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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.
ATF4 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
258.2
Number of samples
64
Samples
Sample
Description
TPM
TCGA-KM-8442-01A
0 years, male, stage:Stage II, alive, 1437 days
611.6
TCGA-KO-8414-01A
0 years, female, white, stage:Stage II, alive, 3212 days
550.3
TCGA-KN-8426-01A
0 years, male, white, stage:Stage IV, alive, 108 days
545.7
TCGA-KM-8441-01A
0 years, female, white, stage:Stage I, alive, 876 days
542.7
TCGA-KN-8429-01A
0 years, female, white, stage:Stage III, alive, 2650 days
500.3
TCGA-KN-8427-01A
0 years, male, white, stage:Stage IV, alive, 30 days
480.4
TCGA-KO-8413-01A
0 years, male, white, stage:Stage I, alive, 3038 days
476.8
TCGA-KL-8324-01A
0 years, female, white, stage:Stage II, alive, 4676 days
441.5
TCGA-KM-8439-01A
0 years, male, white, stage:Stage I, alive, 708 days
436.9
TCGA-KO-8404-01A
0 years, male, white, stage:Stage IV, dead, 325 days
426.5
TCGA-KN-8421-01A
0 years, female, white, stage:Stage II, alive, 2674 days
398.2
TCGA-KL-8341-01A
0 years, male, asian, stage:Stage IV, dead, 754 days
391.7
TCGA-KL-8339-01A
0 years, male, white, stage:Stage IV, dead, 855 days
389.1
TCGA-KO-8410-01A
0 years, female, white, stage:Stage I, alive, 3136 days
369.9
TCGA-KO-8415-01A
0 years, female, white, stage:Stage I, alive, 2939 days
358.3
TCGA-KN-8418-01A
0 years, female, white, stage:Stage II, alive, 3935 days
331.7
TCGA-KN-8437-01A
0 years, female, white, stage:Stage I, alive, 3068 days
328.4
TCGA-KN-8436-01A
0 years, male, white, stage:Stage II, alive, 1288 days
327.6
TCGA-KL-8332-01A
0 years, male, white, stage:Stage I, alive, 2582 days
325.2
TCGA-KO-8408-01A
0 years, male, white, stage:Stage III, dead, 507 days
322.3
TCGA-KL-8328-01A
0 years, male, white, stage:Stage II, alive, 3127 days
318.9
TCGA-KL-8330-01A
0 years, female, black or african american, stage:Stage II, alive, 3304 days
299.3
TCGA-KN-8428-01A
0 years, male, white, stage:Stage II, dead, 1590 days
293.3
TCGA-KL-8333-01A
0 years, male, white, stage:Stage II, alive, 2991 days
289.8
TCGA-KL-8337-01A
0 years, male, black or african american, stage:Stage II, alive, 1364 days
281.1
TCGA-KO-8409-01A
0 years, male, white, stage:Stage II, alive, 3180 days
273.0
TCGA-KN-8419-01A
0 years, male, black or african american, stage:Stage II, alive, 714 days
263.1
TCGA-KL-8344-01A
0 years, male, white, stage:Stage III, alive, 876 days
254.4
TCGA-KL-8325-01A
0 years, female, white, stage:Stage II, dead, 725 days
243.1
TCGA-KN-8432-01A
0 years, female, white, stage:Stage II, alive, 76 days
235.5
TCGA-KO-8405-01A
0 years, male, white, stage:Stage III, alive, 3056 days
235.2
TCGA-KN-8435-01A
0 years, male, white, stage:Stage II, alive, 3498 days
228.0
TCGA-KL-8327-01A
0 years, female, white, stage:Stage I, alive, 4169 days
208.6
TCGA-KM-8639-01A
0 years, male, white, stage:Stage I, alive, 953 days
207.4
TCGA-KM-8476-01A
0 years, male, white, stage:Stage I, alive, 3745 days
199.0
TCGA-KN-8423-01A
0 years, male, white, stage:Stage I, alive, 788 days
192.0
TCGA-KL-8335-01A
0 years, male, white, stage:Stage III, alive, 2815 days
191.6
TCGA-KL-8342-01A
0 years, female, white, stage:Stage II, alive, 2248 days
183.4
TCGA-KL-8323-01A
0 years, female, white, stage:Stage III, dead, 1158 days
183.1
TCGA-KO-8407-01A
0 years, male, white, stage:Stage II, alive, 2820 days
182.8
TCGA-KL-8334-01A
0 years, female, white, stage:Stage III, alive, 2949 days
181.7
TCGA-KO-8417-01A
0 years, female, white, stage:Stage I, alive, 2815 days
181.7
TCGA-KM-8438-01A
0 years, female, white, stage:Stage II, alive, 4622 days
173.3
TCGA-KO-8406-01A
0 years, female, white, stage:Stage I, alive, 3145 days
171.2
TCGA-KO-8403-01A
0 years, male, white, stage:Stage I, alive, 3208 days
168.3
TCGA-KN-8431-01A
0 years, female, stage:Stage II, alive, 588 days
165.6
TCGA-KL-8340-01A
0 years, male, white, stage:Stage II, alive, 2024 days
165.0
TCGA-KL-8336-01A
0 years, female, white, stage:Stage IV, dead, 920 days
155.6
TCGA-KL-8326-01A
0 years, male, white, stage:Stage III, alive, 3322 days
153.4
TCGA-KL-8346-01A
0 years, male, white, stage:Stage II, alive, 1897 days
152.8
TCGA-KN-8425-01A
0 years, male, white, stage:Stage I, alive, 3179 days
149.4
TCGA-KN-8433-01A
0 years, female, white, stage:Stage III, alive, 341 days
139.8
TCGA-KL-8331-01A
0 years, female, white, stage:Stage II, alive, 3010 days
133.5
TCGA-KL-8345-01A
0 years, male, white, stage:Stage III, alive, 1665 days
128.3
TCGA-KN-8424-01A
0 years, female, white, stage:Stage I, alive, 1983 days
117.5
TCGA-KN-8434-01A
0 years, female, white, stage:Stage II, alive, 1797 days
115.9
TCGA-KL-8329-01A
0 years, female, asian, stage:Stage I, alive, 2752 days
113.4
TCGA-KL-8343-01A
0 years, male, white, stage:Stage III, dead, 2172 days
104.1
TCGA-KO-8416-01A
0 years, male, white, stage:Stage III, alive, 2752 days
103.1
TCGA-KO-8411-01A
0 years, male, white, stage:Stage I, alive, 3958 days
98.7
TCGA-KL-8338-01A
0 years, male, white, stage:Stage III, alive, 2633 days
96.2
TCGA-KM-8443-01A
0 years, male, white, stage:Stage II, alive, 1520 days
94.8
TCGA-KM-8477-01A
0 years, male, white, stage:Stage I, alive, 1553 days
93.2
TCGA-KM-8440-01A
0 years, male, black or african american, stage:Stage III, alive, 1366 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.
ATF4 is not prognostic in Kidney Renal Clear Cell Carcinoma (TCGA)
Stage:
Survival analysis
Current cut offi
Current cut-off shows the cut-off (FPKM) currently selected. It may be changed manually. When the current cut-off is changed, the vertical dashed line indicating cut-off, the interactive survival scatter plot and the Kaplan-Meier curve will be automatically adjusted to show results accordingly.
:
Best expression cut offi
Based on the FPKM value of each gene, patients were classified into two groups and association between prognosis (survival) and gene expression (FPKM) was examined. The best expression cut-off refers the FPKM value that yields maximal difference with regard to survival between the two groups at the lowest log-rank P-value. Best expression cut-off was selected based on survival analysis .
When clicking on this number, the vertical dashed line indicating cut-off, the interactive survival plot, and the Kaplan-Meier curve will be adjusted to show results based on the best expression cut-off.
Median expression refers to the median FPKM value calculated based on the gene expression (FPKM) data from all patients in this dataset. When clicking on this number, the vertical dashed line indicating cut-off, the interactive survival plot, and the Kaplan-Meier curve will be adjusted to show results based on the median expression.
Median follow up time refers to the median time (years) after diagnosis with this type of cancer, based on clinical data from all patients in this dataset.
: N/A
P scorei
Log-rank P value for Kaplan-Meier plot showing results from analysis of correlation between mRNA expression level and patient survival.
N/A
5-year survival highi
5-year survival for patients with higher expression than the expression cutoff.
For melanoma and glioma, 3-year survival is shown.
N/A
5-year survival lowi
5-year survival for patients with lower expression than the expression cutoff.
For melanoma and glioma, 3-year survival is shown.
N/A
TCGA RNA samplesi
RNA-seq data is reported as average FPKM (number Fragments Per Kilobase of exon per Million reads), generated by the The Cancer Genome Atlas (TCGA) .
Normal distribution across the dataset is visualized with box plots, shown as median and 25th and 75th percentiles. Points are displayed as outliers if they are above or below 1.5 times the interquartile range. FPKM values of the individual samples are presented next to the box plot.
Average TPM
257.8
Number of samples
521
Samples
Sample
Description
TPM
TCGA-B0-5400-01A
0 years, female, white, stage:Stage III, alive, 1733 days
617.9
TCGA-B8-4148-01A
0 years, female, white, stage:Stage I, alive, 1520 days
611.9
TCGA-CZ-4860-01A
0 years, male, white, stage:Stage IV, dead, 206 days
580.1
TCGA-BP-5187-01A
0 years, male, white, stage:Stage I, alive, 406 days
563.3
TCGA-G6-A8L6-01A
0 years, male, black or african american, stage:Stage IV, dead, 313 days
496.8
TCGA-BP-4765-01A
0 years, male, white, stage:Stage I, alive, 2184 days
494.8
TCGA-B8-A7U6-01A
0 years, female, black or african american, stage:Stage I, alive, 495 days
482.0
TCGA-B0-5693-01A
0 years, female, white, stage:Stage I, alive, 4074 days
481.4
TCGA-CZ-5465-01A
0 years, female, stage:Stage III, dead, 2564 days
478.7
TCGA-3Z-A93Z-01A
0 years, male, black or african american, stage:Stage I, alive, 385 days
474.5
TCGA-BP-4334-01A
0 years, male, white, stage:Stage III, dead, 645 days
473.7
TCGA-BP-4774-01A
0 years, female, white, stage:Stage I, alive, 1885 days
471.8
TCGA-A3-3306-01A
0 years, male, white, stage:Stage I, alive, 1120 days
462.0
TCGA-G6-A8L8-01A
0 years, female, black or african american, stage:Stage I, dead, 1091 days
461.1
TCGA-BP-4352-01A
0 years, female, white, stage:Stage IV, dead, 344 days
459.7
TCGA-B0-5100-01A
0 years, male, black or african american, stage:Stage III, dead, 1913 days
456.7
TCGA-CJ-6027-01A
0 years, male, white, stage:Stage I, dead, 3615 days
447.1
TCGA-A3-3365-01A
0 years, male, white, stage:Stage I, alive, 873 days
445.4
TCGA-B8-A54F-01A
0 years, female, black or african american, stage:Stage I, alive, 519 days
444.6
TCGA-B0-4706-01A
0 years, male, white, stage:Stage III, dead, 65 days
443.9
TCGA-CJ-5682-01A
0 years, male, white, stage:Stage IV, alive, 3736 days
441.9
TCGA-B0-4718-01A
0 years, male, white, stage:Stage III, alive, 1778 days
441.7
TCGA-CW-6093-01A
0 years, male, white, stage:Stage I, alive, 3146 days
441.5
TCGA-DV-A4VZ-01A
0 years, male, black or african american, stage:Stage I, alive, 365 days
434.1
TCGA-B0-5695-01A
