01A
0 years, male, white, stage:Stage I, alive, 2270 days
4.7
TCGA-BP-4177-01A
0 years, male, white, stage:Stage I, alive, 1670 days
4.7
TCGA-B0-4833-01A
0 years, female, white, stage:Stage I, dead, 2386 days
4.7
TCGA-A3-3325-01A
0 years, male, white, stage:Stage I, dead, 1170 days
4.6
TCGA-BP-4771-01A
0 years, male, white, stage:Stage IV, dead, 162 days
4.6
TCGA-B0-4945-01A
0 years, female, white, stage:Stage I, dead, 2145 days
4.6
TCGA-B0-5707-01A
0 years, female, white, stage:Stage I, alive, 3744 days
4.6
TCGA-BP-4982-01A
0 years, male, white, stage:Stage I, alive, 1014 days
4.5
TCGA-CJ-4634-01A
0 years, female, white, stage:Stage I, alive, 3498 days
4.5
TCGA-B8-5546-01A
0 years, female, black or african american, stage:Stage I, alive, 505 days
4.5
TCGA-BP-4762-01A
0 years, male, white, stage:Stage I, dead, 1343 days
4.5
TCGA-BP-4797-01A
0 years, male, white, stage:Stage III, alive, 1107 days
4.4
TCGA-CW-6087-01A
0 years, male, white, stage:Stage IV, dead, 41 days
4.4
TCGA-CJ-5679-01A
0 years, male, white, stage:Stage III, dead, 679 days
4.4
TCGA-CW-5580-01A
0 years, female, white, stage:Stage IV, dead, 1964 days
4.4
TCGA-AK-3458-01A
0 years, male, white, stage:Stage I, alive, 1168 days
4.3
TCGA-A3-3307-01A
0 years, male, stage:Stage III, alive, 1436 days
4.3
TCGA-B0-4815-01A
0 years, male, white, stage:Stage III, dead, 1588 days
4.3
TCGA-A3-3365-01A
0 years, male, white, stage:Stage I, alive, 873 days
4.3
TCGA-AK-3460-01A
0 years, male, white, stage:Stage I, alive, 2508 days
4.2
TCGA-CW-5589-01A
0 years, male, white, stage:Stage I, alive, 2378 days
4.2
TCGA-B2-5636-01A
0 years, male, white, stage:Stage I, alive, 919 days
4.1
TCGA-BP-4164-01A
0 years, female, white, stage:Stage III, dead, 992 days
4.0
TCGA-AK-3425-01A
0 years, male, white, stage:Stage I, alive, 3343 days
4.0
TCGA-BP-4784-01A
0 years, female, white, stage:Stage I, alive, 1854 days
3.9
TCGA-CW-5583-01A
0 years, female, white, stage:Stage I, alive, 2489 days
3.9
TCGA-B0-5711-01A
0 years, male, white, stage:Stage III, alive, 3989 days
3.8
TCGA-B8-5553-01A
0 years, female, white, stage:Stage I, alive, 435 days
3.8
TCGA-B8-4148-01A
0 years, female, white, stage:Stage I, alive, 1520 days
3.7
TCGA-BP-4163-01A
0 years, female, white, stage:Stage III, alive, 2839 days
3.6
TCGA-B0-4838-01A
0 years, female, white, stage:Stage I, dead, 834 days
3.6
TCGA-CZ-5989-01A
0 years, male, white, stage:Stage II, alive, 1905 days
3.6
TCGA-DV-5568-01A
0 years, male, white, stage:Stage I, alive, 370 days
3.5
TCGA-CJ-4899-01A
0 years, male, asian, stage:Stage I, alive, 1528 days
3.5
TCGA-BP-4351-01A
0 years, female, white, stage:Stage III, alive, 970 days
3.4
TCGA-BP-5183-01A
0 years, male, white, stage:Stage III, alive, 1291 days
3.4
TCGA-BP-5191-01A
0 years, male, white, stage:Stage III, alive, 967 days
3.3
TCGA-B0-4690-01A
0 years, male, white, stage:Stage IV, dead, 43 days
3.3
TCGA-CJ-4638-01A
0 years, female, white, stage:Stage IV, dead, 431 days
3.3
TCGA-BP-5008-01A
0 years, male, white, stage:Stage I, alive, 1071 days
3.3
TCGA-BP-4801-01A
0 years, male, white, stage:Stage I, alive, 1124 days
3.2
TCGA-CZ-4857-01A
0 years, male, white, stage:Stage IV, dead, 1432 days
3.2
TCGA-CJ-5675-01A
0 years, male, white, stage:Stage II, alive, 3936 days
3.2
TCGA-GK-A6C7-01A
0 years, female, black or african american, stage:Stage I, alive, 61 days
3.1
TCGA-CZ-4853-01A
0 years, male, white, stage:Stage I, alive, 774 days
3.1
TCGA-CJ-4892-01A
0 years, female, white, stage:Stage I, alive, 1521 days
3.1
TCGA-B0-4818-01A
0 years, female, white, stage:Stage II, dead, 510 days
3.1
TCGA-BP-4331-01A
0 years, male, white, stage:Stage I, dead, 2454 days
3.1
TCGA-CJ-5681-01A
0 years, female, white, stage:Stage IV, dead, 552 days
3.1
TCGA-BP-4342-01A
0 years, male, white, stage:Stage II, dead, 2256 days
3.0
TCGA-B8-A54H-01A
0 years, female, black or african american, stage:Stage II, alive, 256 days
3.0
TCGA-BP-4789-01A
0 years, male, white, stage:Stage I, alive, 1489 days
3.0
TCGA-B0-5088-01A
0 years, male, white, stage:Stage I, dead, 563 days
3.0
TCGA-B2-5635-01A
0 years, male, white, stage:Stage I, alive, 755 days
3.0
TCGA-B2-5633-01A
0 years, male, white, stage:Stage I, alive, 963 days
3.0
TCGA-A3-3319-01A
0 years, male, white, stage:Stage I, alive, 1130 days
2.9
TCGA-B0-4844-01A
0 years, male, white, stage:Stage IV, dead, 313 days
2.9
TCGA-BP-4968-01A
0 years, male, white, stage:Stage I, alive, 1746 days
2.9
TCGA-A3-3322-01A
0 years, male, white, stage:Stage I, alive, 1478 days
2.9
TCGA-B0-4834-01A
0 years, male, white, stage:Stage I, dead, 2090 days
2.9
TCGA-BP-5169-01A
0 years, male, white, stage:Stage I, alive, 193 days
2.8
TCGA-CZ-5451-01A
0 years, male, white, stage:Stage II, alive, 1929 days
2.8
TCGA-G6-A8L7-01A
0 years, female, black or african american, stage:Stage I, alive, 2133 days
2.8
TCGA-A3-3357-01A
0 years, male, white, stage:Stage II, alive, 2688 days
2.8
TCGA-CZ-5982-01A
0 years, female, white, stage:Stage I, alive, 2439 days
2.8
TCGA-B0-5109-01A
0 years, male, white, stage:Stage III, dead, 587 days
2.7
TCGA-B2-A4SR-01A
0 years, male, black or african american, stage:Stage II, alive, 507 days
2.7
TCGA-B0-4847-01A
0 years, male, white, stage:Stage IV, dead, 793 days
2.6
TCGA-A3-3376-01A
0 years, male, black or african american, stage:Stage I, dead, 1696 days
2.6
TCGA-B8-A54J-01A
0 years, male, black or african american, stage:Stage II, alive, 528 days
2.6
TCGA-BP-5200-01A
0 years, male, white, stage:Stage II, alive, 1063 days
2.5
TCGA-A3-3349-01A
0 years, female, white, stage:Stage I, alive, 1385 days
2.5
TCGA-BP-4989-01A
0 years, male, white, stage:Stage III, alive, 118 days
2.4
TCGA-B8-4620-01A
0 years, female, white, stage:Stage III, alive, 777 days
2.4
TCGA-BP-4341-01A
0 years, male, white, stage:Stage III, dead, 1589 days
2.3
TCGA-AK-3461-01A
0 years, male, white, stage:Stage I, alive, 2217 days
2.3
TCGA-DV-5569-01A
0 years, female, white, stage:Stage I, alive, 355 days
2.2
TCGA-B0-5399-01A
0 years, male, white, stage:Stage I, alive, 1411 days
2.2
TCGA-B0-5712-01A
0 years, female, black or african american, stage:Stage IV, alive, 2722 days
2.2
TCGA-BP-5185-01A
0 years, male, white, stage:Stage I, alive, 1132 days
2.2
TCGA-BP-4799-01A
0 years, male, white, stage:Stage III, dead, 1133 days
2.2
TCGA-A3-A6NI-01A
0 years, male, black or african american, stage:Stage I, alive, 1018 days
2.2
TCGA-CW-5587-01A
0 years, female, white, stage:Stage III, alive, 2226 days
2.2
TCGA-BP-4170-01A
0 years, female, white, stage:Stage I, dead, 2343 days
2.2
TCGA-BP-4174-01A
0 years, male, white, stage:Stage II, alive, 1879 days
2.1
TCGA-CJ-5680-01A
0 years, female, white, stage:Stage IV, dead, 768 days
2.1
TCGA-BP-4353-01A
0 years, male, white, stage:Stage I, dead, 375 days
2.1
TCGA-B4-5838-01A
0 years, male, white, stage:'--, alive, 166 days
2.1
TCGA-CJ-4639-01A
0 years, female, white, stage:Stage II, alive, 3229 days
2.1
TCGA-DV-A4VZ-01A
0 years, male, black or african american, stage:Stage I, alive, 365 days
2.1
TCGA-B0-4707-01A
0 years, male, white, stage:Stage III, dead, 600 days
2.0
TCGA-CJ-5677-01A
0 years, female, white, stage:Stage IV, dead, 782 days
2.0
TCGA-B0-5075-01A
0 years, female, white, stage:Stage III, dead, 637 days
2.0
TCGA-CZ-5470-01A
0 years, female, stage:Stage II, alive, 386 days
2.0
TCGA-BP-4959-01A
0 years, male, white, stage:Stage I, alive, 2660 days
2.0
TCGA-AS-3778-01A
0 years, male, white, stage:Stage I, alive, 43 days
2.0
TCGA-B0-5085-01A
0 years, female, white, stage:Stage III, dead, 770 days
2.0
TCGA-AK-3453-01A
0 years, female, white, stage:Stage II, alive, 2531 days
1.9
TCGA-CJ-4643-01A
0 years, female, white, stage:Stage II, alive, 1793 days
1.9
TCGA-AK-3455-01A
0 years, female, white, stage:Stage III, dead, 683 days
1.9
TCGA-B8-4154-01A
0 years, female, white, stage:Stage I, alive, 1380 days
1.9
TCGA-BP-4970-01A
0 years, male, asian, stage:Stage III, alive, 433 days
1.8
TCGA-B2-3924-01A
0 years, male, white, stage:Stage I, alive, 1092 days
1.8
TCGA-3Z-A93Z-01A
0 years, male, black or african american, stage:Stage I, alive, 385 days
1.7
TCGA-B0-5697-01A
0 years, male, white, stage:Stage I, alive, 2630 days
1.7
TCGA-EU-5907-01A
0 years, male, white, stage:Stage III, alive, 127 days
1.7
TCGA-A3-3331-01A
0 years, female, white, stage:Stage I, alive, 1257 days
1.7
TCGA-DV-5565-01A
0 years, male, white, stage:Stage I, alive, 1329 days
1.6
TCGA-BP-5182-01A
0 years, male, white, stage:Stage I, alive, 1165 days
1.6
TCGA-EU-5905-01A
0 years, female, white, stage:Stage I, alive, 119 days
1.6
TCGA-A3-A8OW-01A
0 years, male, black or african american, stage:Stage III, alive, 323 days
1.6
TCGA-CJ-5683-01A
0 years, male, white, stage:Stage I, alive, 1889 days
1.6
TCGA-B8-4151-01A
0 years, female, white, stage:Stage III, alive, 1299 days
1.6
TCGA-BP-4999-01A
0 years, male, white, stage:Stage I, alive, 1266 days
1.6
TCGA-B0-5700-01A
0 years, male, white, stage:Stage I, alive, 1790 days
1.5
TCGA-AK-3427-01A
0 years, male, white, stage:Stage I, alive, 3583 days
1.5
TCGA-CJ-4887-01A
0 years, male, white, stage:Stage IV, dead, 932 days
1.5
TCGA-B0-5110-01A
0 years, female, white, stage:Stage I, alive, 2009 days
1.5
TCGA-CW-5581-01A
0 years, male, white, stage:Stage I, alive, 2799 days
1.4
TCGA-B0-5698-01A
0 years, male, black or african american, stage:Stage I, alive, 3631 days
1.4
TCGA-BP-4165-01A
0 years, female, white, stage:Stage I, alive, 3037 days
1.4
TCGA-BP-4763-01A
0 years, female, white, stage:Stage I, dead, 1270 days
1.4
TCGA-B2-4098-01A
0 years, female, black or african american, stage:Stage I, dead, 51 days
1.4
TCGA-BP-4987-01A
0 years, female, asian, stage:Stage I, alive, 1124 days
1.3
TCGA-CJ-4874-01A
0 years, female, white, stage:Stage I, alive, 2283 days
1.3
TCGA-CJ-5678-01A
0 years, male, black or african american, stage:Stage IV, dead, 574 days
1.3
TCGA-6D-AA2E-01A
0 years, female, black or african american, stage:Stage I, alive, 362 days
1.3
TCGA-MM-A84U-01A
0 years, female, black or african american, stage:Stage I, alive, 700 days
1.3
TCGA-AK-3429-01A
0 years, female, white, stage:Stage II, alive, 3328 days
1.3
TCGA-BP-5177-01A
0 years, female, white, stage:Stage I, alive, 293 days
1.2
TCGA-CJ-4644-01A
0 years, female, white, stage:Stage IV, dead, 336 days
1.2
TCGA-B0-4811-01A
0 years, male, white, stage:Stage III, dead, 1417 days
1.2
TCGA-CZ-5467-01A
0 years, female, white, stage:Stage III, dead, 73 days
1.2
TCGA-B2-4102-01A
0 years, male, white, stage:Stage I, alive, 952 days
1.2
TCGA-A3-A6NL-01A
0 years, female, black or african american, stage:Stage I, alive, 689 days
1.2
TCGA-BP-4340-01A
0 years, female, white, stage:Stage I, dead, 562 days
1.2
TCGA-CZ-4865-01A
0 years, female, white, stage:Stage I, dead, 166 days
1.1
TCGA-EU-5904-01A
0 years, female, white, stage:Stage I, alive, 551 days
1.1
TCGA-BP-4158-01A
0 years, male, white, stage:Stage I, alive, 3377 days
1.1
TCGA-CJ-4640-01A
0 years, male, white, stage:Stage III, alive, 3480 days
1.1
TCGA-BP-4983-01A
0 years, female, asian, stage:Stage III, alive, 1413 days
1.1
TCGA-CJ-4636-01A
0 years, male, white, stage:Stage III, alive, 1924 days
1.1
TCGA-BP-4160-01A
0 years, male, white, stage:Stage III, alive, 2881 days
1.1
TCGA-B4-5843-01A
0 years, male, white, stage:Stage I, alive, 11 days
1.1
TCGA-BP-4972-01A
0 years, female, white, stage:Stage III, alive, 1502 days
1.0
TCGA-BP-4782-01A
0 years, female, white, stage:Stage I, alive, 354 days
1.0
TCGA-B0-4696-01A
0 years, male, white, stage:Stage III, dead, 866 days
1.0
TCGA-B0-5696-01A
0 years, male, white, stage:Stage III, alive, 2609 days
1.0
TCGA-DV-5575-01A
0 years, female, white, stage:Stage I, alive, 1729 days
1.0
TCGA-B8-5545-01A
0 years, male, black or african american, stage:Stage I, alive, 1525 days
1.0
TCGA-BP-4337-01A
0 years, female, white, stage:Stage III, dead, 2 days
0.9
TCGA-A3-3370-01A
0 years, female, white, stage:Stage I, alive, 2274 days
0.9
TCGA-B0-5709-01A
0 years, female, white, stage:Stage III, alive, 3974 days
0.9
TCGA-B0-5107-01A
0 years, female, white, stage:Stage IV, dead, 927 days
0.9
TCGA-BP-4777-01A
0 years, male, white, stage:Stage I, alive, 1731 days
0.9
TCGA-B8-A54E-01A
0 years, female, black or african american, stage:Stage I, alive, 909 days
0.9
TCGA-BP-4325-01A
0 years, female, white, stage:Stage I, alive, 2964 days
0.9
TCGA-BP-4162-01A
0 years, female, white, stage:Stage I, alive, 3074 days
0.9
TCGA-B8-A54D-01A
0 years, male, black or african american, stage:Stage III, alive, 830 days
0.8
TCGA-CZ-5986-01A
0 years, male, white, stage:Stage I, alive, 373 days
0.8
TCGA-BP-4807-01A
0 years, male, white, stage:Stage I, alive, 211 days
0.8
TCGA-CZ-4856-01A
0 years, female, white, stage:Stage I, alive, 18 days
0.8
TCGA-G6-A5PC-01A
0 years, female, black or african american, stage:Stage IV, dead, 242 days
0.8
TCGA-CZ-5988-01A
0 years, male, white, stage:Stage I, alive, 693 days
0.8
TCGA-BP-4344-01A
0 years, female, white, stage:Stage I, alive, 1666 days
0.8
TCGA-B0-5703-01A
0 years, male, white, stage:Stage I, alive, 2246 days
0.8
TCGA-CW-6088-01A
0 years, male, white, stage:Stage I, alive, 3222 days
0.7
TCGA-A3-3380-01A
0 years, male, stage:Stage I, alive, 567 days
0.7
TCGA-A3-3320-01A
0 years, female, white, stage:Stage I, alive, 1508 days
0.7
TCGA-B0-5099-01A
0 years, female, white, stage:Stage III, dead, 485 days
0.7
TCGA-B0-5699-01A
0 years, male, white, stage:Stage I, alive, 3841 days
0.7
TCGA-AK-3434-01A
0 years, male, white, stage:Stage I, alive, 2087 days
0.7
TCGA-BP-4173-01A
0 years, male, white, stage:Stage II, alive, 1893 days
0.7
TCGA-B0-4710-01A
0 years, female, white, stage:Stage III, alive, 1755 days
0.7
TCGA-BP-4770-01A
0 years, female, white, stage:Stage IV, dead, 329 days
0.7
TCGA-BP-5176-01A
0 years, female, white, stage:Stage I, dead, 1590 days
0.7
TCGA-B0-5693-01A
0 years, female, white, stage:Stage I, alive, 4074 days
0.6
TCGA-CZ-5457-01A
0 years, male, white, stage:Stage III, alive, 2754 days
0.6
TCGA-CW-6093-01A
0 years, male, white, stage:Stage I, alive, 3146 days
0.6
TCGA-B0-4698-01A
0 years, male, white, stage:Stage IV, dead, 42 days
0.6
TCGA-BP-4760-01A
0 years, male, black or african american, stage:Stage I, alive, 2361 days
0.6
TCGA-BP-4981-01A