0 years, female, white, stage:Stage I, alive, 2150 days
433.9
TCGA-B0-4845-01A
0 years, male, white, stage:Stage IV, dead, 1986 days
429.4
TCGA-B2-5636-01A
0 years, male, white, stage:Stage I, alive, 919 days
425.4
TCGA-B0-4701-01A
0 years, female, white, stage:Stage IV, dead, 238 days
425.1
TCGA-BP-4769-01A
0 years, male, white, stage:Stage I, alive, 1876 days
423.9
TCGA-BP-4169-01A
0 years, female, white, stage:Stage II, dead, 701 days
420.5
TCGA-CZ-5986-01A
0 years, male, white, stage:Stage I, alive, 373 days
419.9
TCGA-GK-A6C7-01A
0 years, female, black or african american, stage:Stage I, alive, 61 days
418.2
TCGA-DV-5565-01A
0 years, male, white, stage:Stage I, alive, 1329 days
413.6
TCGA-B2-4099-01A
0 years, male, white, stage:Stage I, alive, 972 days
413.3
TCGA-B0-5084-01A
0 years, male, white, stage:Stage IV, dead, 222 days
412.3
TCGA-BP-4337-01A
0 years, female, white, stage:Stage III, dead, 2 days
410.9
TCGA-CJ-6033-01A
0 years, female, white, stage:Stage IV, dead, 224 days
407.6
TCGA-B0-5700-01A
0 years, male, white, stage:Stage I, alive, 1790 days
400.6
TCGA-BP-4340-01A
0 years, female, white, stage:Stage I, dead, 562 days
400.0
TCGA-MW-A4EC-01A
0 years, female, black or african american, stage:Stage I, alive, 498 days
398.7
TCGA-B0-5120-01A
0 years, female, white, stage:Stage I, alive, 1169 days
394.0
TCGA-B0-4821-01A
0 years, female, asian, stage:Stage III, dead, 1230 days
389.5
TCGA-CJ-4904-01A
0 years, female, white, stage:Stage IV, alive, 3302 days
389.5
TCGA-B0-5690-01A
0 years, female, white, stage:Stage I, alive, 3392 days
387.8
TCGA-MM-A564-01A
0 years, male, black or african american, stage:Stage II, alive, 607 days
386.9
TCGA-AK-3440-01A
0 years, male, white, stage:Stage I, alive, 2865 days
386.6
TCGA-BP-4344-01A
0 years, female, white, stage:Stage I, alive, 1666 days
382.5
TCGA-B0-4810-01A
0 years, male, white, stage:Stage III, dead, 478 days
381.2
TCGA-B0-5399-01A
0 years, male, white, stage:Stage I, alive, 1411 days
379.4
TCGA-B0-4849-01A
0 years, male, white, stage:Stage III, dead, 69 days
379.0
TCGA-B0-5107-01A
0 years, female, white, stage:Stage IV, dead, 927 days
378.1
TCGA-B8-A54J-01A
0 years, male, black or african american, stage:Stage II, alive, 528 days
377.3
TCGA-A3-A6NN-01A
0 years, male, black or african american, stage:Stage I, alive, 3 days
375.6
TCGA-A3-3346-01A
0 years, male, white, stage:Stage I, dead, 137 days
372.9
TCGA-AK-3461-01A
0 years, male, white, stage:Stage I, alive, 2217 days
371.3
TCGA-BP-4342-01A
0 years, male, white, stage:Stage II, dead, 2256 days
367.3
TCGA-BP-5001-01A
0 years, female, white, stage:Stage I, alive, 1177 days
365.4
TCGA-A3-3307-01A
0 years, male, stage:Stage III, alive, 1436 days
365.3
TCGA-B4-5378-01A
0 years, male, white, stage:Stage I, alive, 175 days
364.6
TCGA-CZ-5982-01A
0 years, female, white, stage:Stage I, alive, 2439 days
363.1
TCGA-A3-3380-01A
0 years, male, stage:Stage I, alive, 567 days
361.6
TCGA-CZ-5457-01A
0 years, male, white, stage:Stage III, alive, 2754 days
359.5
TCGA-B0-5402-01A
0 years, male, white, stage:Stage IV, alive, 1290 days
357.8
TCGA-A3-3383-01A
0 years, male, white, stage:Stage I, alive, 861 days
357.7
TCGA-BP-4353-01A
0 years, male, white, stage:Stage I, dead, 375 days
357.5
TCGA-CJ-4878-01A
0 years, female, white, stage:Stage III, alive, 2186 days
357.3
TCGA-CJ-4908-01A
0 years, male, white, stage:Stage I, alive, 1531 days
351.1
TCGA-B0-4818-01A
0 years, female, white, stage:Stage II, dead, 510 days
349.5
TCGA-BP-4974-01A
0 years, male, white, stage:Stage IV, dead, 211 days
346.9
TCGA-B0-5099-01A
0 years, female, white, stage:Stage III, dead, 485 days
345.7
TCGA-BP-5192-01A
0 years, male, white, stage:Stage I, alive, 714 days
345.1
TCGA-BP-5199-01A
0 years, male, white, stage:Stage II, alive, 1355 days
344.6
TCGA-BP-4355-01A
0 years, female, white, stage:Stage III, dead, 953 days
344.5
TCGA-CJ-4636-01A
0 years, male, white, stage:Stage III, alive, 1924 days
343.8
TCGA-DV-A4W0-01A
0 years, male, black or african american, stage:Stage I, alive, 2470 days
343.8
TCGA-CW-5583-01A
0 years, female, white, stage:Stage I, alive, 2489 days
343.4
TCGA-AK-3458-01A
0 years, male, white, stage:Stage I, alive, 1168 days
343.0
TCGA-BP-4349-01A
0 years, female, white, stage:Stage I, alive, 372 days
341.4
TCGA-B8-4151-01A
0 years, female, white, stage:Stage III, alive, 1299 days
340.9
TCGA-BP-4761-01A
0 years, male, white, stage:Stage III, alive, 182 days
340.5
TCGA-CJ-4920-01A
0 years, female, white, stage:Stage I, dead, 139 days
339.9
TCGA-A3-A8OW-01A
0 years, male, black or african american, stage:Stage III, alive, 323 days
339.4
TCGA-A3-A6NJ-01A
0 years, female, black or african american, stage:Stage I, alive, 468 days
339.2
TCGA-AK-3460-01A
0 years, male, white, stage:Stage I, alive, 2508 days
338.2
TCGA-CJ-4888-01A
0 years, male, white, stage:Stage IV, dead, 1567 days
336.6
TCGA-CJ-4903-01A
0 years, male, white, stage:Stage I, alive, 1560 days
336.4
TCGA-A3-3317-01A
0 years, male, stage:Stage II, alive, 1491 days
336.2
TCGA-B0-5113-01A
0 years, female, white, stage:Stage III, alive, 1175 days
336.0
TCGA-B2-A4SR-01A
0 years, male, black or african american, stage:Stage II, alive, 507 days
335.4
TCGA-B0-4690-01A
0 years, male, white, stage:Stage IV, dead, 43 days
335.3
TCGA-A3-A6NI-01A
0 years, male, black or african american, stage:Stage I, alive, 1018 days
335.1
TCGA-BP-5180-01A
0 years, male, white, stage:Stage I, alive, 2263 days
334.8
TCGA-A3-3343-01A
0 years, male, white, stage:Stage II, alive, 945 days
334.8
TCGA-B0-4833-01A
0 years, female, white, stage:Stage I, dead, 2386 days
334.7
TCGA-A3-3382-01A
0 years, male, white, stage:Stage I, alive, 574 days
333.7
TCGA-CJ-4639-01A
0 years, female, white, stage:Stage II, alive, 3229 days
333.3
TCGA-CJ-4899-01A
0 years, male, asian, stage:Stage I, alive, 1528 days
333.3
TCGA-B4-5836-01A
0 years, female, white, stage:Stage I, alive, 141 days
333.3
TCGA-CZ-5460-01A
0 years, male, white, stage:Stage IV, alive, 2873 days
330.9
TCGA-B0-4688-01A
0 years, male, white, stage:Stage IV, dead, 101 days
330.3
TCGA-B0-5713-01A
0 years, female, white, stage:Stage III, alive, 2782 days
328.6
TCGA-BP-4341-01A
0 years, male, white, stage:Stage III, dead, 1589 days
328.4
TCGA-B2-3924-01A
0 years, male, white, stage:Stage I, alive, 1092 days
328.4
TCGA-B8-4143-01A
0 years, female, white, stage:Stage IV, dead, 709 days
327.9
TCGA-AK-3427-01A
0 years, male, white, stage:Stage I, alive, 3583 days
327.5
TCGA-BP-4776-01A
0 years, male, white, stage:Stage I, alive, 411 days
326.9
TCGA-B0-5710-01A
0 years, male, white, stage:Stage I, alive, 2430 days
326.0
TCGA-CJ-4876-01A
0 years, male, white, stage:Stage II, alive, 1955 days
325.8
TCGA-CJ-4881-01A
0 years, male, white, stage:Stage III, alive, 2014 days
323.5
TCGA-BP-4975-01A
0 years, male, white, stage:Stage I, alive, 1433 days
322.9
TCGA-EU-5904-01A
0 years, female, white, stage:Stage I, alive, 551 days
322.1
TCGA-CW-6090-01A
0 years, male, white, stage:Stage I, alive, 2552 days
322.0
TCGA-B0-4691-01A
0 years, male, white, stage:Stage IV, dead, 139 days
321.7
TCGA-BP-4165-01A
0 years, female, white, stage:Stage I, alive, 3037 days
321.3
TCGA-B0-4842-01A
0 years, female, white, stage:Stage III, dead, 1724 days
320.6
TCGA-BP-4801-01A
0 years, male, white, stage:Stage I, alive, 1124 days
320.3
TCGA-CZ-5462-01A
0 years, male, white, stage:Stage IV, dead, 311 days
319.8
TCGA-B0-5110-01A
0 years, female, white, stage:Stage I, alive, 2009 days
319.2
TCGA-A3-3313-01A
0 years, male, black or african american, stage:Stage I, dead, 735 days
317.6
TCGA-A3-A6NL-01A
0 years, female, black or african american, stage:Stage I, alive, 689 days
317.0
TCGA-BP-5202-01A
0 years, male, white, stage:Stage III, alive, 29 days
316.8
TCGA-B0-4814-01A
0 years, male, white, stage:Stage IV, dead, 168 days
315.8
TCGA-CZ-5461-01A
0 years, male, white, stage:Stage IV, dead, 330 days
315.8
TCGA-T7-A92I-01A
0 years, female, black or african american, stage:Stage I, alive, 356 days
315.6
TCGA-BP-4981-01A
0 years, female, white, stage:Stage III, dead, 1097 days
315.5
TCGA-BP-4983-01A
0 years, female, asian, stage:Stage III, alive, 1413 days
313.7
TCGA-B0-5812-01A
0 years, male, white, stage:Stage I, alive, 3834 days
312.9
TCGA-B8-A8YJ-01A
0 years, female, black or african american, stage:Stage I, alive, 431 days
312.7
TCGA-BP-4789-01A
0 years, male, white, stage:Stage I, alive, 1489 days
312.2
TCGA-B4-5844-01A
0 years, female, white, stage:Stage II, alive, 7 days
312.1
TCGA-B0-4811-01A
0 years, male, white, stage:Stage III, dead, 1417 days
311.4
TCGA-B0-4693-01A
0 years, female, white, stage:Stage III, dead, 77 days
310.9
TCGA-A3-A8CQ-01A
0 years, female, black or african american, stage:Stage I, alive, 3 days
310.8
TCGA-CJ-4905-01A
0 years, female, white, stage:Stage I, alive, 1496 days
309.6
TCGA-CJ-6032-01A
0 years, female, white, stage:Stage II, alive, 3639 days
309.4
TCGA-CZ-5451-01A
0 years, male, white, stage:Stage II, alive, 1929 days
308.8
TCGA-EU-5906-01A
0 years, male, white, stage:Stage I, alive, 206 days
306.8
TCGA-BP-4991-01A
0 years, male, white, stage:Stage I, alive, 1413 days
306.6
TCGA-BP-4993-01A
0 years, male, white, stage:Stage I, alive, 177 days
306.4
TCGA-A3-3329-01A
0 years, male, white, stage:Stage I, alive, 1624 days
306.2
TCGA-MM-A563-01A
0 years, male, black or african american, stage:'--, alive, 591 days
305.9
TCGA-A3-3320-01A
0 years, female, white, stage:Stage I, alive, 1508 days
305.9
TCGA-BP-5201-01A
0 years, male, white, stage:Stage IV, alive, 951 days
305.8
TCGA-B2-4101-01A
0 years, male, white, stage:Stage II, alive, 648 days
305.3
TCGA-B0-4846-01A
0 years, male, white, stage:Stage IV, dead, 1200 days
304.0
TCGA-CZ-5467-01A
0 years, female, white, stage:Stage III, dead, 73 days
303.8
TCGA-CZ-5454-01A
0 years, male, white, stage:Stage IV, dead, 722 days
303.8
TCGA-B0-5696-01A
0 years, male, white, stage:Stage III, alive, 2609 days