0 years, female, white, stage:Stage III, dead, 1097 days
0.6
TCGA-CZ-4862-01A
0 years, male, white, stage:Stage I, alive, 3271 days
0.6
TCGA-CZ-5453-01A
0 years, male, white, stage:Stage II, dead, 2419 days
0.6
TCGA-CZ-5459-01A
0 years, male, white, stage:Stage III, alive, 1683 days
0.6
TCGA-BP-4974-01A
0 years, male, white, stage:Stage IV, dead, 211 days
0.6
TCGA-B0-5705-01A
0 years, female, white, stage:Stage I, alive, 4537 days
0.6
TCGA-B0-4697-01A
0 years, female, white, stage:Stage IV, dead, 578 days
0.6
TCGA-BP-5006-01A
0 years, male, white, stage:Stage I, alive, 840 days
0.6
TCGA-CJ-4897-01A
0 years, female, white, stage:Stage III, alive, 3341 days
0.5
TCGA-BP-5190-01A
0 years, male, white, stage:Stage I, alive, 1011 days
0.5
TCGA-CW-6097-01A
0 years, male, white, stage:Stage III, dead, 571 days
0.5
TCGA-CJ-4885-01A
0 years, male, white, stage:Stage IV, alive, 3451 days
0.5
TCGA-B8-A54K-01A
0 years, male, black or african american, stage:Stage I, alive, 469 days
0.5
TCGA-CZ-4864-01A
0 years, male, white, stage:Stage II, dead, 1315 days
0.5
TCGA-BP-5001-01A
0 years, female, white, stage:Stage I, alive, 1177 days
0.5
TCGA-CZ-4866-01A
0 years, female, white, stage:Stage I, alive, 3267 days
0.5
TCGA-CZ-4859-01A
0 years, female, white, stage:Stage I, alive, 1787 days
0.5
TCGA-BP-4766-01A
0 years, female, white, stage:Stage I, alive, 1462 days
0.5
TCGA-CJ-4904-01A
0 years, female, white, stage:Stage IV, alive, 3302 days
0.5
TCGA-B0-4688-01A
0 years, male, white, stage:Stage IV, dead, 101 days
0.4
TCGA-BP-4795-01A
0 years, female, white, stage:Stage I, alive, 620 days
0.4
TCGA-B0-5084-01A
0 years, male, white, stage:Stage IV, dead, 222 days
0.4
TCGA-CZ-5463-01A
0 years, male, white, stage:Stage II, alive, 662 days
0.4
TCGA-BP-4962-01A
0 years, male, white, stage:Stage II, alive, 1785 days
0.4
TCGA-A3-3383-01A
0 years, male, white, stage:Stage I, alive, 861 days
0.4
TCGA-BP-5184-01A
0 years, male, white, stage:Stage I, alive, 1133 days
0.4
TCGA-B8-A54F-01A
0 years, female, black or african american, stage:Stage I, alive, 519 days
0.4
TCGA-BP-5181-01A
0 years, female, white, stage:Stage I, alive, 1495 days
0.4
TCGA-B0-4849-01A
0 years, male, white, stage:Stage III, dead, 69 days
0.4
TCGA-B4-5377-01A
0 years, female, white, stage:Stage IV, alive, 365 days
0.4
TCGA-BP-4347-01A
0 years, male, white, stage:Stage III, alive, 1367 days
0.4
TCGA-BP-4969-01A
0 years, female, white, stage:Stage I, alive, 1794 days
0.4
TCGA-CZ-5452-01A
0 years, male, white, stage:Stage II, alive, 1789 days
0.4
TCGA-AK-3456-01A
0 years, male, black or african american, stage:Stage II, alive, 1143 days
0.4
TCGA-BP-5173-01A
0 years, male, white, stage:Stage I, dead, 62 days
0.3
TCGA-CZ-4863-01A
0 years, female, white, stage:Stage III, alive, 1928 days
0.3
TCGA-B0-4846-01A
0 years, male, white, stage:Stage IV, dead, 1200 days
0.3
TCGA-BP-5174-01A
0 years, female, white, stage:Stage I, alive, 2257 days
0.3
TCGA-B4-5378-01A
0 years, male, white, stage:Stage I, alive, 175 days
0.3
TCGA-CJ-4878-01A
0 years, female, white, stage:Stage III, alive, 2186 days
0.3
TCGA-BP-4776-01A
0 years, male, white, stage:Stage I, alive, 411 days
0.3
TCGA-B8-4621-01A
0 years, male, black or african american, stage:Stage I, alive, 788 days
0.3
TCGA-DV-5567-01A
0 years, female, black or african american, stage:Stage I, alive, 2004 days
0.3
TCGA-B8-A8YJ-01A
0 years, female, black or african american, stage:Stage I, alive, 431 days
0.3
TCGA-A3-A8OV-01A
0 years, male, black or african american, stage:Stage I, alive, 340 days
0.3
TCGA-BP-4774-01A
0 years, female, white, stage:Stage I, alive, 1885 days
0.3
TCGA-B0-4824-01A
0 years, female, white, stage:Stage I, dead, 1657 days
0.3
TCGA-B0-5692-01A
0 years, female, white, stage:Stage III, alive, 3944 days
0.3
TCGA-EU-5906-01A
0 years, male, white, stage:Stage I, alive, 206 days
0.2
TCGA-BP-4775-01A
0 years, female, white, stage:Stage I, alive, 1843 days
0.2
TCGA-A3-3363-01A
0 years, male, asian, stage:Stage II, alive, 319 days
0.2
TCGA-A3-3326-01A
0 years, male, white, stage:Stage I, alive, 1137 days
0.2
TCGA-BP-5192-01A
0 years, male, white, stage:Stage I, alive, 714 days
0.2
TCGA-B0-5102-01A
0 years, female, white, stage:Stage I, dead, 2764 days
0.2
TCGA-BP-4756-01A
0 years, female, asian, stage:Stage I, alive, 374 days
0.2
TCGA-BP-4758-01A
0 years, male, white, stage:Stage I, alive, 2208 days
0.2
TCGA-B0-5713-01A
0 years, female, white, stage:Stage III, alive, 2782 days
0.2
TCGA-A3-3359-01A
0 years, female, white, stage:Stage I, alive, 2504 days
0.2
TCGA-CW-5585-01A
0 years, male, white, stage:Stage IV, alive, 2609 days
0.2
TCGA-T7-A92I-01A
0 years, female, black or african american, stage:Stage I, alive, 356 days
0.2
TCGA-B8-5164-01A
0 years, male, white, stage:Stage III, alive, 26 days
0.2
TCGA-BP-5168-01A
0 years, male, white, stage:Stage I, dead, 1463 days
0.2
TCGA-B4-5834-01A
0 years, male, white, stage:Stage I, alive, 38 days
0.1
TCGA-MW-A4EC-01A
0 years, female, black or african american, stage:Stage I, alive, 498 days
0.1
TCGA-BP-4346-01A
0 years, male, white, stage:Stage III, dead, 1493 days
0.1
TCGA-CJ-6032-01A
0 years, female, white, stage:Stage II, alive, 3639 days
0.1
TCGA-BP-4993-01A
0 years, male, white, stage:Stage I, alive, 177 days
0.1
TCGA-A3-A8CQ-01A
0 years, female, black or african american, stage:Stage I, alive, 3 days
0.1
TCGA-AK-3451-01A
0 years, male, white, stage:Stage II, alive, 2868 days
0.1
TCGA-CJ-4876-01A
0 years, male, white, stage:Stage II, alive, 1955 days
0.1
TCGA-BP-4765-01A
0 years, male, white, stage:Stage I, alive, 2184 days
0.1
TCGA-B0-5077-01A
0 years, male, white, stage:Stage I, dead, 1317 days
0.1
TCGA-B0-5119-01A
0 years, female, white, stage:Stage I, alive, 1552 days
0.1
TCGA-CJ-5672-01A
0 years, male, white, stage:Stage I, dead, 1972 days
0.1
TCGA-B0-4841-01A
0 years, male, white, stage:Stage IV, dead, 204 days
0.1
TCGA-G6-A8L8-01A
0 years, female, black or african american, stage:Stage I, dead, 1091 days
0.1
TCGA-AK-3450-01A
0 years, female, white, stage:Stage I, alive, 1508 days
0.1
TCGA-B8-5549-01A
0 years, male, white, stage:Stage I, alive, 194 days
0.1
TCGA-BP-5004-01A
0 years, male, white, stage:Stage I, alive, 1126 days
0.1
TCGA-CJ-4894-01A
0 years, male, white, stage:Stage III, dead, 841 days
0.1
TCGA-CJ-4893-01A
0 years, female, white, stage:Stage I, alive, 750 days
0.1
TCGA-B8-5159-01A
0 years, female, white, stage:Stage I, alive, 722 days
0.1
TCGA-A3-3373-01A
0 years, female, white, stage:Stage I, alive, 1621 days
0.1
TCGA-BP-4976-01A
0 years, male, white, stage:Stage I, alive, 1632 days
0.1
TCGA-A3-3385-01A
0 years, female, white, stage:Stage I, alive, 1993 days
0.0
TCGA-BP-5186-01A
0 years, female, white, stage:Stage I, alive, 693 days
0.0
TCGA-BP-5202-01A
0 years, male, white, stage:Stage III, alive, 29 days
0.0
TCGA-B0-5690-01A
0 years, female, white, stage:Stage I, alive, 3392 days
0.0
TCGA-CJ-4889-01A
0 years, female, white, stage:Stage I, alive, 1946 days
0.0
TCGA-B8-5162-01A
0 years, male, white, stage:Stage II, alive, 36 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.
SPINK1 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
20.2
Number of samples
100
Samples
Sample
Description
TPM
ccRCC-13
0 years, female, NA, stage:pT3aN2M0, dead, 540 days
381.7
ccRCC-26
0 years, male, NA, stage:pT1bN0M0, alive, 1800 days
201.4
ccRCC-46
0 years, male, NA, stage:pT1bN0M0, alive, 990 days
141.9
ccRCC-62
0 years, male, NA, stage:pT1bN0M0, alive, 1620 days
129.8
ccRCC-84
0 years, male, NA, stage:pT1bN0M0, alive, 2010 days
114.4
ccRCC-5
0 years, male, NA, stage:pT1aN0M0, alive, 2940 days
98.9
ccRCC-94
0 years, male, NA, stage:pT1bN0M0, dead, 480 days
78.6
ccRCC-61
0 years, male, NA, stage:pT1aN0M0, alive, 1470 days
72.5
ccRCC-95
0 years, male, NA, stage:pT1bN0M0, alive, 3960 days
61.8
ccRCC-102
0 years, male, NA, stage:pT1bN0M0, alive, 4260 days
59.1
ccRCC-56
0 years, male, NA, stage:pT1aN0M0, alive, 1950 days
47.8
ccRCC-99
0 years, female, NA, stage:pT2N0M0, alive, 3330 days
45.4
ccRCC-91
0 years, male, NA, stage:pT1aN0M0, dead, 1890 days
38.1
ccRCC-37
0 years, female, NA, stage:pT1aN0M0, alive, 1500 days
37.8
ccRCC-58
0 years, male, NA, stage:pT1aN0M0, alive, 1110 days
35.3
ccRCC-16
0 years, male, NA, stage:pT2N0M0, alive, 2190 days
34.8
ccRCC-81
0 years, male, NA, stage:pT3aN2M0, dead, 1290 days
34.6
ccRCC-32
0 years, male, NA, stage:pT2N0M0, dead, 1320 days
29.6
ccRCC-88
0 years, male, NA, stage:pT1aN0M0, alive, 2880 days
24.0
ccRCC-69
0 years, male, NA, stage:pT1aN0M0, alive, 2670 days
21.5
ccRCC-34
0 years, male, NA, stage:pT3bN0M1, alive, 1530 days
20.2
ccRCC-55
0 years, female, NA, stage:pT3bN0M0, alive, 1260 days
19.8
ccRCC-6
0 years, male, NA, stage:pT1bN0M0, alive, 2820 days
16.4
ccRCC-104
0 years, female, NA, stage:pT1aN0M0, alive, 3480 days
15.4
ccRCC-44
0 years, female, NA, stage:pT1bN0M0, alive, 1050 days
15.4
ccRCC-68
0 years, male, NA, stage:pT1bN0M0, alive, 2640 days
14.5
ccRCC-40
0 years, male, NA, stage:pT1aN0M0, alive, 1020 days
13.3
ccRCC-4
0 years, male, NA, stage:pT1bN0M0, dead, 270 days
13.0
ccRCC-30
0 years, male, NA, stage:pT2N0M0, dead, 420 days
12.9
ccRCC-65
0 years, male, NA, stage:pT3bN0M1, dead, 300 days
12.2
ccRCC-35
0 years, male, NA, stage:pT1aN0M0, alive, 1380 days
12.0
ccRCC-75
0 years, male, NA, stage:pT3aN1M1, dead, 180 days
10.2
ccRCC-89
0 years, male, NA, stage:pT1aN0M0, alive, 3510 days
8.8
ccRCC-23
0 years, male, NA, stage:pT1bN0M0, alive, 1170 days
8.4
ccRCC-76
0 years, female, NA, stage:pT3aN0M1, dead, 960 days
8.4
ccRCC-22
0 years, male, NA, stage:pT3bN0M0, dead, 330 days
8.1
ccRCC-86
0 years, female, NA, stage:pT1bN0M0, alive, 3390 days
7.8
ccRCC-10
0 years, male, NA, stage:pT3aN2M1, dead, 90 days
7.8
ccRCC-9
0 years, male, NA, stage:pT2N1M1, dead, 360 days
7.6
ccRCC-98
0 years, male, NA, stage:pT1aN0M0, alive, 30 days
7.5
ccRCC-96
0 years, male, NA, stage:pT1aN0M0, alive, 3930 days
6.6
ccRCC-90
0 years, male, NA, stage:pT1aN0M0, dead, 1170 days
6.1
ccRCC-14
0 years, male, NA, stage:pT3cN0M0, alive, 2280 days
5.8
ccRCC-52
0 years, female, NA, stage:pT3bN0M1, alive, 1350 days
5.7
ccRCC-67
0 years, male, NA, stage:pT1aN0M0, dead, 1260 days
5.4
ccRCC-66
0 years, female, NA, stage:pT3bN0M1, alive, 2520 days
5.1
ccRCC-45
0 years, male, NA, stage:pT1aN0M0, alive, 1020 days
4.0
ccRCC-85
0 years, female, NA, stage:pT1bN0M0, alive, 3330 days
3.9
ccRCC-70
0 years, male, NA, stage:pT4N0M1, dead, 540 days
3.9
ccRCC-36
0 years, male, NA, stage:pT2N0M0, alive, 1410 days
3.8
ccRCC-106
0 years, male, NA, stage:pT1aN0M0, dead, 1890 days
3.8
ccRCC-43
0 years, female, NA, stage:pT1bN0M0, alive, 1050 days
3.7
ccRCC-87
0 years, male, NA, stage:pT1bN0M0, alive, 2370 days
2.9
ccRCC-42
0 years, male, NA, stage:pT3aN0M0, alive, 1170 days
2.3
ccRCC-82
0 years, male, NA, stage:pT1aN0M0, alive, 3090 days
2.2
ccRCC-1
0 years, female, NA, stage:pT1bN0M0, alive, 3330 days
2.2
ccRCC-41
0 years, male, NA, stage:pT3bN0M0, dead, 540 days
2.1
ccRCC-28
0 years, male, NA, stage:pT1bN0M0, alive, 1530 days
1.9
ccRCC-19
0 years, female, NA, stage:pT2N0M0, alive, 2100 days
1.8
ccRCC-8
0 years, male, NA, stage:pT1bN0M0, alive, 2400 days
1.7
ccRCC-25
0 years, male, NA, stage:pT1aN0M0, alive, 1350 days
1.5
ccRCC-17
0 years, female, NA, stage:pT1bN0M0, alive, 2220 days
1.3
ccRCC-79
0 years, male, NA, stage:pT1bN0M0, alive, 2670 days
1.3
ccRCC-59
0 years, male, NA, stage:pT1bN0M0, alive, 930 days
1.2
ccRCC-51
0 years, male, NA, stage:pT3aN0M0, alive, 1410 days
1.2
ccRCC-72
0 years, male, NA, stage:pT1bN0M0, alive, 2760 days
1.2
ccRCC-60
0 years, female, NA, stage:pT1aN0M0, alive, 1470 days
1.1
ccRCC-100
0 years, male, NA, stage:pT1aN0M0, alive, 4260 days
1.0
ccRCC-50
0 years, male, NA, stage:pT3bN0M0, alive, 900 days
1.0
ccRCC-48
0 years, male, NA, stage:pT1bN0M0, alive, 990 days
1.0
ccRCC-103
0 years, female, NA, stage:pT1aN0M0, alive, 4350 days
1.0
ccRCC-83
0 years, male, NA, stage:pT1aN0M0, alive, 300 days
0.9
ccRCC-27
0 years, male, NA, stage:pT1aN0M0, alive, 1590 days
0.9
ccRCC-15
0 years, female, NA, stage:pT2N0M0, dead, 2070 days
0.9
ccRCC-38
0 years, male, NA, stage:pT1aN0M0, alive, 1380 days
0.8
ccRCC-53
0 years, male, NA, stage:pT1aN0M0, alive, 1260 days
0.8
ccRCC-77
0 years, male, NA, stage:pT1bN0M0, alive, 1860 days
0.7
ccRCC-12
0 years, male, NA, stage:pT1aN0M0, alive, 900 days
0.7
ccRCC-24
0 years, male, NA, stage:pT3bN0M0, dead, 750 days
0.6
ccRCC-73
0 years, male, NA, stage:pT1aN0M0, alive, 2640 days
0.4
ccRCC-3
0 years, male, NA, stage:pT3bN1M0, dead, 240 days
0.4
ccRCC-78
0 years, female, NA, stage:pT1aN0M0, alive, 2610 days
0.4
ccRCC-49
0 years, male, NA, stage:pT3bN0M0, alive, 1290 days
0.3
ccRCC-54
0 years, male, NA, stage:pT1bN0M0, alive, 1200 days
0.3
ccRCC-64
0 years, male, NA, stage:pT3aN0M0, alive, 2430 days
0.2
ccRCC-29
0 years, female, NA, stage:pT1aN0M0, alive, 1710 days
0.2
ccRCC-92
0 years, male, NA, stage:pT1aN0M0, alive, 3660 days
0.2
ccRCC-39
0 years, male, NA, stage:pT2N0M0, alive, 900 days
0.1
ccRCC-31
0 years, male, NA, stage:pT1aN0M0, alive, 1560 days
0.1
ccRCC-71
0 years, male, NA, stage:pT1bN0M0, alive, 2160 days
0.1
ccRCC-7
0 years, female, NA, stage:pT2N0M0, alive, 330 days
0.1
ccRCC-105
0 years, male, NA, stage:pT1aN0M0, alive, 2190 days
0.0
ccRCC-18
0 years, female, NA, stage:pT1aN0M0, alive, 2130 days
0.0
ccRCC-80
0 years, male, NA, stage:pT2N0M0, alive, 3000 days
0.0
ccRCC-93
0 years, male, NA, stage:pT1bN0M0, alive, 3660 days
0.0
ccRCC-97
0 years, male, NA, stage:pT1aN2M1, dead, 990 days
0.0
ccRCC-11
0 years, male, NA, stage:pT1aN0M0, alive, 2370 days
0.0
ccRCC-21
0 years, male, NA, stage:pT1bN0M0, alive, 1080 days
0.0
ccRCC-2
0 years, male, NA, stage:pT1aN0M1, dead, 2190 days
0.0
ccRCC-20
0 years, female, NA, stage:pT3aN0M1, alive, 930 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.