302.6
TCGA-B0-5095-01A
0 years, male, white, stage:Stage III, dead, 245 days
302.0
TCGA-CJ-5680-01A
0 years, female, white, stage:Stage IV, dead, 768 days
301.5
TCGA-CW-6088-01A
0 years, male, white, stage:Stage I, alive, 3222 days
300.6
TCGA-BP-4999-01A
0 years, male, white, stage:Stage I, alive, 1266 days
299.9
TCGA-B0-4710-01A
0 years, female, white, stage:Stage III, alive, 1755 days
299.6
TCGA-B0-5119-01A
0 years, female, white, stage:Stage I, alive, 1552 days
298.9
TCGA-BP-5168-01A
0 years, male, white, stage:Stage I, dead, 1463 days
298.6
TCGA-B0-4823-01A
0 years, male, white, stage:Stage I, dead, 454 days
298.6
TCGA-BP-4326-01A
0 years, female, white, stage:Stage I, dead, 1625 days
297.1
TCGA-A3-A8OV-01A
0 years, male, black or african american, stage:Stage I, alive, 340 days
296.7
TCGA-B0-4817-01A
0 years, male, white, stage:Stage III, dead, 1019 days
296.6
TCGA-BP-5177-01A
0 years, female, white, stage:Stage I, alive, 293 days
296.4
TCGA-AS-3778-01A
0 years, male, white, stage:Stage I, alive, 43 days
296.3
TCGA-B0-5703-01A
0 years, male, white, stage:Stage I, alive, 2246 days
296.1
TCGA-CW-5590-01A
0 years, male, white, stage:Stage IV, dead, 1075 days
295.8
TCGA-CZ-4858-01A
0 years, male, white, stage:Stage II, dead, 2105 days
295.8
TCGA-B0-4696-01A
0 years, male, white, stage:Stage III, dead, 866 days
295.6
TCGA-B0-4822-01A
0 years, male, white, stage:Stage II, dead, 1111 days
294.8
TCGA-BP-5006-01A
0 years, male, white, stage:Stage I, alive, 840 days
294.0
TCGA-B8-4154-01A
0 years, female, white, stage:Stage I, alive, 1380 days
294.0
TCGA-B8-A54H-01A
0 years, female, black or african american, stage:Stage II, alive, 256 days
293.6
TCGA-B0-4699-01A
0 years, male, white, stage:Stage IV, dead, 110 days
293.4
TCGA-DV-A4VX-01A
0 years, male, black or african american, stage:Stage IV, dead, 1626 days
293.3
TCGA-BP-4164-01A
0 years, female, white, stage:Stage III, dead, 992 days
292.8
TCGA-B4-5834-01A
0 years, male, white, stage:Stage I, alive, 38 days
292.4
TCGA-A3-3349-01A
0 years, female, white, stage:Stage I, alive, 1385 days
292.4
TCGA-B0-4703-01A
0 years, male, white, stage:Stage IV, dead, 182 days
292.3
TCGA-B0-5699-01A
0 years, male, white, stage:Stage I, alive, 3841 days
291.5
TCGA-CZ-5984-01A
0 years, male, white, stage:Stage I, alive, 2067 days
291.2
TCGA-BP-4347-01A
0 years, male, white, stage:Stage III, alive, 1367 days
288.4
TCGA-BP-5173-01A
0 years, male, white, stage:Stage I, dead, 62 days
287.9
TCGA-AK-3445-01A
0 years, male, white, stage:Stage III, alive, 2392 days
287.1
TCGA-G6-A8L7-01A
0 years, female, black or african american, stage:Stage I, alive, 2133 days
286.3
TCGA-CW-6087-01A
0 years, male, white, stage:Stage IV, dead, 41 days
286.2
TCGA-CJ-5678-01A
0 years, male, black or african american, stage:Stage IV, dead, 574 days
286.1
TCGA-CZ-5470-01A
0 years, female, stage:Stage II, alive, 386 days
285.8
TCGA-CJ-4882-01A
0 years, male, black or african american, stage:Stage III, alive, 1883 days
284.5
TCGA-B0-5085-01A
0 years, female, white, stage:Stage III, dead, 770 days
284.4
TCGA-BP-4763-01A
0 years, female, white, stage:Stage I, dead, 1270 days
283.4
TCGA-CJ-5684-01A
0 years, male, white, stage:Stage III, alive, 2231 days
283.3
TCGA-CJ-5676-01A
0 years, male, white, stage:Stage III, alive, 4067 days
282.1
TCGA-BP-4354-01A
0 years, male, white, stage:Stage IV, dead, 1034 days
281.7
TCGA-A3-3372-01A
0 years, male, white, stage:Stage III, alive, 735 days
281.6
TCGA-BP-5200-01A
0 years, male, white, stage:Stage II, alive, 1063 days
281.4
TCGA-BP-4158-01A
0 years, male, white, stage:Stage I, alive, 3377 days
281.3
TCGA-CJ-5671-01A
0 years, male, white, stage:Stage I, alive, 3987 days
280.7
TCGA-CZ-5463-01A
0 years, male, white, stage:Stage II, alive, 662 days
280.2
TCGA-CZ-5459-01A
0 years, male, white, stage:Stage III, alive, 1683 days
279.5
TCGA-CJ-4895-01A
0 years, male, white, stage:Stage IV, dead, 1200 days
279.3
TCGA-A3-3376-01A
0 years, male, black or african american, stage:Stage I, dead, 1696 days
276.7
TCGA-DV-5575-01A
0 years, female, white, stage:Stage I, alive, 1729 days
276.6
TCGA-B0-5705-01A
0 years, female, white, stage:Stage I, alive, 4537 days
276.5
TCGA-B0-5094-01A
0 years, male, white, stage:Stage IV, dead, 333 days
276.4
TCGA-A3-3352-01A
0 years, male, white, stage:Stage III, dead, 561 days
275.2
TCGA-CZ-4859-01A
0 years, female, white, stage:Stage I, alive, 1787 days
275.0
TCGA-BP-4775-01A
0 years, female, white, stage:Stage I, alive, 1843 days
274.6
TCGA-B0-5698-01A
0 years, male, black or african american, stage:Stage I, alive, 3631 days
274.4
TCGA-B0-4697-01A
0 years, female, white, stage:Stage IV, dead, 578 days
273.8
TCGA-BP-4332-01A
0 years, male, white, stage:Stage III, alive, 1133 days
273.7
TCGA-CZ-5987-01A
0 years, male, white, stage:Stage IV, dead, 445 days
272.4
TCGA-G6-A5PC-01A
0 years, female, black or african american, stage:Stage IV, dead, 242 days
272.1
TCGA-BP-4961-01A
0 years, male, white, stage:Stage I, alive, 1935 days
270.9
TCGA-BP-5198-01A
0 years, male, white, stage:Stage III, alive, 603 days
269.9
TCGA-AK-3434-01A
0 years, male, white, stage:Stage I, alive, 2087 days
269.4
TCGA-B0-4813-01A
0 years, male, white, stage:Stage III, dead, 18 days
269.2
TCGA-B0-4816-01A
0 years, male, white, stage:Stage II, dead, 1371 days
267.8
TCGA-B8-5549-01A
0 years, male, white, stage:Stage I, alive, 194 days
267.6
TCGA-B0-4698-01A
0 years, male, white, stage:Stage IV, dead, 42 days
267.6
TCGA-B0-4824-01A
0 years, female, white, stage:Stage I, dead, 1657 days
267.3
TCGA-CJ-4872-01A
0 years, male, white, stage:Stage I, alive, 1435 days
267.3
TCGA-CW-5585-01A
0 years, male, white, stage:Stage IV, alive, 2609 days
267.1
TCGA-BP-5008-01A
0 years, male, white, stage:Stage I, alive, 1071 days
266.5
TCGA-B0-5108-01A
0 years, male, white, stage:Stage III, alive, 1782 days
266.4
TCGA-AK-3454-01A
0 years, male, white, stage:Stage I, alive, 874 days
265.6
TCGA-CJ-4634-01A
0 years, female, white, stage:Stage I, alive, 3498 days
265.4
TCGA-CJ-5677-01A
0 years, female, white, stage:Stage IV, dead, 782 days
265.2
TCGA-CJ-4643-01A
0 years, female, white, stage:Stage II, alive, 1793 days
265.1
TCGA-BP-4964-01A
0 years, female, white, stage:Stage I, alive, 1862 days
264.6
TCGA-BP-4174-01A
0 years, male, white, stage:Stage II, alive, 1879 days
264.5
TCGA-A3-3322-01A
0 years, male, white, stage:Stage I, alive, 1478 days
264.4
TCGA-A3-3335-01A
0 years, male, white, stage:Stage II, alive, 1886 days
264.1
TCGA-CW-5589-01A
0 years, male, white, stage:Stage I, alive, 2378 days
263.6
TCGA-A3-3387-01A
0 years, male, white, stage:Stage I, alive, 617 days
263.1
TCGA-CJ-6030-01A
0 years, male, white, stage:Stage I, dead, 2299 days
262.8
TCGA-CZ-5453-01A
0 years, male, white, stage:Stage II, dead, 2419 days
262.3
TCGA-BP-4176-01A
0 years, male, white, stage:Stage I, alive, 1955 days
262.2
TCGA-B0-4852-01A
0 years, female, white, stage:Stage II, dead, 1121 days
262.2
TCGA-BP-4331-01A
0 years, male, white, stage:Stage I, dead, 2454 days
262.0
TCGA-BP-5004-01A
0 years, male, white, stage:Stage I, alive, 1126 days
261.8
TCGA-CJ-5683-01A
0 years, male, white, stage:Stage I, alive, 1889 days
261.2
TCGA-B0-5711-01A
0 years, male, white, stage:Stage III, alive, 3989 days
260.6
TCGA-A3-3358-01A
0 years, female, white, stage:Stage I, alive, 1307 days
259.3
TCGA-BP-4766-01A
0 years, female, white, stage:Stage I, alive, 1462 days
259.2
TCGA-BP-4177-01A
0 years, male, white, stage:Stage I, alive, 1670 days
258.9
TCGA-BP-4351-01A
0 years, female, white, stage:Stage III, alive, 970 days
258.6
TCGA-A3-3326-01A
0 years, male, white, stage:Stage I, alive, 1137 days
258.5
TCGA-CJ-4916-01A
0 years, female, white, stage:Stage III, alive, 1373 days
258.5
TCGA-CJ-6031-01A
0 years, male, white, stage:Stage I, alive, 1906 days
258.5
TCGA-BP-4161-01A
0 years, male, white, stage:Stage I, alive, 2746 days
258.0
TCGA-BP-4329-01A
0 years, male, white, stage:Stage III, dead, 845 days
257.7
TCGA-DV-5569-01A
0 years, female, white, stage:Stage I, alive, 355 days
257.1
TCGA-B0-5106-01A
0 years, male, white, stage:Stage I, dead, 1598 days
257.0
TCGA-B8-A54K-01A
0 years, male, black or african american, stage:Stage I, alive, 469 days
256.2
TCGA-BP-4166-01A
0 years, male, white, stage:Stage III, alive, 13 days
255.8
TCGA-B0-4828-01A
0 years, male, white, stage:Stage IV, dead, 307 days
255.7
TCGA-AK-3431-01A
0 years, female, white, stage:Stage II, dead, 2241 days
255.6
TCGA-B8-A54G-01A
0 years, male, black or african american, stage:Stage I, alive, 53 days
253.2
TCGA-BP-4995-01A
0 years, male, white, stage:Stage I, alive, 1371 days
253.1
TCGA-B2-5633-01A
0 years, male, white, stage:Stage I, alive, 963 days
252.8
TCGA-A3-3351-01A
0 years, male, white, stage:Stage II, alive, 910 days
252.5
TCGA-EU-5907-01A
0 years, male, white, stage:Stage III, alive, 127 days
251.8
TCGA-CZ-5468-01A
0 years, male, white, stage:Stage IV, dead, 59 days
251.8
TCGA-BP-4325-01A
0 years, female, white, stage:Stage I, alive, 2964 days
251.3
TCGA-BP-4963-01A
0 years, male, white, stage:Stage I, alive, 1834 days
250.7
TCGA-A3-3359-01A
0 years, female, white, stage:Stage I, alive, 2504 days
250.7
TCGA-CJ-5686-01A
0 years, female, white, stage:Stage I, alive, 2038 days
250.6
TCGA-A3-3362-01A
0 years, female, white, stage:Stage I, alive, 1559 days
250.5
TCGA-CZ-5455-01A
0 years, male, white, stage:Stage IV, dead, 561 days
249.9
TCGA-BP-4987-01A
0 years, female, asian, stage:Stage I, alive, 1124 days
249.8
TCGA-CJ-4900-01A
0 years, female, white, stage:Stage IV, dead, 1714 days
249.7
TCGA-BP-4162-01A
0 years, female, white, stage:Stage I, alive, 3074 days
249.6
TCGA-BP-5183-01A
0 years, male, white, stage:Stage III, alive, 1291 days
248.8
TCGA-B0-4815-01A
0 years, male, white, stage:Stage III, dead, 1588 days
247.8
TCGA-BP-4335-01A
0 years, female, white, stage:Stage IV, dead, 475 days
247.4
TCGA-B8-5165-01A