SPINK1 is potential prognostic, high expression is unfavorable 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
48.3
Number of samples
282
Samples
Sample
Description
TPM
TCGA-J7-A8I2-01A
0 years, male, asian, stage:Stage I, alive, 307 days
10422.0
TCGA-B3-4104-01A
0 years, male, white, stage:Stage II, alive, 1049 days
1842.4
TCGA-BQ-5882-01A
0 years, male, stage:Stage III, dead, 658 days
642.7
TCGA-A4-7915-01A
0 years, female, black or african american, stage:Stage II, alive, 7 days
70.4
TCGA-BQ-5887-01A
0 years, male, white, stage:Stage III, alive, 771 days
68.0
TCGA-AL-7173-01A
0 years, female, white, stage:Stage IV, alive, 2060 days
53.7
TCGA-A4-7287-01A
0 years, female, white, stage:Stage I, dead, 597 days
43.6
TCGA-F9-A97G-01A
0 years, male, asian, stage:Stage III, alive, 13 days
42.3
TCGA-G7-6789-01A
0 years, female, white, stage:Stage IV, dead, 122 days
30.7
TCGA-BQ-7050-01A
0 years, female, white, stage:Stage I, alive, 1864 days
30.6
TCGA-WN-AB4C-01A
0 years, female, white, stage:Stage I, alive, 1188 days
25.7
TCGA-BQ-7055-01A
0 years, male, white, stage:Stage I, alive, 799 days
24.7
TCGA-AL-3466-01A
0 years, male, white, stage:Stage IV, dead, 293 days
17.3
TCGA-A4-7584-01A
0 years, male, black or african american, stage:Stage I, alive, 650 days
16.3
TCGA-5P-A9KH-01A
0 years, male, white, stage:'--, alive, 2051 days
16.1
TCGA-BQ-5877-01A
0 years, male, black or african american, stage:Stage IV, dead, 270 days
14.3
TCGA-BQ-5889-01A
0 years, male, white, stage:Stage IV, dead, 329 days
14.1
TCGA-G7-6793-01A
0 years, female, white, stage:Stage IV, dead, 336 days
12.1
TCGA-GL-A4EM-01A
0 years, male, white, stage:Stage I, alive, 32 days
11.2
TCGA-P4-A5EA-01A
0 years, female, white, stage:Stage III, dead, 201 days
11.2
TCGA-Y8-A894-01A
0 years, female, white, stage:Stage I, alive, 567 days
11.1
TCGA-GL-7966-01A
0 years, female, white, stage:Stage III, alive, 112 days
10.8
TCGA-BQ-7049-01A
0 years, female, white, stage:Stage I, dead, 1364 days
9.8
TCGA-HE-A5NK-01A
0 years, male, stage:'--, alive, 2228 days
9.2
TCGA-BQ-5879-01A
0 years, female, white, stage:Stage III, dead, 697 days
8.2
TCGA-BQ-5883-01A
0 years, female, black or african american, stage:Stage I, alive, 1242 days
7.3
TCGA-2Z-A9JN-01A
0 years, female, black or african american, stage:Stage I, alive, 740 days
6.5
TCGA-B1-A47O-01A
0 years, female, white, stage:Stage I, alive, 842 days
6.2
TCGA-HE-7130-01A
female, stage:Stage III, alive, 1770 days
5.7
TCGA-IA-A40Y-01A
0 years, female, white, stage:Stage III, alive, 62 days
5.7
TCGA-DW-7837-01A
0 years, male, black or african american, stage:Stage I, alive, 1142 days
5.4
TCGA-P4-A5E8-01A
0 years, male, white, stage:Stage III, dead, 1306 days
5.1
TCGA-B9-A8YH-01A
0 years, male, black or african american, stage:Stage I, alive, 532 days
4.6
TCGA-B1-A47N-01A
0 years, male, white, stage:Stage I, alive, 1110 days
4.5
TCGA-2Z-A9JO-01A
0 years, female, black or african american, stage:Stage I, alive, 949 days
4.4
TCGA-B1-A656-01A
0 years, male, white, stage:Stage I, alive, 618 days
4.2
TCGA-PJ-A5Z8-01A
0 years, female, white, stage:Stage I, alive, 600 days
4.2
TCGA-F9-A8NY-01A
0 years, female, asian, stage:Stage IV, alive, 36 days
4.1
TCGA-A4-A5Y1-01A
0 years, male, white, stage:Stage III, dead, 395 days
3.8
TCGA-A4-7585-01A
0 years, male, white, stage:Stage III, dead, 1070 days
3.4
TCGA-2Z-A9J5-01A
0 years, male, white, stage:Stage II, alive, 3050 days
3.4
TCGA-2K-A9WE-01A
0 years, male, white, stage:Stage II, alive, 214 days
3.0
TCGA-MH-A854-01A
0 years, female, black or african american, stage:Stage I, alive, 536 days
3.0
TCGA-BQ-7044-01A
0 years, male, white, stage:Stage III, alive, 3760 days
2.9
TCGA-BQ-5893-01A
0 years, male, white, stage:Stage IV, dead, 241 days
2.7
TCGA-UZ-A9PK-01A
0 years, male, white, stage:Stage I, alive, 3571 days
2.5
TCGA-4A-A93Y-01A
0 years, female, black or african american, stage:Stage II, alive, 352 days
2.5
TCGA-B9-4117-01A
0 years, female, black or african american, stage:'--, alive, 14 days
2.4
TCGA-2Z-A9JJ-01A
0 years, female, white, stage:Stage I, alive, 1213 days
2.4
TCGA-B3-8121-01A
0 years, female, black or african american, stage:Stage I, alive, 379 days
2.2
TCGA-EV-5902-01A
0 years, male, white, stage:Stage I, alive, 578 days
2.0
TCGA-G7-6797-01A
0 years, male, white, stage:Stage III, alive, 765 days
2.0
TCGA-EV-5903-01A
0 years, male, white, stage:Stage I, alive, 757 days
1.9
TCGA-DZ-6132-01A
0 years, male, stage:Stage I, alive, 2460 days
1.8
TCGA-HE-A5NJ-01A
0 years, male, stage:'--, alive, 1726 days
1.8
TCGA-DW-7836-01A
0 years, male, white, stage:Stage I, alive, 1093 days
1.8
TCGA-SX-A7SM-01A
0 years, male, black or african american, stage:Stage IV, dead, 363 days
1.7
TCGA-5P-A9KA-01A
0 years, male, white, stage:'--, alive, 395 days
1.7
TCGA-BQ-5894-01A
0 years, male, stage:Stage IV, alive, 84 days
1.7
TCGA-F9-A4JJ-01A
0 years, female, black or african american, stage:Stage III, dead, 325 days
1.7
TCGA-MH-A856-01A
0 years, male, white, stage:Stage I, alive, 947 days
1.7
TCGA-IA-A83S-01A
0 years, male, white, stage:'--, dead, 2609 days
1.6
TCGA-A4-7583-01A
0 years, male, black or african american, stage:Stage I, alive, 3 days
1.6
TCGA-GL-A9DD-01A
0 years, male, white, stage:Stage I, alive, 341 days
1.5
TCGA-BQ-7048-01A
0 years, male, white, stage:Stage III, alive, 2839 days
1.5
TCGA-AT-A5NU-01A
0 years, male, white, stage:Stage I, alive, 67 days
1.4
TCGA-SX-A7SR-01A
0 years, male, white, stage:Stage II, alive, 805 days
1.4
TCGA-2Z-A9JT-01A
0 years, male, white, stage:Stage I, alive, 684 days
1.3
TCGA-GL-A9DC-01A
0 years, female, white, stage:Stage I, alive, 392 days
1.3
TCGA-DW-7842-01A
0 years, male, white, stage:Stage I, alive, 92 days
1.3
TCGA-A4-7828-01A
0 years, female, black or african american, stage:Stage I, alive, 238 days
1.3
TCGA-GL-A59T-01A
0 years, male, white, stage:Stage I, alive, 546 days
1.2
TCGA-P4-A5E7-01A
0 years, female, white, stage:Stage I, alive, 2649 days
1.2
TCGA-B9-A5W9-01A
0 years, male, white, stage:Stage I, alive, 5 days
1.1
TCGA-A4-8312-01A
0 years, male, black or african american, stage:Stage I, alive, 708 days
1.1
TCGA-SX-A7SO-01A
0 years, male, white, stage:Stage I, alive, 1257 days
1.0
TCGA-UZ-A9PN-01A
0 years, male, white, stage:Stage III, dead, 1136 days
0.9
TCGA-SX-A71U-01A
0 years, male, white, stage:Stage I, alive, 1357 days
0.9
TCGA-BQ-5885-01A
0 years, male, white, stage:Stage III, alive, 921 days
0.8
TCGA-A4-7997-01A
0 years, male, white, stage:Stage I, alive, 927 days
0.8
TCGA-BQ-5884-01A
0 years, female, black or african american, stage:Stage I, alive, 792 days
0.8
TCGA-G7-A8LB-01A
0 years, male, white, stage:Stage IV, alive, 547 days
0.8
TCGA-DW-7838-01A
0 years, male, white, stage:Stage I, alive, 744 days
0.8
TCGA-SX-A7SQ-01A
0 years, male, white, stage:Stage I, alive, 1266 days
0.8
TCGA-5P-A9JZ-01A
0 years, female, white, stage:'--, alive, 2744 days