0 years, male, white, stage:Stage I, alive, 737 days
246.5
TCGA-BP-5007-01A
0 years, male, white, stage:Stage II, alive, 1140 days
245.5
TCGA-BP-4982-01A
0 years, male, white, stage:Stage I, alive, 1014 days
244.1
TCGA-AK-3455-01A
0 years, female, white, stage:Stage III, dead, 683 days
243.4
TCGA-CW-5580-01A
0 years, female, white, stage:Stage IV, dead, 1964 days
242.6
TCGA-BP-5186-01A
0 years, female, white, stage:Stage I, alive, 693 days
242.5
TCGA-A3-3331-01A
0 years, female, white, stage:Stage I, alive, 1257 days
242.0
TCGA-BP-4784-01A
0 years, female, white, stage:Stage I, alive, 1854 days
241.6
TCGA-B0-5691-01A
0 years, female, white, stage:Stage I, alive, 3431 days
241.5
TCGA-B0-4714-01A
0 years, male, white, stage:Stage IV, dead, 99 days
241.0
TCGA-BP-5170-01A
0 years, male, white, stage:Stage I, alive, 2412 days
240.3
TCGA-CJ-4868-01A
0 years, male, white, stage:Stage IV, dead, 646 days
240.0
TCGA-6D-AA2E-01A
0 years, female, black or african american, stage:Stage I, alive, 362 days
239.5
TCGA-BP-4968-01A
0 years, male, white, stage:Stage I, alive, 1746 days
239.3
TCGA-B0-5121-01A
0 years, male, white, stage:Stage I, alive, 1485 days
239.3
TCGA-AK-3453-01A
0 years, female, white, stage:Stage II, alive, 2531 days
239.2
TCGA-B8-5550-01A
0 years, male, white, stage:Stage III, alive, 1476 days
238.8
TCGA-AK-3428-01A
0 years, male, white, stage:Stage III, alive, 3728 days
238.7
TCGA-CJ-4902-01A
0 years, male, white, stage:Stage III, alive, 1520 days
238.4
TCGA-A3-3370-01A
0 years, female, white, stage:Stage I, alive, 2274 days
237.9
TCGA-CW-5587-01A
0 years, female, white, stage:Stage III, alive, 2226 days
237.8
TCGA-A3-3308-01A
0 years, female, white, stage:Stage III, alive, 16 days
237.5
TCGA-BP-5181-01A
0 years, female, white, stage:Stage I, alive, 1495 days
237.4
TCGA-B0-5709-01A
0 years, female, white, stage:Stage III, alive, 3974 days
237.4
TCGA-BP-5195-01A
0 years, male, white, stage:Stage I, alive, 749 days
237.4
TCGA-B0-5097-01A
0 years, female, white, stage:Stage III, alive, 665 days
236.9
TCGA-A3-3325-01A
0 years, male, white, stage:Stage I, dead, 1170 days
236.9
TCGA-B0-4847-01A
0 years, male, white, stage:Stage IV, dead, 793 days
236.8
TCGA-CJ-4635-01A
0 years, male, white, stage:Stage I, alive, 1416 days
236.4
TCGA-BP-4994-01A
0 years, male, white, stage:Stage I, alive, 1308 days
235.9
TCGA-B0-5712-01A
0 years, female, black or african american, stage:Stage IV, alive, 2722 days
235.1
TCGA-CZ-5988-01A
0 years, male, white, stage:Stage I, alive, 693 days
234.8
TCGA-BP-5194-01A
0 years, male, white, stage:Stage I, alive, 408 days
234.5
TCGA-CJ-4638-01A
0 years, female, white, stage:Stage IV, dead, 431 days
234.4
TCGA-BP-5196-01A
0 years, male, white, stage:Stage I, alive, 1018 days
234.1
TCGA-BP-4330-01A
0 years, female, black or african american, stage:Stage III, alive, 1888 days
233.3
TCGA-CW-5588-01A
0 years, female, white, stage:Stage I, alive, 2017 days
232.9
TCGA-BP-4160-01A
0 years, male, white, stage:Stage III, alive, 2881 days
231.1
TCGA-A3-3319-01A
0 years, male, white, stage:Stage I, alive, 1130 days
230.6
TCGA-CJ-4892-01A
0 years, female, white, stage:Stage I, alive, 1521 days
229.9
TCGA-CZ-5464-01A
0 years, male, white, stage:Stage IV, alive, 2128 days
229.5
TCGA-CZ-5466-01A
0 years, male, stage:Stage III, alive, 685 days
228.9
TCGA-B0-5088-01A
0 years, male, white, stage:Stage I, dead, 563 days
228.1
TCGA-BP-4173-01A
0 years, male, white, stage:Stage II, alive, 1893 days
228.0
TCGA-A3-3367-01A
0 years, male, white, stage:Stage I, alive, 2270 days
227.9
TCGA-CZ-4864-01A
0 years, male, white, stage:Stage II, dead, 1315 days
227.9
TCGA-CJ-4870-01A
0 years, female, black or african american, stage:Stage III, alive, 1498 days
226.8
TCGA-B8-4620-01A
0 years, female, white, stage:Stage III, alive, 777 days
226.5
TCGA-BP-4777-01A
0 years, male, white, stage:Stage I, alive, 1731 days
226.0
TCGA-DV-5576-01A
0 years, female, black or african american, stage:Stage I, dead, 727 days
225.8
TCGA-BP-4973-01A
0 years, male, white, stage:Stage III, alive, 1384 days
225.3
TCGA-CJ-4894-01A
0 years, male, white, stage:Stage III, dead, 841 days
224.8
TCGA-AK-3436-01A
0 years, male, white, stage:Stage IV, alive, 3331 days
224.8
TCGA-B0-4713-01A
0 years, female, white, stage:Stage III, dead, 202 days
224.7
TCGA-CJ-4886-01A
0 years, female, white, stage:Stage I, alive, 1952 days
224.7
TCGA-B4-5843-01A
0 years, male, white, stage:Stage I, alive, 11 days
224.5
TCGA-B0-4838-01A
0 years, female, white, stage:Stage I, dead, 834 days
224.4
TCGA-B0-4700-01A
0 years, male, white, stage:Stage IV, dead, 1980 days
224.1
TCGA-B4-5377-01A
0 years, female, white, stage:Stage IV, alive, 365 days
223.7
TCGA-BP-4758-01A
0 years, male, white, stage:Stage I, alive, 2208 days
223.6
TCGA-B0-4945-01A
0 years, female, white, stage:Stage I, dead, 2145 days
223.3
TCGA-DV-5574-01A
0 years, male, white, stage:Stage I, alive, 2016 days
223.0
TCGA-BP-4170-01A
0 years, female, white, stage:Stage I, dead, 2343 days
222.8
TCGA-DV-5566-01A
0 years, female, white, stage:Stage I, alive, 1398 days
222.4
TCGA-CZ-4854-01A
0 years, male, white, stage:Stage I, dead, 1404 days
222.3
TCGA-BP-4790-01A
0 years, male, white, stage:Stage I, dead, 1111 days
222.2
TCGA-B8-5163-01A
0 years, female, white, stage:Stage III, alive, 822 days
221.1
TCGA-A3-3324-01A
0 years, male, white, stage:Stage I, alive, 1186 days
220.5
TCGA-A3-3323-01A
0 years, male, white, stage:Stage I, alive, 1106 days
220.3
TCGA-B0-4843-01A
0 years, male, white, stage:Stage III, dead, 320 days
219.7
TCGA-BP-4795-01A
0 years, female, white, stage:Stage I, alive, 620 days
219.6
TCGA-AK-3450-01A
0 years, female, white, stage:Stage I, alive, 1508 days
219.3
TCGA-DV-5573-01A
0 years, male, white, stage:Stage I, alive, 1130 days
219.3
TCGA-B0-5694-01A
0 years, male, white, stage:Stage III, dead, 480 days
219.2
TCGA-CZ-5469-01A
0 years, male, white, stage:Stage II, dead, 946 days
218.9
TCGA-CZ-4863-01A
0 years, female, white, stage:Stage III, alive, 1928 days
218.6
TCGA-BP-4998-01A
0 years, male, asian, stage:Stage I, alive, 932 days
217.7
TCGA-CJ-4875-01A
0 years, male, white, stage:Stage IV, dead, 3554 days
217.3
TCGA-BP-4782-01A
0 years, female, white, stage:Stage I, alive, 354 days
217.2
TCGA-B0-5080-01A
0 years, male, white, stage:Stage IV, dead, 342 days
216.6
TCGA-CZ-5452-01A
0 years, male, white, stage:Stage II, alive, 1789 days
215.9
TCGA-BP-4965-01A
0 years, male, white, stage:Stage I, alive, 1871 days
215.2
TCGA-BP-4327-01A
0 years, female, white, stage:Stage II, dead, 109 days
215.0
TCGA-MM-A84U-01A
0 years, female, black or african american, stage:Stage I, alive, 700 days
214.9
TCGA-B0-4836-01A
0 years, male, white, stage:Stage IV, dead, 1238 days
214.5
TCGA-BP-5010-01A
0 years, male, white, stage:Stage III, dead, 878 days
214.5
TCGA-CJ-4907-01A
0 years, male, white, stage:Stage III, alive, 1499 days
214.2
TCGA-A3-3374-01A
0 years, female, black or african american, stage:Stage I, alive, 1314 days
214.2
TCGA-BP-4159-01A
0 years, male, white, stage:Stage I, dead, 2601 days
213.5
TCGA-BP-4759-01A
0 years, male, white, stage:Stage I, alive, 2372 days
211.7
TCGA-CJ-4869-01A
0 years, male, white, stage:Stage III, alive, 2554 days
211.6
TCGA-B0-5098-01A
0 years, female, black or african american, stage:Stage I, dead, 1584 days
211.6
TCGA-BP-4346-01A
0 years, male, white, stage:Stage III, dead, 1493 days
210.8
TCGA-BP-4977-01A
0 years, male, white, stage:Stage I, alive, 454 days
209.5
TCGA-BP-4768-01A
0 years, female, white, stage:Stage I, alive, 400 days
209.0
TCGA-B0-5092-01A
0 years, female, white, stage:Stage IV, dead, 459 days
208.7
TCGA-CZ-4853-01A
0 years, male, white, stage:Stage I, alive, 774 days
207.3
TCGA-B2-4102-01A
0 years, male, white, stage:Stage I, alive, 952 days
206.5
TCGA-BP-4976-01A
0 years, male, white, stage:Stage I, alive, 1632 days
206.2
TCGA-BP-5189-01A
0 years, male, white, stage:Stage I, dead, 822 days
205.7
TCGA-CZ-5985-01A
0 years, male, white, stage:Stage II, alive, 1997 days
205.3
TCGA-BP-4970-01A
0 years, male, asian, stage:Stage III, alive, 433 days
204.4
TCGA-CJ-4918-01A
0 years, male, white, stage:Stage IV, dead, 93 days
203.3
TCGA-BP-4345-01A
0 years, male, white, stage:Stage III, alive, 1516 days
203.0
TCGA-A3-3385-01A
0 years, female, white, stage:Stage I, alive, 1993 days
202.8
TCGA-B0-4712-01A
0 years, male, white, stage:Stage IV, dead, 1337 days
202.7
TCGA-A3-3347-01A
0 years, female, white, stage:Stage III, dead, 1610 days
202.5
TCGA-B0-5109-01A
0 years, male, white, stage:Stage III, dead, 587 days
200.5
TCGA-B8-A54D-01A
0 years, male, black or african american, stage:Stage III, alive, 830 days
200.4
TCGA-CJ-4893-01A
0 years, female, white, stage:Stage I, alive, 750 days
200.2
TCGA-BP-4771-01A
0 years, male, white, stage:Stage IV, dead, 162 days
197.0
TCGA-B8-5551-01A
0 years, female, black or african american, stage:Stage I, alive, 16 days
196.2
TCGA-BP-4971-01A
0 years, male, white, stage:Stage III, alive, 1487 days
196.1
TCGA-B8-5159-01A
0 years, female, white, stage:Stage I, alive, 722 days
195.1
TCGA-BP-4803-01A
0 years, male, white, stage:Stage III, alive, 204 days
195.0
TCGA-CJ-4891-01A
0 years, female, white, stage:Stage III, dead, 819 days
194.1
TCGA-B8-4622-01A
0 years, male, white, stage:Stage IV, alive, 1525 days
194.0
TCGA-BP-4760-01A
0 years, male, black or african american, stage:Stage I, alive, 2361 days
193.7
TCGA-AK-3426-01A
0 years, male, white, stage:Stage III, dead, 885 days
193.7
TCGA-B0-4848-01A
0 years, male, white, stage:Stage III, dead, 883 days
193.2
TCGA-B8-5553-01A
0 years, female, white, stage:Stage I, alive, 435 days
191.9
TCGA-CJ-4641-01A
0 years, female, white, stage:Stage IV, dead, 1661 days
191.4
TCGA-CJ-5675-01A
0 years, male, white, stage:Stage II, alive, 3936 days
191.4
TCGA-CJ-4874-01A
0 years, female, white, stage:Stage I, alive, 2283 days
191.0
TCGA-BP-5190-01A
0 years, male, white, stage:Stage I, alive, 1011 days
190.3
TCGA-DV-5568-01A
0 years, male, white, stage:Stage I, alive, 370 days
190.1
TCGA-CZ-4857-01A
0 years, male, white, stage:Stage IV, dead, 1432 days
190.0
TCGA-BP-4986-01A
0 years, male, white, stage:Stage I, alive, 785 days
189.2
TCGA-BP-5184-01A
0 years, male, white, stage:Stage I, alive, 1133 days
189.0
TCGA-BP-4762-01A
0 years, male, white, stage:Stage I, dead, 1343 days
187.0
TCGA-DV-5567-01A
0 years, female, black or african american, stage:Stage I, alive, 2004 days
187.0
TCGA-CJ-4871-01A
0 years, male, white, stage:Stage IV, alive, 2423 days
184.5
TCGA-BP-4798-01A
0 years, male, white, stage:'--, dead, 334 days
184.0
TCGA-BP-5176-01A
0 years, female, white, stage:Stage I, dead, 1590 days
183.9
TCGA-CW-5584-01A
0 years, male, white, stage:Stage III, dead, 164 days
183.7
TCGA-B0-4819-01A
0 years, female, white, stage:Stage IV, dead, 183 days
183.5
TCGA-B2-3923-01A
0 years, male, white, stage:Stage II, alive, 992 days
183.5
TCGA-A3-3328-01A
0 years, male, white, stage:Stage I, alive, 1385 days
182.7
TCGA-BP-4992-01A
0 years, male, white, stage:Stage I, alive, 501 days
182.7
TCGA-B0-5077-01A
0 years, male, white, stage:Stage I, dead, 1317 days
182.3
TCGA-B0-5692-01A
0 years, female, white, stage:Stage III, alive, 3944 days
181.9
TCGA-A3-3311-01A
0 years, male, stage:Stage I, dead, 1191 days
181.7
TCGA-B2-5639-01A
0 years, male, white, stage:Stage IV, dead, 1003 days
181.6
TCGA-B0-5102-01A
0 years, female, white, stage:Stage I, dead, 2764 days
181.4
TCGA-AK-3425-01A
0 years, male, white, stage:Stage I, alive, 3343 days
180.9
TCGA-CJ-4890-01A
0 years, male, white, stage:Stage IV, alive, 3519 days
180.4
TCGA-CZ-4865-01A
0 years, female, white, stage:Stage I, dead, 166 days
179.7
TCGA-BP-4969-01A
0 years, female, white, stage:Stage I, alive, 1794 days
179.3
TCGA-BP-4972-01A
0 years, female, white, stage:Stage III, alive, 1502 days
178.7
TCGA-CJ-4897-01A
0 years, female, white, stage:Stage III, alive, 3341 days
178.5
TCGA-CJ-4889-01A
0 years, female, white, stage:Stage I, alive, 1946 days
178.0
TCGA-BP-4163-01A
0 years, female, white, stage:Stage III, alive, 2839 days
177.9
TCGA-BP-5009-01A
0 years, male, white, stage:Stage I, dead, 1092 days
175.9
TCGA-B8-4619-01A
0 years, male, white, stage:Stage I, alive, 523 days
175.0
TCGA-CZ-4861-01A
0 years, male, white, stage:Stage II, dead, 446 days
175.0
TCGA-CJ-4637-01A
0 years, female, white, stage:Stage IV, dead, 2227 days
174.8
TCGA-B0-5075-01A
0 years, female, white, stage:Stage III, dead, 637 days
174.5
TCGA-A3-3357-01A
0 years, male, white, stage:Stage II, alive, 2688 days
174.0
TCGA-A3-3316-01A
0 years, male, white, stage:Stage II, alive, 1493 days
172.3
TCGA-B0-4834-01A
0 years, male, white, stage:Stage I, dead, 2090 days
172.1
TCGA-BP-5185-01A
0 years, male, white, stage:Stage I, alive, 1132 days
171.9
TCGA-EU-5905-01A
0 years, female, white, stage:Stage I, alive, 119 days
170.6
TCGA-BP-4781-01A
0 years, male, white, stage:Stage I, alive, 2080 days
170.0
TCGA-CJ-4887-01A
0 years, male, white, stage:Stage IV, dead, 932 days
169.2
TCGA-B0-4837-01A
0 years, male, white, stage:Stage I, dead, 1378 days
168.9
TCGA-BP-4804-01A
0 years, male, white, stage:Stage I, alive, 1459 days
168.0
TCGA-B0-4844-01A
0 years, male, white, stage:Stage IV, dead, 313 days
167.6
TCGA-BP-4989-01A
0 years, male, white, stage:Stage III, alive, 118 days
167.5
TCGA-CW-5581-01A
0 years, male, white, stage:Stage I, alive, 2799 days
166.9
TCGA-A3-3363-01A
0 years, male, asian, stage:Stage II, alive, 319 days
166.5
TCGA-CZ-4862-01A
0 years, male, white, stage:Stage I, alive, 3271 days
165.7
TCGA-BP-4960-01A
0 years, male, white, stage:Stage II, alive, 2172 days
163.9
TCGA-B8-5158-01A
0 years, male, white, stage:Stage III, alive, 1218 days
163.2
TCGA-AK-3433-01A
0 years, female, white, stage:Stage II, alive, 3409 days
162.5
TCGA-B8-5546-01A
0 years, female, black or african american, stage:Stage I, alive, 505 days
161.5
TCGA-CJ-4884-01A
0 years, female, white, stage:Stage III, alive, 1759 days
161.1
TCGA-A3-3373-01A
0 years, female, white, stage:Stage I, alive, 1621 days
159.6
TCGA-B4-5838-01A
0 years, male, white, stage:'--, alive, 166 days
159.6
TCGA-CZ-5458-01A
0 years, male, white, stage:Stage III, alive, 2789 days
159.4
TCGA-A3-3378-01A
0 years, male, white, stage:Stage I, alive, 630 days
159.4
TCGA-CZ-4856-01A
0 years, female, white, stage:Stage I, alive, 18 days
158.9
TCGA-CJ-4644-01A
0 years, female, white, stage:Stage IV, dead, 336 days
158.8
TCGA-B0-4841-01A
0 years, male, white, stage:Stage IV, dead, 204 days
158.6
TCGA-B8-5164-01A
0 years, male, white, stage:Stage III, alive, 26 days
158.6
TCGA-BP-5000-01A
0 years, male, white, stage:Stage I, alive, 563 days
158.4
TCGA-CJ-4873-01A
0 years, female, white, stage:Stage III, alive, 1776 days
158.3
TCGA-B0-5697-01A
0 years, male, white, stage:Stage I, alive, 2630 days
157.2
TCGA-CZ-5456-01A
0 years, male, white, stage:Stage II, alive, 2422 days
156.6
TCGA-B0-5116-01A
0 years, male, white, stage:Stage III, alive, 1274 days
155.7
TCGA-B0-5081-01A
0 years, female, white, stage:Stage III, dead, 362 days
154.2
TCGA-CJ-4640-01A
0 years, male, white, stage:Stage III, alive, 3480 days
153.4
TCGA-BP-4167-01A
0 years, male, white, stage:Stage III, alive, 2718 days
152.7
TCGA-BP-5182-01A
0 years, male, white, stage:Stage I, alive, 1165 days
152.5
TCGA-B8-5545-01A
0 years, male, black or african american, stage:Stage I, alive, 1525 days
151.1
TCGA-B8-5162-01A
0 years, male, white, stage:Stage II, alive, 36 days
151.0
TCGA-CJ-6028-01A
0 years, male, white, stage:Stage IV, dead, 1625 days
150.8
TCGA-BP-5169-01A
0 years, male, white, stage:Stage I, alive, 193 days
149.3
TCGA-BP-4343-01A
0 years, male, white, stage:Stage III, dead, 1912 days
146.7
TCGA-BP-5191-01A
0 years, male, white, stage:Stage III, alive, 967 days
144.7
TCGA-BP-4787-01A
0 years, female, white, stage:Stage IV, dead, 480 days
143.6
TCGA-CW-6097-01A
0 years, male, white, stage:Stage III, dead, 571 days
143.6
TCGA-BP-4770-01A
0 years, female, white, stage:Stage IV, dead, 329 days
143.4
TCGA-B0-5706-01A
0 years, male, white, stage:Stage II, alive, 3205 days
143.1
TCGA-B8-A54I-01A
0 years, male, black or african american, stage:Stage I, alive, 150 days
141.2
TCGA-BP-4756-01A
0 years, female, asian, stage:Stage I, alive, 374 days
135.2
TCGA-B0-4827-01A
0 years, female, white, stage:Stage III, dead, 885 days
134.6
TCGA-BP-5178-01A
0 years, male, white, stage:Stage IV, dead, 1912 days
133.6
TCGA-AK-3465-01A
0 years, female, black or african american, stage:Stage I, alive, 369 days
132.7
TCGA-CJ-5679-01A
0 years, male, white, stage:Stage III, dead, 679 days
132.2
TCGA-BP-5175-01A
0 years, male, white, stage:Stage I, alive, 932 days
131.9
TCGA-B0-4839-01A
0 years, female, white, stage:Stage I, dead, 1639 days
131.0
TCGA-BP-5174-01A
0 years, female, white, stage:Stage I, alive, 2257 days
130.3
TCGA-CJ-4901-01A
0 years, male, white, stage:Stage III, alive, 1450 days
130.2
TCGA-B0-4707-01A
0 years, male, white, stage:Stage III, dead, 600 days
127.6
TCGA-BP-4807-01A
0 years, male, white, stage:Stage I, alive, 211 days
127.5
TCGA-B0-5702-01A
0 years, male, white, stage:Stage I, alive, 2172 days
126.0
TCGA-CW-5591-01A
0 years, male, white, stage:Stage IV, alive, 2271 days
125.9
TCGA-B2-5641-01A
0 years, male, white, stage:Stage I, alive, 656 days
125.7
TCGA-AK-3429-01A
0 years, female, white, stage:Stage II, alive, 3328 days
125.3
TCGA-B2-4098-01A
0 years, female, black or african american, stage:Stage I, dead, 51 days
124.4
TCGA-AS-3777-01A
0 years, male, white, stage:Stage I, alive, 1238 days
123.4
TCGA-CJ-4912-01A
0 years, male, white, stage:Stage II, alive, 1657 days
121.9
TCGA-CZ-5989-01A
0 years, male, white, stage:Stage II, alive, 1905 days
120.6
TCGA-CJ-5681-01A
0 years, female, white, stage:Stage IV, dead, 552 days
120.2
TCGA-CJ-4885-01A
0 years, male, white, stage:Stage IV, alive, 3451 days
118.4
TCGA-BP-4962-01A
0 years, male, white, stage:Stage II, alive, 1785 days
118.4
TCGA-B0-5117-01A
0 years, male, white, stage:Stage I, alive, 1608 days
116.9
TCGA-B0-4694-01A
0 years, male, white, stage:Stage III, dead, 106 days
116.8
TCGA-CJ-5672-01A
0 years, male, white, stage:Stage I, dead, 1972 days
114.0
TCGA-BP-4967-01A
0 years, male, white, stage:Stage III, alive, 205 days
113.6
TCGA-BP-4338-01A
0 years, male, white, stage:Stage I, alive, 2859 days
113.5
TCGA-B2-5635-01A
0 years, male, white, stage:Stage I, alive, 755 days
111.2
TCGA-B0-5701-01A
0 years, male, white, stage:Stage III, alive, 2461 days
110.5
TCGA-AK-3443-01A
0 years, male, white, stage:Stage II, alive, 1423 days
107.4
TCGA-CZ-4866-01A
0 years, female, white, stage:Stage I, alive, 3267 days
105.5
TCGA-B4-5835-01A
0 years, female, white, stage:Stage I, alive, 16 days
102.5
TCGA-B0-5707-01A
0 years, female, white, stage:Stage I, alive, 3744 days
101.0
TCGA-AK-3451-01A
0 years, male, white, stage:Stage II, alive, 2868 days
94.5
TCGA-AK-3456-01A
0 years, male, black or african american, stage:Stage II, alive, 1143 days
91.8
TCGA-B0-5083-01A
0 years, male, white, stage:Stage I, dead, 1045 days
91.1
TCGA-B0-5096-01A
0 years, female, white, stage:Stage III, dead, 68 days
89.4
TCGA-BP-4959-01A
0 years, male, white, stage:Stage I, alive, 2660 days
87.8
TCGA-BP-4797-01A
0 years, male, white, stage:Stage III, alive, 1107 days
85.7
TCGA-B4-5832-01A
0 years, male, white, stage:Stage III, alive, 155 days
78.3
TCGA-BP-4985-01A
0 years, male, white, stage:Stage III, dead, 952 days
77.1
TCGA-B8-A54E-01A
0 years, female, black or african american, stage:Stage I, alive, 909 days
74.2
TCGA-AK-3447-01A
0 years, male, white, stage:Stage II, alive, 1217 days
71.6
TCGA-BP-4799-01A
0 years, male, white, stage:Stage III, dead, 1133 days
57.1
TCGA-B8-4621-01A
0 years, male, black or african american, stage:Stage I, alive, 788 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.