0.8
TCGA-DW-7840-01A
0 years, male, black or african american, stage:Stage I, alive, 114 days
0.7
TCGA-HE-A5NF-01A
0 years, male, stage:Stage I, alive, 2582 days
0.7
TCGA-2Z-A9J7-01A
0 years, male, white, stage:Stage IV, dead, 139 days
0.7
TCGA-BQ-7059-01A
0 years, male, white, stage:Stage I, alive, 232 days
0.7
TCGA-BQ-7053-01A
0 years, female, black or african american, stage:Stage III, alive, 1516 days
0.6
TCGA-GL-A9DE-01A
0 years, male, black or african american, stage:Stage I, alive, 496 days
0.6
TCGA-G7-6792-01A
0 years, male, black or african american, stage:Stage I, alive, 2765 days
0.6
TCGA-B9-4115-01A
0 years, male, black or african american, stage:Stage I, alive, 803 days
0.6
TCGA-B3-3925-01A
0 years, male, white, stage:Stage III, alive, 1029 days
0.6
TCGA-AL-3468-01A
0 years, male, white, stage:Stage II, dead, 2331 days
0.5
TCGA-BQ-5878-01A
0 years, female, white, stage:Stage III, alive, 1938 days
0.5
TCGA-SX-A7SU-01A
0 years, male, stage:Stage I, alive, 1331 days
0.5
TCGA-4A-A93X-01A
0 years, male, white, stage:Stage IV, alive, 390 days
0.5
TCGA-B3-3926-01A
0 years, female, white, stage:Stage I, alive, 883 days
0.5
TCGA-Y8-A8RY-01A
0 years, male, white, stage:Stage I, alive, 769 days
0.5
TCGA-UZ-A9PZ-01A
0 years, male, white, stage:Stage III, alive, 657 days
0.5
TCGA-B9-A44B-01A
0 years, male, black or african american, stage:Stage III, alive, 361 days
0.4
TCGA-BQ-5888-01A
0 years, female, white, stage:Stage I, alive, 403 days
0.4
TCGA-UZ-A9PO-01A
0 years, male, white, stage:Stage I, alive, 1911 days
0.4
TCGA-2Z-A9J1-01A
0 years, male, white, stage:Stage I, alive, 2298 days
0.4
TCGA-2Z-A9JR-01A
0 years, male, white, stage:Stage I, alive, 161 days
0.3
TCGA-B1-7332-01A
0 years, female, black or african american, stage:Stage II, alive, 1141 days
0.3
TCGA-5P-A9K3-01A
0 years, male, white, stage:'--, dead, 471 days
0.3
TCGA-5P-A9JW-01A
0 years, male, white, stage:'--, alive, 3241 days
0.3
TCGA-G7-6795-01A
0 years, male, white, stage:Stage I, alive, 1194 days
0.3
TCGA-BQ-7058-01A
0 years, male, white, stage:Stage III, dead, 343 days
0.3
TCGA-5P-A9JV-01A
0 years, male, white, stage:'--, alive, 2043 days
0.3
TCGA-2Z-A9J9-01A
0 years, male, black or african american, stage:Stage I, alive, 2294 days
0.3
TCGA-IA-A40U-01A
0 years, male, white, stage:Stage III, alive, 511 days
0.3
TCGA-B1-5398-01A
0 years, male, white, stage:Stage III, alive, 1251 days
0.3
TCGA-DZ-6135-01A
0 years, male, stage:Stage I, alive, 2269 days
0.3
TCGA-4A-A93W-01A
0 years, female, white, stage:Stage I, alive, 4 days
0.3
TCGA-A4-A5DU-01A
0 years, female, white, stage:Stage I, alive, 496 days
0.3
TCGA-BQ-5875-01A
0 years, female, white, stage:Stage III, alive, 2639 days
0.3
TCGA-EV-5901-01A
0 years, female, white, stage:Stage I, alive, 1040 days
0.3
TCGA-KV-A6GD-01A
0 years, male, white, stage:Stage I, alive, 560 days
0.3
TCGA-MH-A55W-01A
0 years, male, black or african american, stage:Stage I, alive, 1043 days
0.2
TCGA-A4-7286-01A
0 years, male, white, stage:'--, alive, 554 days
0.2
TCGA-DZ-6131-01A
0 years, male, white, stage:Stage III, alive, 2429 days
0.2
TCGA-SX-A71W-01A
0 years, male, white, stage:Stage I, alive, 1076 days
0.2
TCGA-B9-A69E-01A
0 years, male, white, stage:Stage III, alive, 452 days
0.2
TCGA-2Z-A9JG-01A
0 years, male, white, stage:Stage I, alive, 1662 days
0.2
TCGA-Y8-A897-01A
0 years, female, white, stage:Stage I, alive, 549 days
0.2
TCGA-GL-A59R-01A
0 years, male, white, stage:Stage III, alive, 378 days
0.2
TCGA-A4-A5XZ-01A
0 years, female, white, stage:Stage II, alive, 479 days
0.2
TCGA-P4-A5ED-01A
0 years, male, white, stage:Stage I, alive, 2816 days
0.2
TCGA-B9-4116-01A
0 years, female, black or african american, stage:'--, alive, 627 days
0.2
TCGA-WN-A9G9-01A
0 years, male, white, stage:Stage I, alive, 791 days
0.2
TCGA-AL-A5DJ-01A
0 years, female, white, stage:Stage III, dead, 1498 days
0.2
TCGA-IZ-A6M9-01A
0 years, male, white, stage:Stage I, alive, 376 days
0.2
TCGA-2Z-A9JM-01A
0 years, male, white, stage:Stage I, alive, 934 days
0.2
TCGA-PJ-A5Z9-01A
0 years, female, white, stage:Stage I, alive, 540 days
0.2
TCGA-BQ-7056-01A
0 years, female, white, stage:Stage III, alive, 612 days
0.2
TCGA-GL-7773-01A
0 years, male, white, stage:Stage I, alive, 393 days
0.2
TCGA-BQ-7046-01A
0 years, male, white, stage:Stage I, alive, 2948 days
0.2
TCGA-UZ-A9PX-01A
0 years, male, white, stage:Stage I, alive, 1981 days
0.2
TCGA-SX-A71R-01A
0 years, male, white, stage:Stage I, alive, 1457 days
0.2
TCGA-A4-8516-01A
0 years, male, white, stage:Stage III, alive, 23 days
0.2
TCGA-F9-A7VF-01A
0 years, female, white, stage:Stage I, alive, 73 days
0.2
TCGA-AL-3472-01A
0 years, male, black or african american, stage:'--, alive, 2029 days
0.2
TCGA-HE-7129-01A
male, stage:Stage II, alive, 2492 days
0.1
TCGA-2Z-A9JP-01A
0 years, male, white, stage:Stage I, alive, 893 days
0.1
TCGA-B9-5156-01A
0 years, male, white, stage:'--, alive, 1338 days
0.1
TCGA-MH-A561-01A
0 years, male, white, stage:Stage I, alive, 841 days
0.1
TCGA-SX-A7SN-01A
0 years, male, white, stage:Stage I, alive, 578 days
0.1
TCGA-BQ-7061-01A
0 years, female, white, stage:Stage I, alive, 218 days
0.1
TCGA-5P-A9K4-01A
0 years, male, white, stage:'--, alive, 2184 days
0.1
TCGA-Y8-A898-01A
0 years, male, white, stage:Stage I, alive, 475 days
0.1
TCGA-A4-8630-01A
0 years, female, white, stage:Stage I, alive, 436 days
0.1
TCGA-P4-A5E6-01A
0 years, male, black or african american, stage:Stage III, alive, 3035 days
0.1
TCGA-DW-5561-01A
0 years, male, black or african american, stage:Stage I, alive, 414 days
0.1
TCGA-5P-A9JY-01A
0 years, male, white, stage:'--, dead, 1508 days
0.1
TCGA-MH-A55Z-01A
0 years, male, black or african american, stage:Stage I, alive, 845 days
0.1
TCGA-2Z-A9J6-01A
0 years, male, white, stage:Stage I, alive, 1731 days
0.1
TCGA-A4-7288-01A
0 years, female, white, stage:'--, alive, 1857 days
0.1
TCGA-B1-A654-01A
0 years, female, black or african american, stage:Stage I, alive, 616 days
0.1
TCGA-2Z-A9JL-01A
0 years, male, black or african american, stage:Stage I, alive, 1006 days
0.1
TCGA-MH-A562-01A
0 years, male, black or african american, stage:Stage I, alive, 616 days
0.1
TCGA-B1-A47M-01A
0 years, male, black or african american, stage:Stage III, alive, 659 days
0.1
TCGA-2Z-A9J3-01A
0 years, male, white, stage:Stage II, dead, 1771 days
0.1
TCGA-B9-4114-01A
0 years, male, black or african american, stage:'--, alive, 857 days
0.1
TCGA-UZ-A9PS-01A
0 years, female, black or african american, stage:Stage II, alive, 2167 days
0.1
TCGA-UZ-A9PR-01A
0 years, male, white, stage:Stage I, alive, 2191 days
0.1
TCGA-UZ-A9PJ-01A
0 years, male, white, stage:Stage I, dead, 797 days
0.1
TCGA-5P-A9KF-01A
0 years, male, white, stage:'--, alive, 845 days
0.1
TCGA-UZ-A9Q1-01A
0 years, female, white, stage:Stage I, alive, 730 days
0.1
TCGA-B9-4113-01A