ATF4 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
257.4
Number of samples
100
Samples
Sample
Description
TPM
ccRCC-50
0 years, male, NA, stage:pT3bN0M0, alive, 900 days
592.9
ccRCC-20
0 years, female, NA, stage:pT3aN0M1, alive, 930 days
430.2
ccRCC-100
0 years, male, NA, stage:pT1aN0M0, alive, 4260 days
411.8
ccRCC-99
0 years, female, NA, stage:pT2N0M0, alive, 3330 days
395.5
ccRCC-55
0 years, female, NA, stage:pT3bN0M0, alive, 1260 days
395.3
ccRCC-8
0 years, male, NA, stage:pT1bN0M0, alive, 2400 days
394.6
ccRCC-79
0 years, male, NA, stage:pT1bN0M0, alive, 2670 days
387.3
ccRCC-51
0 years, male, NA, stage:pT3aN0M0, alive, 1410 days
383.2
ccRCC-44
0 years, female, NA, stage:pT1bN0M0, alive, 1050 days
364.6
ccRCC-96
0 years, male, NA, stage:pT1aN0M0, alive, 3930 days
358.7
ccRCC-11
0 years, male, NA, stage:pT1aN0M0, alive, 2370 days
358.0
ccRCC-97
0 years, male, NA, stage:pT1aN2M1, dead, 990 days
353.2
ccRCC-53
0 years, male, NA, stage:pT1aN0M0, alive, 1260 days
345.9
ccRCC-42
0 years, male, NA, stage:pT3aN0M0, alive, 1170 days
341.3
ccRCC-82
0 years, male, NA, stage:pT1aN0M0, alive, 3090 days
339.9
ccRCC-6
0 years, male, NA, stage:pT1bN0M0, alive, 2820 days
334.1
ccRCC-87
0 years, male, NA, stage:pT1bN0M0, alive, 2370 days
330.7
ccRCC-28
0 years, male, NA, stage:pT1bN0M0, alive, 1530 days
325.5
ccRCC-14
0 years, male, NA, stage:pT3cN0M0, alive, 2280 days
322.0
ccRCC-9
0 years, male, NA, stage:pT2N1M1, dead, 360 days
319.6
ccRCC-7
0 years, female, NA, stage:pT2N0M0, alive, 330 days
317.7
ccRCC-62
0 years, male, NA, stage:pT1bN0M0, alive, 1620 days
312.2
ccRCC-72
0 years, male, NA, stage:pT1bN0M0, alive, 2760 days
304.0
ccRCC-4
0 years, male, NA, stage:pT1bN0M0, dead, 270 days
303.5
ccRCC-73
0 years, male, NA, stage:pT1aN0M0, alive, 2640 days
296.3
ccRCC-13
0 years, female, NA, stage:pT3aN2M0, dead, 540 days
293.8
ccRCC-35
0 years, male, NA, stage:pT1aN0M0, alive, 1380 days
291.9
ccRCC-60
0 years, female, NA, stage:pT1aN0M0, alive, 1470 days
291.5
ccRCC-93
0 years, male, NA, stage:pT1bN0M0, alive, 3660 days
290.7
ccRCC-30
0 years, male, NA, stage:pT2N0M0, dead, 420 days
290.6
ccRCC-32
0 years, male, NA, stage:pT2N0M0, dead, 1320 days
286.9
ccRCC-3
0 years, male, NA, stage:pT3bN1M0, dead, 240 days
286.5
ccRCC-67
0 years, male, NA, stage:pT1aN0M0, dead, 1260 days
285.4
ccRCC-61
0 years, male, NA, stage:pT1aN0M0, alive, 1470 days
284.1
ccRCC-46
0 years, male, NA, stage:pT1bN0M0, alive, 990 days
283.7
ccRCC-16
0 years, male, NA, stage:pT2N0M0, alive, 2190 days
283.1
ccRCC-17
0 years, female, NA, stage:pT1bN0M0, alive, 2220 days
278.5
ccRCC-12
0 years, male, NA, stage:pT1aN0M0, alive, 900 days
277.3
ccRCC-83
0 years, male, NA, stage:pT1aN0M0, alive, 300 days
276.1
ccRCC-71
0 years, male, NA, stage:pT1bN0M0, alive, 2160 days
276.0
ccRCC-77
0 years, male, NA, stage:pT1bN0M0, alive, 1860 days
273.1
ccRCC-21
0 years, male, NA, stage:pT1bN0M0, alive, 1080 days
272.4
ccRCC-45
0 years, male, NA, stage:pT1aN0M0, alive, 1020 days
268.9
ccRCC-25
0 years, male, NA, stage:pT1aN0M0, alive, 1350 days
264.6
ccRCC-24
0 years, male, NA, stage:pT3bN0M0, dead, 750 days
259.8
ccRCC-95
0 years, male, NA, stage:pT1bN0M0, alive, 3960 days
258.3
ccRCC-18
0 years, female, NA, stage:pT1aN0M0, alive, 2130 days
256.7
ccRCC-91
0 years, male, NA, stage:pT1aN0M0, dead, 1890 days
253.8
ccRCC-15
0 years, female, NA, stage:pT2N0M0, dead, 2070 days
253.1
ccRCC-58
0 years, male, NA, stage:pT1aN0M0, alive, 1110 days
252.6
ccRCC-27
0 years, male, NA, stage:pT1aN0M0, alive, 1590 days
249.6
ccRCC-5
0 years, male, NA, stage:pT1aN0M0, alive, 2940 days
248.8
ccRCC-106
0 years, male, NA, stage:pT1aN0M0, dead, 1890 days
247.2
ccRCC-54
0 years, male, NA, stage:pT1bN0M0, alive, 1200 days
245.7
ccRCC-92
0 years, male, NA, stage:pT1aN0M0, alive, 3660 days
245.0
ccRCC-19
0 years, female, NA, stage:pT2N0M0, alive, 2100 days
244.0
ccRCC-26
0 years, male, NA, stage:pT1bN0M0, alive, 1800 days
239.0
ccRCC-68
0 years, male, NA, stage:pT1bN0M0, alive, 2640 days
238.7
ccRCC-105
0 years, male, NA, stage:pT1aN0M0, alive, 2190 days
237.2
ccRCC-29
0 years, female, NA, stage:pT1aN0M0, alive, 1710 days
235.9
ccRCC-1
0 years, female, NA, stage:pT1bN0M0, alive, 3330 days
233.5
ccRCC-70
0 years, male, NA, stage:pT4N0M1, dead, 540 days
233.1
ccRCC-10
0 years, male, NA, stage:pT3aN2M1, dead, 90 days
232.0
ccRCC-38
0 years, male, NA, stage:pT1aN0M0, alive, 1380 days
230.4
ccRCC-41
0 years, male, NA, stage:pT3bN0M0, dead, 540 days
226.3
ccRCC-31
0 years, male, NA, stage:pT1aN0M0, alive, 1560 days
221.8
ccRCC-69
0 years, male, NA, stage:pT1aN0M0, alive, 2670 days
221.2
ccRCC-86
0 years, female, NA, stage:pT1bN0M0, alive, 3390 days
220.0
ccRCC-36
0 years, male, NA, stage:pT2N0M0, alive, 1410 days
218.7
ccRCC-102
0 years, male, NA, stage:pT1bN0M0, alive, 4260 days
218.3
ccRCC-104
0 years, female, NA, stage:pT1aN0M0, alive, 3480 days
217.3
ccRCC-40
0 years, male, NA, stage:pT1aN0M0, alive, 1020 days
217.0
ccRCC-76
0 years, female, NA, stage:pT3aN0M1, dead, 960 days
214.8
ccRCC-85
0 years, female, NA, stage:pT1bN0M0, alive, 3330 days
211.7
ccRCC-59
0 years, male, NA, stage:pT1bN0M0, alive, 930 days
209.4
ccRCC-84
0 years, male, NA, stage:pT1bN0M0, alive, 2010 days
207.7
ccRCC-23
0 years, male, NA, stage:pT1bN0M0, alive, 1170 days
206.2
ccRCC-103
0 years, female, NA, stage:pT1aN0M0, alive, 4350 days
201.2
ccRCC-88
0 years, male, NA, stage:pT1aN0M0, alive, 2880 days
200.4
ccRCC-94
0 years, male, NA, stage:pT1bN0M0, dead, 480 days
194.2
ccRCC-52
0 years, female, NA, stage:pT3bN0M1, alive, 1350 days
191.6
ccRCC-49
0 years, male, NA, stage:pT3bN0M0, alive, 1290 days
187.7
ccRCC-66
0 years, female, NA, stage:pT3bN0M1, alive, 2520 days
187.7
ccRCC-89
0 years, male, NA, stage:pT1aN0M0, alive, 3510 days
183.8
ccRCC-22
0 years, male, NA, stage:pT3bN0M0, dead, 330 days
182.5
ccRCC-39
0 years, male, NA, stage:pT2N0M0, alive, 900 days
181.4
ccRCC-48
0 years, male, NA, stage:pT1bN0M0, alive, 990 days
179.0
ccRCC-80
0 years, male, NA, stage:pT2N0M0, alive, 3000 days
176.6
ccRCC-78
0 years, female, NA, stage:pT1aN0M0, alive, 2610 days
169.9
ccRCC-75
0 years, male, NA, stage:pT3aN1M1, dead, 180 days
165.4
ccRCC-43
0 years, female, NA, stage:pT1bN0M0, alive, 1050 days
159.7
ccRCC-34
0 years, male, NA, stage:pT3bN0M1, alive, 1530 days
158.3
ccRCC-65
0 years, male, NA, stage:pT3bN0M1, dead, 300 days
148.6
ccRCC-98
0 years, male, NA, stage:pT1aN0M0, alive, 30 days
141.6
ccRCC-56
0 years, male, NA, stage:pT1aN0M0, alive, 1950 days
139.4
ccRCC-81
0 years, male, NA, stage:pT3aN2M0, dead, 1290 days
121.6
ccRCC-90
0 years, male, NA, stage:pT1aN0M0, dead, 1170 days
115.1
ccRCC-64
0 years, male, NA, stage:pT3aN0M0, alive, 2430 days
105.1
ccRCC-37
0 years, female, NA, stage:pT1aN0M0, alive, 1500 days
100.0
ccRCC-2
0 years, male, NA, stage:pT1aN0M1, dead, 2190 days
The Survival Scatter plot shows the clinical status (i.e. dead or alive) for all individuals in the patient cohort, based on the same data that underlies the corresponding Kaplan-Meier plots. Patients that are alive at last time for follow-up are shown in blue and patients who have died during the study are shown in red.
The x-axis shows the expression levels (FPKM) of the investigated gene in the tumor tissue at the time of diagnosis. The y-axis shows the follow-up time after diagnosis (years). Both axes are complimented with kernel density curves demonstrating the data density over the axes. The top density plot shows the expression levels (FPKM) distribution among dead (red) and alive patients (blue). The right density plot shows the data density of the survived years of dead patients with high and low expression levels respectively, stratified using the cutoff indicated by the vertical dashed line through the Survival Scatter plot. This cutoff is automatically defined based on the FPKM cutoff that minimizes the p-score. The cutoff can be changed by dragging the vertical line or by entering a cutoff value in the square labeled "Current cut-off".
Under the Survival Scatter plot the p-score landscape (black curve; left axis) is shown together with dead median separation (red curve; right axis). Dead median separation is the difference in median mRNA expression between patients who have died with high and low expression, respectively. It is calculated as follows: median FPKM expression of dead patients with high expression - median FPKM expression of dead patients with low expression. This is intended to aid the user in visually exploring custom cutoffs and the associated p-scores and dead median separation.
Individual patient data is displayed and can be filtered by clicking on one or more of the category buttons on the top of the page. Categories describing expression level and patient information include: high, low, alive, dead, female, male and tumor stages. The scale of the x-axis can be toggled between linear and log-scale by clicking on the "x log" button. Mouse-over function shows TCGA ID, patient information and mRNA expression (FPKM) for each patient.
& Survival analysisi
Kaplan-Meier plots summarize results from analysis of correlation between mRNA expression level and patient survival. Patients were divided based on level of expression into one of the two groups "low" (under cut off) or "high" (over cut off). X-axis shows time for survival (years) and y-axis shows the probability of survival, where 1.0 corresponds to 100 percent.
ATF4 is not prognostic in Kidney Renal Papillary Cell Carcinoma (TCGA)
Stage:
Survival analysis
Current cut offi
Current cut-off shows the cut-off (FPKM) currently selected. It may be changed manually. When the current cut-off is changed, the vertical dashed line indicating cut-off, the interactive survival scatter plot and the Kaplan-Meier curve will be automatically adjusted to show results accordingly.
:
Best expression cut offi
Based on the FPKM value of each gene, patients were classified into two groups and association between prognosis (survival) and gene expression (FPKM) was examined. The best expression cut-off refers the FPKM value that yields maximal difference with regard to survival between the two groups at the lowest log-rank P-value. Best expression cut-off was selected based on survival analysis .
When clicking on this number, the vertical dashed line indicating cut-off, the interactive survival plot, and the Kaplan-Meier curve will be adjusted to show results based on the best expression cut-off.
Median expression refers to the median FPKM value calculated based on the gene expression (FPKM) data from all patients in this dataset. When clicking on this number, the vertical dashed line indicating cut-off, the interactive survival plot, and the Kaplan-Meier curve will be adjusted to show results based on the median expression.
Median follow up time refers to the median time (years) after diagnosis with this type of cancer, based on clinical data from all patients in this dataset.
: N/A
P scorei
Log-rank P value for Kaplan-Meier plot showing results from analysis of correlation between mRNA expression level and patient survival.
N/A
5-year survival highi
5-year survival for patients with higher expression than the expression cutoff.
For melanoma and glioma, 3-year survival is shown.
N/A
5-year survival lowi
5-year survival for patients with lower expression than the expression cutoff.
For melanoma and glioma, 3-year survival is shown.
N/A
TCGA RNA samplesi
RNA-seq data is reported as average FPKM (number Fragments Per Kilobase of exon per Million reads), generated by the The Cancer Genome Atlas (TCGA) .
Normal distribution across the dataset is visualized with box plots, shown as median and 25th and 75th percentiles. Points are displayed as outliers if they are above or below 1.5 times the interquartile range. FPKM values of the individual samples are presented next to the box plot.
Average TPM
165.7
Number of samples
282
Samples
Sample
Description
TPM
TCGA-5P-A9K3-01A
0 years, male, white, stage:'--, dead, 471 days
459.5
TCGA-BQ-5882-01A
0 years, male, stage:Stage III, dead, 658 days
441.0
TCGA-B9-A69E-01A
0 years, male, white, stage:Stage III, alive, 452 days
409.5
TCGA-5P-A9JV-01A
0 years, male, white, stage:'--, alive, 2043 days
379.6
TCGA-2Z-A9JO-01A
0 years, female, black or african american, stage:Stage I, alive, 949 days
377.6
TCGA-2Z-A9JL-01A
0 years, male, black or african american, stage:Stage I, alive, 1006 days
372.0
TCGA-DW-7839-01A
0 years, female, white, stage:Stage I, alive, 419 days
367.0
TCGA-P4-A5ED-01A
0 years, male, white, stage:Stage I, alive, 2816 days
345.6
TCGA-PJ-A5Z8-01A
0 years, female, white, stage:Stage I, alive, 600 days
345.0
TCGA-UZ-A9PN-01A
0 years, male, white, stage:Stage III, dead, 1136 days
340.6
TCGA-G7-A8LB-01A
0 years, male, white, stage:Stage IV, alive, 547 days
338.0
TCGA-BQ-5894-01A
0 years, male, stage:Stage IV, alive, 84 days
334.7
TCGA-P4-A5EA-01A
0 years, female, white, stage:Stage III, dead, 201 days
331.8
TCGA-B9-4116-01A
0 years, female, black or african american, stage:'--, alive, 627 days
330.7
TCGA-GL-7966-01A
0 years, female, white, stage:Stage III, alive, 112 days
323.2
TCGA-BQ-5893-01A
0 years, male, white, stage:Stage IV, dead, 241 days
313.4
TCGA-5P-A9K9-01A
0 years, female, white, stage:'--, dead, 589 days
310.7
TCGA-2Z-A9J9-01A
0 years, male, black or african american, stage:Stage I, alive, 2294 days
299.3
TCGA-BQ-5888-01A
0 years, female, white, stage:Stage I, alive, 403 days
296.2
TCGA-F9-A4JJ-01A
0 years, female, black or african american, stage:Stage III, dead, 325 days
294.6
TCGA-MH-A854-01A
0 years, female, black or african american, stage:Stage I, alive, 536 days
291.8
TCGA-UZ-A9PL-01A
0 years, male, white, stage:Stage II, alive, 3152 days
282.6
TCGA-P4-A5E6-01A
0 years, male, black or african american, stage:Stage III, alive, 3035 days
282.5
TCGA-F9-A8NY-01A
0 years, female, asian, stage:Stage IV, alive, 36 days
279.9
TCGA-GL-8500-01A
0 years, male, white, stage:Stage I, alive, 841 days
276.2
TCGA-BQ-5885-01A
0 years, male, white, stage:Stage III, alive, 921 days
273.4
TCGA-UZ-A9PR-01A
0 years, male, white, stage:Stage I, alive, 2191 days
267.2
TCGA-DW-7834-01A
0 years, male, white, stage:Stage I, alive, 3950 days
266.3
TCGA-5P-A9KH-01A
0 years, male, white, stage:'--, alive, 2051 days
261.8
TCGA-P4-AAVO-01A
0 years, male, white, stage:Stage I, alive, 2400 days
260.0
TCGA-BQ-7048-01A
0 years, male, white, stage:Stage III, alive, 2839 days
258.6
TCGA-A4-7915-01A
0 years, female, black or african american, stage:Stage II, alive, 7 days
254.3
TCGA-B1-A656-01A
0 years, male, white, stage:Stage I, alive, 618 days
252.6
TCGA-B1-A654-01A
0 years, female, black or african american, stage:Stage I, alive, 616 days
250.6
TCGA-5P-A9KA-01A
0 years, male, white, stage:'--, alive, 395 days
248.8
TCGA-BQ-5889-01A
0 years, male, white, stage:Stage IV, dead, 329 days
248.2
TCGA-IA-A40Y-01A
0 years, female, white, stage:Stage III, alive, 62 days
245.6
TCGA-B1-A47N-01A
0 years, male, white, stage:Stage I, alive, 1110 days
244.7
TCGA-A4-7997-01A
0 years, male, white, stage:Stage I, alive, 927 days
244.1
TCGA-IA-A83W-01A
0 years, male, white, stage:Stage I, dead, 2043 days
241.6
TCGA-2Z-A9JS-01A
0 years, male, white, stage:Stage I, dead, 492 days
241.5
TCGA-SX-A71S-01A
0 years, female, white, stage:Stage I, alive, 1504 days
239.7
TCGA-5P-A9KF-01A
0 years, male, white, stage:'--, alive, 845 days
236.9
TCGA-A4-7583-01A
0 years, male, black or african american, stage:Stage I, alive, 3 days
235.8
TCGA-SX-A7SU-01A
0 years, male, stage:Stage I, alive, 1331 days
235.4
TCGA-MH-A857-01A
0 years, male, black or african american, stage:Stage I, alive, 890 days
234.8
TCGA-BQ-5875-01A
0 years, female, white, stage:Stage III, alive, 2639 days
233.4
TCGA-2Z-A9JG-01A
0 years, male, white, stage:Stage I, alive, 1662 days
233.2
TCGA-BQ-5887-01A
0 years, male, white, stage:Stage III, alive, 771 days
227.3
TCGA-2Z-A9J7-01A
0 years, male, white, stage:Stage IV, dead, 139 days
226.6
TCGA-HE-A5NK-01A
0 years, male, stage:'--, alive, 2228 days
226.5
TCGA-AL-3467-01A
0 years, female, white, stage:'--, alive, 2135 days
224.8
TCGA-A4-7732-01A
0 years, male, black or african american, stage:'--, alive, 582 days
223.9
TCGA-MH-A562-01A
0 years, male, black or african american, stage:Stage I, alive, 616 days
223.5
TCGA-MH-A561-01A
0 years, male, white, stage:Stage I, alive, 841 days
223.3
TCGA-5P-A9JW-01A
0 years, male, white, stage:'--, alive, 3241 days
223.1
TCGA-B9-4115-01A
0 years, male, black or african american, stage:Stage I, alive, 803 days
223.0
TCGA-BQ-5883-01A
0 years, female, black or african american, stage:Stage I, alive, 1242 days
221.1
TCGA-GL-A59R-01A
0 years, male, white, stage:Stage III, alive, 378 days
219.6
TCGA-G7-A8LE-01A
0 years, male, white, stage:Stage I, alive, 2453 days
219.6
TCGA-B9-4113-01A
0 years, male, black or african american, stage:Stage I, dead, 1536 days
218.7
TCGA-P4-A5E8-01A
0 years, male, white, stage:Stage III, dead, 1306 days
218.3
TCGA-DW-7837-01A
0 years, male, black or african american, stage:Stage I, alive, 1142 days
218.1
TCGA-KV-A6GD-01A
0 years, male, white, stage:Stage I, alive, 560 days
217.1
TCGA-DW-7841-01A
0 years, male, black or african american, stage:Stage I, alive, 445 days
213.2
TCGA-P4-A5E7-01A
0 years, female, white, stage:Stage I, alive, 2649 days
213.1
TCGA-DW-7836-01A
0 years, male, white, stage:Stage I, alive, 1093 days
211.2
TCGA-B9-A5W9-01A
0 years, male, white, stage:Stage I, alive, 5 days
210.9
TCGA-IZ-A6M9-01A
0 years, male, white, stage:Stage I, alive, 376 days
210.7
TCGA-2Z-A9JM-01A
0 years, male, white, stage:Stage I, alive, 934 days
209.0
TCGA-2Z-A9JD-01A
0 years, male, white, stage:Stage I, alive, 1060 days
208.1
TCGA-IA-A40U-01A
0 years, male, white, stage:Stage III, alive, 511 days
207.1
TCGA-A4-7828-01A
0 years, female, black or african american, stage:Stage I, alive, 238 days
205.6
TCGA-2Z-A9J3-01A
0 years, male, white, stage:Stage II, dead, 1771 days
205.6
TCGA-Y8-A898-01A
0 years, male, white, stage:Stage I, alive, 475 days
204.9
TCGA-UZ-A9PK-01A
0 years, male, white, stage:Stage I, alive, 3571 days
202.8
TCGA-2Z-A9JN-01A
0 years, female, black or african american, stage:Stage I, alive, 740 days
202.6
TCGA-A4-A6HP-01A
0 years, male, white, stage:Stage I, alive, 379 days
199.8
TCGA-GL-A9DE-01A
0 years, male, black or african american, stage:Stage I, alive, 496 days
198.9
TCGA-2Z-A9JK-01A
0 years, male, white, stage:Stage III, alive, 1186 days
198.7
TCGA-SX-A7SM-01A
0 years, male, black or african american, stage:Stage IV, dead, 363 days
198.0
TCGA-BQ-7055-01A
0 years, male, white, stage:Stage I, alive, 799 days
197.9
TCGA-F9-A7Q0-01A
0 years, female, asian, stage:Stage I, alive, 398 days
196.1
TCGA-SX-A7SO-01A
0 years, male, white, stage:Stage I, alive, 1257 days
195.1
TCGA-A4-7287-01A
0 years, female, white, stage:Stage I, dead, 597 days
192.8
TCGA-J7-A8I2-01A
0 years, male, asian, stage:Stage I, alive, 307 days
192.6
TCGA-WN-A9G9-01A
0 years, male, white, stage:Stage I, alive, 791 days
192.4
TCGA-2Z-A9JE-01A
0 years, male, white, stage:Stage I, alive, 1728 days
191.7
TCGA-BQ-5879-01A
0 years, female, white, stage:Stage III, dead, 697 days
191.0
TCGA-BQ-7049-01A
0 years, female, white, stage:Stage I, dead, 1364 days
190.7
TCGA-AL-A5DJ-01A
0 years, female, white, stage:Stage III, dead, 1498 days
189.4
TCGA-G7-6793-01A
0 years, female, white, stage:Stage IV, dead, 336 days
188.9
TCGA-BQ-5892-01A
0 years, male, white, stage:Stage I, alive, 364 days
188.9
TCGA-BQ-5878-01A
0 years, female, white, stage:Stage III, alive, 1938 days
188.6
TCGA-F9-A7VF-01A
0 years, female, white, stage:Stage I, alive, 73 days
187.9
TCGA-DW-7842-01A
0 years, male, white, stage:Stage I, alive, 92 days
187.2
TCGA-EV-5901-01A
0 years, female, white, stage:Stage I, alive, 1040 days
187.1
TCGA-WN-AB4C-01A
0 years, female, white, stage:Stage I, alive, 1188 days
184.4
TCGA-2Z-A9JJ-01A
0 years, female, white, stage:Stage I, alive, 1213 days
184.0
TCGA-DW-7838-01A
0 years, male, white, stage:Stage I, alive, 744 days
182.4
TCGA-Y8-A8RY-01A
0 years, male, white, stage:Stage I, alive, 769 days
181.9
TCGA-MH-A55Z-01A
0 years, male, black or african american, stage:Stage I, alive, 845 days
180.7
TCGA-GL-A9DC-01A
0 years, female, white, stage:Stage I, alive, 392 days
179.6
TCGA-UZ-A9PX-01A
0 years, male, white, stage:Stage I, alive, 1981 days
178.0
TCGA-AT-A5NU-01A
0 years, male, white, stage:Stage I, alive, 67 days
177.3
TCGA-DZ-6131-01A
0 years, male, white, stage:Stage III, alive, 2429 days
177.0
TCGA-4A-A93W-01A
0 years, female, white, stage:Stage I, alive, 4 days
176.3
TCGA-DW-7840-01A
0 years, male, black or african american, stage:Stage I, alive, 114 days