0 years, male, black or african american, stage:Stage I, dead, 1536 days
0.0
TCGA-Q2-A5QZ-01A
0 years, female, black or african american, stage:Stage III, alive, 428 days
0.0
TCGA-2Z-A9JD-01A
0 years, male, white, stage:Stage I, alive, 1060 days
0.0
TCGA-5P-A9K0-01A
0 years, male, white, stage:'--, alive, 677 days
0.0
TCGA-A4-A4ZT-01A
0 years, female, white, stage:Stage I, alive, 516 days
0.0
TCGA-B9-4617-01A
0 years, male, black or african american, stage:'--, alive, 35 days
0.0
TCGA-BQ-7051-01A
0 years, male, white, stage:Stage II, alive, 1533 days
0.0
TCGA-SX-A71S-01A
0 years, female, white, stage:Stage I, alive, 1504 days
0.0
TCGA-UZ-A9PL-01A
0 years, male, white, stage:Stage II, alive, 3152 days
0.0
TCGA-UZ-A9PQ-01A
0 years, male, black or african american, stage:Stage III, dead, 2624 days
0.0
TCGA-P4-A5EB-01A
0 years, male, white, stage:Stage I, alive, 2477 days
0.0
TCGA-B9-A8YI-01A
0 years, male, black or african american, stage:Stage I, alive, 374 days
0.0
TCGA-BQ-5892-01A
0 years, male, white, stage:Stage I, alive, 364 days
0.0
TCGA-UN-AAZ9-01A
0 years, female, black or african american, stage:Stage I, alive, 548 days
0.0
TCGA-B1-A657-01A
0 years, male, white, stage:Stage I, alive, 641 days
0.0
TCGA-DW-7841-01A
0 years, male, black or african american, stage:Stage I, alive, 445 days
0.0
TCGA-SX-A7SP-01A
0 years, female, white, stage:Stage I, dead, 496 days
0.0
TCGA-2Z-A9J8-01A
0 years, male, white, stage:Stage I, alive, 2790 days
0.0
TCGA-BQ-7062-01A
0 years, male, black or african american, stage:Stage I, alive, 116 days
0.0
TCGA-5P-A9K6-01A
0 years, male, white, stage:'--, alive, 1914 days
0.0
TCGA-A4-8517-01A
0 years, male, white, stage:Stage I, alive, 597 days
0.0
TCGA-A4-8518-01A
0 years, male, white, stage:Stage I, alive, 600 days
0.0
TCGA-B3-A6W5-01A
0 years, male, black or african american, stage:Stage I, alive, 309 days
0.0
TCGA-DW-7834-01A
0 years, male, white, stage:Stage I, alive, 3950 days
0.0
TCGA-2Z-A9J2-01A
0 years, female, white, stage:Stage I, alive, 1795 days
0.0
TCGA-DZ-6134-01A
0 years, male, white, stage:Stage I, alive, 1856 days
0.0
TCGA-AL-3473-01A
0 years, male, white, stage:Stage II, alive, 1906 days
0.0
TCGA-J7-8537-01A
0 years, female, asian, stage:Stage III, dead, 321 days
0.0
TCGA-IA-A83T-01A
0 years, male, white, stage:'--, dead, 2684 days
0.0
TCGA-UZ-A9PM-01A
0 years, male, white, stage:Stage II, alive, 3811 days
0.0
TCGA-BQ-5891-01A
0 years, female, white, stage:Stage III, alive, 29 days
0.0
TCGA-A4-7732-01A
0 years, male, black or african american, stage:'--, alive, 582 days
0.0
TCGA-Y8-A8S0-01A
0 years, male, white, stage:Stage I, alive, 183 days
0.0
TCGA-Y8-A8RZ-01A
0 years, male, white, stage:Stage I, alive, 205 days
0.0
TCGA-IA-A83V-01A
0 years, male, white, stage:Stage I, dead, 2941 days
0.0
TCGA-UZ-A9PP-01A
0 years, male, white, stage:Stage I, alive, 3010 days
0.0
TCGA-BQ-7060-01A
0 years, male, american indian or alaska native, stage:Stage I, alive, 214 days
0.0
TCGA-G7-A8LE-01A
0 years, male, white, stage:Stage I, alive, 2453 days
0.0
TCGA-5P-A9K2-01A
0 years, male, white, stage:'--, alive, 2392 days
0.0
TCGA-B9-A5W7-01A
0 years, male, black or african american, stage:Stage I, alive, 585 days
0.0
TCGA-IA-A83W-01A
0 years, male, white, stage:Stage I, dead, 2043 days
0.0
TCGA-BQ-5876-01A
0 years, male, white, stage:Stage I, alive, 586 days
0.0
TCGA-5P-A9K9-01A
0 years, female, white, stage:'--, dead, 589 days
0.0
TCGA-UZ-A9Q0-01A
0 years, male, white, stage:Stage I, alive, 3368 days
0.0
TCGA-BQ-5890-01A
0 years, male, white, stage:Stage III, alive, 233 days
0.0
TCGA-G7-6796-01A
0 years, male, white, stage:Stage I, alive, 2173 days
0.0
TCGA-A4-7734-01A
0 years, female, white, stage:Stage I, alive, 27 days
0.0
TCGA-AL-3467-01A
0 years, female, white, stage:'--, alive, 2135 days
0.0
TCGA-A4-A5Y0-01A
0 years, female, white, stage:Stage I, alive, 252 days
0.0
TCGA-A4-A57E-01A
0 years, male, white, stage:Stage IV, dead, 258 days
0.0
TCGA-P4-AAVO-01A
0 years, male, white, stage:Stage I, alive, 2400 days
0.0
TCGA-B9-A5W8-01A
0 years, male, black or african american, stage:Stage II, alive, 524 days
0.0
TCGA-2Z-A9JE-01A
0 years, male, white, stage:Stage I, alive, 1728 days
0.0
TCGA-2Z-A9JQ-01A
0 years, male, white, stage:Stage I, alive, 778 days
0.0
TCGA-A4-8098-01A
0 years, male, black or african american, stage:Stage I, alive, 896 days
0.0
TCGA-MH-A857-01A
0 years, male, black or african american, stage:Stage I, alive, 890 days
0.0
TCGA-KV-A6GE-01A
0 years, male, white, stage:Stage I, alive, 885 days
0.0
TCGA-SX-A71V-01A
0 years, male, white, stage:Stage I, alive, 876 days
0.0
TCGA-GL-8500-01A
0 years, male, white, stage:Stage I, alive, 841 days
0.0
TCGA-5P-A9KE-01A
0 years, male, white, stage:'--, alive, 824 days
0.0
TCGA-SX-A7SL-01A
0 years, male, stage:Stage I, alive, 823 days
0.0
TCGA-O9-A75Z-01A
0 years, male, white, stage:Stage I, alive, 471 days
0.0
TCGA-BQ-5886-01A
0 years, male, white, stage:Stage III, alive, 792 days
0.0
TCGA-Y8-A895-01A
0 years, male, white, stage:Stage I, alive, 484 days
0.0
TCGA-HE-A5NH-01A
0 years, male, stage:Stage I, alive, 791 days
0.0
TCGA-A4-8310-01A
0 years, male, white, stage:Stage III, alive, 780 days
0.0
TCGA-P4-AAVL-01A
0 years, male, white, stage:Stage III, dead, 487 days
0.0
TCGA-B3-4103-01A
0 years, male, white, stage:Stage I, alive, 930 days
0.0
TCGA-G7-7501-01A
0 years, female, black or african american, stage:Stage III, dead, 624 days
0.0
TCGA-G7-A4TM-01A
0 years, male, black or african american, stage:Stage I, alive, 768 days
0.0
TCGA-HE-A5NL-01A
0 years, male, stage:Stage I, alive, 767 days
0.0
TCGA-2Z-A9JS-01A
0 years, male, white, stage:Stage I, dead, 492 days
0.0
TCGA-IZ-A6M8-01A
0 years, male, black or african american, stage:Stage I, alive, 497 days
0.0
TCGA-A4-8311-01A
0 years, male, white, stage:Stage I, alive, 729 days
0.0
TCGA-A4-8515-01A
0 years, male, american indian or alaska native, stage:Stage I, alive, 709 days
0.0
TCGA-B1-A655-01A
0 years, female, white, stage:Stage I, alive, 510 days
0.0
TCGA-G7-A8LC-01A
0 years, male, white, stage:Stage I, alive, 702 days
0.0
TCGA-G7-A8LD-01A
0 years, male, white, stage:Stage III, dead, 514 days
0.0
TCGA-IZ-8195-01A
0 years, male, white, stage:Stage II, alive, 677 days
0.0
TCGA-B9-5155-01A
0 years, male, white, stage:Stage III, alive, 665 days
0.0
TCGA-MH-A560-01A
0 years, male, white, stage:Stage I, alive, 924 days
0.0
TCGA-UZ-A9PU-01A
0 years, male, white, stage:Stage I, dead, 933 days
0.0
TCGA-KV-A74V-01A
0 years, male, white, stage:Stage I, alive, 347 days
0.0
TCGA-MH-A855-01A
0 years, female, black or african american, stage:Stage II, alive, 369 days
0.0
TCGA-SX-A7SS-01A
0 years, male, white, stage:Stage I, alive, 1615 days
0.0
TCGA-P4-AAVK-01A
0 years, male, white, stage:Stage III, alive, 1590 days
0.0
TCGA-2Z-A9JI-01A
0 years, male, white, stage:Stage III, alive, 1567 days
0.0
TCGA-DZ-6133-01A
0 years, female, white, stage:Stage I, dead, 1557 days
0.0
TCGA-P4-AAVM-01A
0 years, male, white, stage:Stage I, alive, 1539 days
0.0
TCGA-HE-A5NI-01A
0 years, male, stage:Stage I, alive, 360 days
0.0
TCGA-AL-3471-01A
0 years, male, white, stage:Stage I, dead, 1500 days
0.0
TCGA-DW-5560-01A
0 years, female, white, stage:Stage I, alive, 1486 days
0.0
TCGA-BQ-7045-01A
0 years, male, black or african american, stage:Stage I, dead, 1468 days
0.0
TCGA-BQ-5881-01A
0 years, male, white, stage:Stage I, alive, 1454 days
0.0
TCGA-UZ-A9PV-01A
0 years, male, white, stage:Stage I, alive, 1444 days
0.0
TCGA-IZ-8196-01A
0 years, male, white, stage:Stage I, alive, 649 days
0.0
TCGA-BQ-5880-01A
0 years, male, white, stage:Stage III, dead, 1314 days
0.0
TCGA-DW-7839-01A
0 years, female, white, stage:Stage I, alive, 419 days
0.0
TCGA-5P-A9K8-01A
0 years, female, white, stage:'--, alive, 1309 days
0.0
TCGA-5P-A9JU-01A
0 years, male, white, stage:Stage III, alive, 373 days
0.0
TCGA-IA-A40X-01A
0 years, female, black or african american, stage:Stage I, alive, 608 days
0.0
TCGA-5P-A9KC-01A
0 years, female, white, stage:'--, alive, 377 days
0.0
TCGA-Y8-A896-01A
0 years, male, white, stage:Stage III, alive, 567 days
0.0
TCGA-A4-A48D-01A
0 years, male, black or african american, stage:Stage I, alive, 379 days
0.0
TCGA-2Z-A9JK-01A
0 years, male, white, stage:Stage III, alive, 1186 days
0.0
TCGA-A4-A6HP-01A
0 years, male, white, stage:Stage I, alive, 379 days
0.0
TCGA-J7-6720-01A
0 years, male, asian, stage:Stage I, alive, 388 days
0.0
TCGA-F9-A7Q0-01A
0 years, female, asian, stage:Stage I, alive, 398 days
0.0
TCGA-Y8-A8S1-01A
0 years, male, white, stage:Stage I, alive, 404 days
0.0
TCGA-V9-A7HT-01A
0 years, male, black or african american, stage:Stage II, alive, 965 days
0.0
TCGA-GL-6846-01A
0 years, male, white, stage:Stage IV, alive, 5925 days
0.0
Show allShow less
RENAL CELL CARCINOMA - Protein relative expression (CPTAC)
Number of samples
194
Samples
Sample ID
Sample type
nRPX
CPT0001190001
Normal
2.9
CPT0084590001
Normal
2.4
CPT0012290003
Normal
2.1
CPT0026420001
Normal
1.8
CPT0001350001
Normal
1.6
CPT0066430001
Normal
1.5
CPT0000660001
Normal
1.4
CPT0092740003
Normal
1.4
CPT0006730001
Normal
1.2
CPT0086830003
Normal
1.1
CPT0078530001
Normal
1.1
CPT0079430001
Normal
1.1
CPT0086370003
Normal
1.1
CPT0075170001
Normal
1.1
CPT0000890001
Normal
1.1
CPT0089040001
Normal
1.0
CPT0077140001
Normal
1.0
CPT0065820001
Normal
1.0
CPT0012090003
Normal
0.9
CPT0069190001
Normal
0.9
CPT0076350001
Normal
0.8
CPT0013790003
Normal
0.8
CPT0023360001
Normal
0.8
CPT0063330001
Normal
0.8
CPT0092310003
Normal
0.7
CPT0020130001
Normal
0.7
CPT0086890003
Normal
0.7
CPT0092800003
Normal
0.6
CPT0025920001
Normal
0.6
CPT0077320001
Normal
0.6
CPT0079000001
Normal
0.6
CPT0007470001
Normal
0.5
CPT0088500001
Normal
0.5
CPT0082010001
Normal
0.5
CPT0012570003
Normal
0.4
CPT0078940001
Normal
0.4
CPT0077500001
Normal
0.3
CPT0020020001
Normal
0.3
CPT0087050003
Normal
0.3
CPT0007870001
Normal
0.3
CPT0018250001
Normal
0.3
CPT0024680001
Normal
0.3
CPT0078670001
Normal
0.2
CPT0001510001
Normal
0.2
CPT0012770003
Normal
0.2
CPT0076330003
Tumor
0.1
CPT0006530001
Normal
0.1
CPT0001180009
Tumor
0.1
CPT0023710001
Normal
-0.1
CPT0078840001
Normal
-0.1
CPT0077310003
Tumor
-0.2
CPT0078660003
Tumor
-0.2
CPT0075570001
Normal
-0.2
CPT0000640003
Tumor
-0.2
CPT0014350001
Normal
-0.3
CPT0025060001
Normal
-0.3
CPT0088630003
Tumor
-0.4
CPT0092790003
Tumor
-0.4
CPT0088640003
Normal
-0.4
CPT0063320003
Tumor
-0.5
CPT0084560003
Tumor
-0.5
CPT0069010001
Normal
-0.5
CPT0069160003
Tumor
-0.5
CPT0014130001
Normal
-0.5
CPT0089480003
Normal
-0.5
CPT0079510001
Normal
-0.5
CPT0012550003
Tumor
-0.6
CPT0019160001
Normal
-0.6
CPT0087040003
Tumor
-0.6
CPT0089460004
Tumor
-0.9
CPT0071150004
Tumor
-1.1
CPT0079410003
Tumor
-1.1
CPT0014370004
Tumor
-1.1
CPT0015910003
Tumor
-1.1
CPT0078930003
Tumor
-1.2
CPT0075560003
Tumor
-1.2
CPT0077490003
Tumor
-1.2
CPT0001270001
Normal
-1.3
CPT0023350003
Tumor
-1.3
CPT0000870016
Tumor
-1.3
CPT0002270011
Tumor
-1.3
CPT0012180003
Tumor
-1.4
CPT0019130003
Tumor
-1.5
CPT0011240003
Tumor
-1.5
CPT0023690003
Tumor
-1.5
CPT0001230001
Normal
-1.6
CPT0078830003
Tumor
-1.6
CPT0017850003
Tumor
-1.8
CPT0012640003
Normal
-1.9
CPT0007860003
Tumor
-2.0
CPT0086870003
Tumor
-2.0
CPT0089020003
Tumor
-2.0
CPT0001500009
Tumor
-2.0
CPT0086360003
Tumor
-2.1
CPT0001220008
Tumor
-2.2
CPT0065810003
Tumor
-2.2
CPT0025050003
Tumor
-2.3
CPT0081990003
Tumor
-2.3
CPT0078990003
Tumor
-2.3
CPT0001260009
Tumor
-2.4
CPT0078510003
Tumor
-2.5
CPT0012080003
Tumor
-2.5
CPT0077110003
Tumor
-2.7
CPT0012280003
Tumor
-2.7
CPT0075130003
Tumor
-2.9
CPT0025880003
Tumor
-2.9
CPT0014160003
Tumor
-2.9
CPT0001340003
Tumor
-2.9
CPT0092290003
Tumor
-2.9
CPT0079480003
Tumor
-2.9
CPT0012370003
Tumor
-3.1
CPT0006440003
Tumor
-3.2
CPT0086820003
Tumor
-3.3
CPT0012670003
Tumor
-3.4
CPT0069000003
Tumor
-3.7
CPT0088480003
Tumor
-3.7
CPT0088970003
Tumor
-3.9
CPT0024670003
Tumor
-4.0
CPT0079180003
Tumor
-4.1
CPT0026410003
Tumor
-4.3
CPT0066470004
Tumor
-4.7
CPT0007320003
Tumor
-6.1
CPT0092730003
Tumor
-7.3
CPT0002370001
Normal
N/A
CPT0000790001
Normal
N/A
CPT0088570001
Normal
N/A
CPT0078800003
Tumor
N/A
CPT0065690003
Tumor
N/A
CPT0002350011
Tumor
N/A
CPT0012920003
Normal
N/A
CPT0064370003
Tumor
N/A
CPT0088900003
Tumor
N/A
CPT0079380003
Tumor
N/A
CPT0025170003
Tumor
N/A
CPT0021240003
Tumor
N/A
CPT0066480003
Tumor
N/A
CPT0025610001
Normal
N/A
CPT0088760003
Tumor
N/A
CPT0092190003
Normal
N/A
CPT0088550004
Tumor
N/A
CPT0025230003
Tumor
N/A
CPT0075720003
Tumor
N/A
CPT0019990003
Tumor
N/A
CPT0012900004
Tumor
N/A
CPT0000780007
Tumor
N/A
CPT0010110003
Tumor
N/A
CPT0020120003
Tumor
N/A
CPT0063630003
Tumor
N/A
CPT0001550001
Normal
N/A
CPT0086950003
Tumor
N/A
CPT0014470001
Normal
N/A
CPT0006950001
Normal
N/A
CPT0079230003
Tumor
N/A
CPT0011410003
Tumor
N/A
CPT0063640001
Normal
N/A
CPT0009000003
Tumor
N/A
CPT0010170001
Normal
N/A
CPT0079270003
Tumor
N/A
CPT0015810003
Tumor
N/A
CPT0025110003
Tumor
N/A
CPT0009020003
Normal
N/A
CPT0066520001
Normal
N/A
CPT0081600003
Tumor
N/A
CPT0088710001
Normal
N/A
CPT0092160003
Tumor
N/A
CPT0006630003
Tumor
N/A
CPT0065750003
Tumor
N/A
CPT0065930003
Tumor
N/A
CPT0017410003
Tumor
N/A
CPT0065450001
Normal
N/A
CPT0006900003
Tumor
N/A
CPT0064400001
Normal
N/A
CPT0088920001
Normal
N/A
CPT0086030003
Tumor
N/A
CPT0025290003
Tumor
N/A
CPT0017450001
Normal
N/A
CPT0065430003
Tumor
N/A
CPT0081620001
Normal
N/A
CPT0088690003
Tumor
N/A
CPT0010160003
Tumor
N/A
CPT0014450004
Tumor
N/A
CPT0015730003
Tumor
N/A
CPT0025350003
Tumor
N/A
CPT0009080003
Normal
N/A
CPT0001540009
Tumor
N/A
CPT0010120001
Normal
N/A
CPT0065870003
Tumor
N/A
CPT0088780001
Normal
N/A
CPT0086970003
Normal
N/A
CPT0079300001
Normal
N/A
CPT0085670003
Tumor
N/A
CPT0081880003
Tumor
N/A
CPT0009060003
Tumor
N/A
CPT0025580004
Tumor
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.