175.9
TCGA-5P-A9K4-01A
0 years, male, white, stage:'--, alive, 2184 days
175.8
TCGA-A4-A57E-01A
0 years, male, white, stage:Stage IV, dead, 258 days
175.5
TCGA-MH-A856-01A
0 years, male, white, stage:Stage I, alive, 947 days
175.3
TCGA-B9-4114-01A
0 years, male, black or african american, stage:'--, alive, 857 days
175.0
TCGA-Y8-A895-01A
0 years, male, white, stage:Stage I, alive, 484 days
172.4
TCGA-DZ-6135-01A
0 years, male, stage:Stage I, alive, 2269 days
172.1
TCGA-AL-3472-01A
0 years, male, black or african american, stage:'--, alive, 2029 days
172.1
TCGA-HE-A5NJ-01A
0 years, male, stage:'--, alive, 1726 days
171.7
TCGA-A4-8312-01A
0 years, male, black or african american, stage:Stage I, alive, 708 days
171.6
TCGA-4A-A93Y-01A
0 years, female, black or african american, stage:Stage II, alive, 352 days
170.0
TCGA-IZ-A6M8-01A
0 years, male, black or african american, stage:Stage I, alive, 497 days
169.8
TCGA-2Z-A9J6-01A
0 years, male, white, stage:Stage I, alive, 1731 days
169.7
TCGA-B1-A47M-01A
0 years, male, black or african american, stage:Stage III, alive, 659 days
168.5
TCGA-B3-3925-01A
0 years, male, white, stage:Stage III, alive, 1029 days
168.0
TCGA-4A-A93X-01A
0 years, male, white, stage:Stage IV, alive, 390 days
166.6
TCGA-A4-8098-01A
0 years, male, black or african american, stage:Stage I, alive, 896 days
166.4
TCGA-Y8-A8S0-01A
0 years, male, white, stage:Stage I, alive, 183 days
166.3
TCGA-Y8-A894-01A
0 years, female, white, stage:Stage I, alive, 567 days
166.3
TCGA-B9-A8YH-01A
0 years, male, black or african american, stage:Stage I, alive, 532 days
166.0
TCGA-SX-A71R-01A
0 years, male, white, stage:Stage I, alive, 1457 days
165.3
TCGA-SX-A7SQ-01A
0 years, male, white, stage:Stage I, alive, 1266 days
165.1
TCGA-2Z-A9JR-01A
0 years, male, white, stage:Stage I, alive, 161 days
163.9
TCGA-Y8-A897-01A
0 years, female, white, stage:Stage I, alive, 549 days
163.8
TCGA-A4-8516-01A
0 years, male, white, stage:Stage III, alive, 23 days
162.8
TCGA-PJ-A5Z9-01A
0 years, female, white, stage:Stage I, alive, 540 days
162.7
TCGA-UZ-A9PP-01A
0 years, male, white, stage:Stage I, alive, 3010 days
161.8
TCGA-IZ-8196-01A
0 years, male, white, stage:Stage I, alive, 649 days
161.5
TCGA-DW-5561-01A
0 years, male, black or african american, stage:Stage I, alive, 414 days
159.2
TCGA-UZ-A9PJ-01A
0 years, male, white, stage:Stage I, dead, 797 days
159.1
TCGA-B3-4104-01A
0 years, male, white, stage:Stage II, alive, 1049 days
159.0
TCGA-G7-A4TM-01A
0 years, male, black or african american, stage:Stage I, alive, 768 days
158.3
TCGA-UZ-A9PZ-01A
0 years, male, white, stage:Stage III, alive, 657 days
157.6
TCGA-SX-A7SN-01A
0 years, male, white, stage:Stage I, alive, 578 days
157.4
TCGA-2Z-A9J5-01A
0 years, male, white, stage:Stage II, alive, 3050 days
157.0
TCGA-G7-6789-01A
0 years, female, white, stage:Stage IV, dead, 122 days
157.0
TCGA-SX-A7SR-01A
0 years, male, white, stage:Stage II, alive, 805 days
157.0
TCGA-O9-A75Z-01A
0 years, male, white, stage:Stage I, alive, 471 days
156.5
TCGA-SX-A71U-01A
0 years, male, white, stage:Stage I, alive, 1357 days
156.4
TCGA-G7-A8LD-01A
0 years, male, white, stage:Stage III, dead, 514 days
155.4
TCGA-A4-8517-01A
0 years, male, white, stage:Stage I, alive, 597 days
153.1
TCGA-G7-6797-01A
0 years, male, white, stage:Stage III, alive, 765 days
150.9
TCGA-B9-A44B-01A
0 years, male, black or african american, stage:Stage III, alive, 361 days
150.7
TCGA-AL-3468-01A
0 years, male, white, stage:Stage II, dead, 2331 days
149.1
TCGA-DZ-6132-01A
0 years, male, stage:Stage I, alive, 2460 days
148.9
TCGA-BQ-7059-01A
0 years, male, white, stage:Stage I, alive, 232 days
148.6
TCGA-GL-7773-01A
0 years, male, white, stage:Stage I, alive, 393 days
145.9
TCGA-2Z-A9JP-01A
0 years, male, white, stage:Stage I, alive, 893 days
145.9
TCGA-5P-A9JY-01A
0 years, male, white, stage:'--, dead, 1508 days
145.7
TCGA-2Z-A9J2-01A
0 years, female, white, stage:Stage I, alive, 1795 days
145.5
TCGA-IA-A83T-01A
0 years, male, white, stage:'--, dead, 2684 days
145.2
TCGA-G7-A8LC-01A
0 years, male, white, stage:Stage I, alive, 702 days
144.2
TCGA-B3-8121-01A
0 years, female, black or african american, stage:Stage I, alive, 379 days
143.5
TCGA-2Z-A9J1-01A
0 years, male, white, stage:Stage I, alive, 2298 days
143.2
TCGA-P4-AAVL-01A
0 years, male, white, stage:Stage III, dead, 487 days
142.5
TCGA-SX-A71W-01A
0 years, male, white, stage:Stage I, alive, 1076 days
142.2
TCGA-BQ-5877-01A
0 years, male, black or african american, stage:Stage IV, dead, 270 days
142.0
TCGA-IA-A40X-01A
0 years, female, black or african american, stage:Stage I, alive, 608 days
141.5
TCGA-HE-7130-01A
female, stage:Stage III, alive, 1770 days
141.0
TCGA-IA-A83V-01A
0 years, male, white, stage:Stage I, dead, 2941 days
140.6
TCGA-HE-A5NH-01A
0 years, male, stage:Stage I, alive, 791 days
140.3
TCGA-EV-5903-01A
0 years, male, white, stage:Stage I, alive, 757 days
139.6
TCGA-A4-7585-01A
0 years, male, white, stage:Stage III, dead, 1070 days
138.2
TCGA-A4-A5DU-01A
0 years, female, white, stage:Stage I, alive, 496 days
137.6
TCGA-BQ-5880-01A
0 years, male, white, stage:Stage III, dead, 1314 days
137.3
TCGA-UZ-A9PU-01A
0 years, male, white, stage:Stage I, dead, 933 days
136.9
TCGA-2K-A9WE-01A
0 years, male, white, stage:Stage II, alive, 214 days
135.9
TCGA-2Z-A9JQ-01A
0 years, male, white, stage:Stage I, alive, 778 days
132.2
TCGA-GL-A59T-01A
0 years, male, white, stage:Stage I, alive, 546 days
131.8
TCGA-2Z-A9JT-01A
0 years, male, white, stage:Stage I, alive, 684 days
131.4
TCGA-Y8-A8RZ-01A
0 years, male, white, stage:Stage I, alive, 205 days
131.2
TCGA-AL-3466-01A
0 years, male, white, stage:Stage IV, dead, 293 days
130.3
TCGA-B1-5398-01A
0 years, male, white, stage:Stage III, alive, 1251 days
129.8
TCGA-Q2-A5QZ-01A
0 years, female, black or african american, stage:Stage III, alive, 428 days
129.3
TCGA-BQ-7045-01A
0 years, male, black or african american, stage:Stage I, dead, 1468 days
129.0
TCGA-MH-A560-01A
0 years, male, white, stage:Stage I, alive, 924 days
128.8
TCGA-UZ-A9PO-01A
0 years, male, white, stage:Stage I, alive, 1911 days
128.3
TCGA-Y8-A8S1-01A
0 years, male, white, stage:Stage I, alive, 404 days
128.1
TCGA-2Z-A9J8-01A
0 years, male, white, stage:Stage I, alive, 2790 days
128.0
TCGA-BQ-7058-01A
0 years, male, white, stage:Stage III, dead, 343 days
127.6
TCGA-A4-7734-01A
0 years, female, white, stage:Stage I, alive, 27 days
125.7
TCGA-B1-A657-01A
0 years, male, white, stage:Stage I, alive, 641 days
125.6
TCGA-AL-3473-01A
0 years, male, white, stage:Stage II, alive, 1906 days
125.4
TCGA-BQ-5876-01A
0 years, male, white, stage:Stage I, alive, 586 days
125.2
TCGA-BQ-7061-01A
0 years, female, white, stage:Stage I, alive, 218 days
124.8
TCGA-G7-6792-01A
0 years, male, black or african american, stage:Stage I, alive, 2765 days
124.4
TCGA-5P-A9K0-01A
0 years, male, white, stage:'--, alive, 677 days
124.0
TCGA-BQ-7062-01A
0 years, male, black or african american, stage:Stage I, alive, 116 days
123.7
TCGA-KV-A74V-01A
0 years, male, white, stage:Stage I, alive, 347 days
123.7
TCGA-DW-5560-01A
0 years, female, white, stage:Stage I, alive, 1486 days
123.0
TCGA-KV-A6GE-01A
0 years, male, white, stage:Stage I, alive, 885 days
121.8
TCGA-UN-AAZ9-01A
0 years, female, black or african american, stage:Stage I, alive, 548 days
120.7
TCGA-A4-A5Y1-01A
0 years, male, white, stage:Stage III, dead, 395 days
118.6
TCGA-B9-A5W7-01A
0 years, male, black or african american, stage:Stage I, alive, 585 days
118.3
TCGA-A4-7584-01A
0 years, male, black or african american, stage:Stage I, alive, 650 days
117.6
TCGA-BQ-7053-01A
0 years, female, black or african american, stage:Stage III, alive, 1516 days
114.1
TCGA-A4-8310-01A
0 years, male, white, stage:Stage III, alive, 780 days
114.1
TCGA-G7-6796-01A
0 years, male, white, stage:Stage I, alive, 2173 days
112.9
TCGA-P4-AAVM-01A
0 years, male, white, stage:Stage I, alive, 1539 days
112.5
TCGA-P4-A5EB-01A
0 years, male, white, stage:Stage I, alive, 2477 days
108.3
TCGA-5P-A9K8-01A
0 years, female, white, stage:'--, alive, 1309 days
107.5
TCGA-5P-A9JZ-01A
0 years, female, white, stage:'--, alive, 2744 days
107.0
TCGA-GL-A9DD-01A
0 years, male, white, stage:Stage I, alive, 341 days
107.0
TCGA-A4-8630-01A
0 years, female, white, stage:Stage I, alive, 436 days
106.2
TCGA-IA-A83S-01A
0 years, male, white, stage:'--, dead, 2609 days
105.9
TCGA-BQ-7051-01A
0 years, male, white, stage:Stage II, alive, 1533 days
105.4
TCGA-BQ-5884-01A
0 years, female, black or african american, stage:Stage I, alive, 792 days
105.3
TCGA-5P-A9K6-01A
0 years, male, white, stage:'--, alive, 1914 days
104.8
TCGA-UZ-A9PS-01A
0 years, female, black or african american, stage:Stage II, alive, 2167 days
104.3
TCGA-A4-8311-01A
0 years, male, white, stage:Stage I, alive, 729 days
104.1
TCGA-G7-6795-01A
0 years, male, white, stage:Stage I, alive, 1194 days
104.0
TCGA-BQ-5891-01A
0 years, female, white, stage:Stage III, alive, 29 days
102.9
TCGA-V9-A7HT-01A
0 years, male, black or african american, stage:Stage II, alive, 965 days
102.4
TCGA-J7-6720-01A
0 years, male, asian, stage:Stage I, alive, 388 days
101.8
TCGA-5P-A9KC-01A
0 years, female, white, stage:'--, alive, 377 days
101.1
TCGA-A4-A4ZT-01A
0 years, female, white, stage:Stage I, alive, 516 days
101.0
TCGA-2Z-A9JI-01A
0 years, male, white, stage:Stage III, alive, 1567 days
100.7
TCGA-B1-A47O-01A
0 years, female, white, stage:Stage I, alive, 842 days
100.0
TCGA-G7-7501-01A
0 years, female, black or african american, stage:Stage III, dead, 624 days
99.7
TCGA-IZ-8195-01A
0 years, male, white, stage:Stage II, alive, 677 days
99.0
TCGA-P4-AAVK-01A
0 years, male, white, stage:Stage III, alive, 1590 days
98.3
TCGA-A4-8518-01A
0 years, male, white, stage:Stage I, alive, 600 days
97.4
TCGA-SX-A7SS-01A
0 years, male, white, stage:Stage I, alive, 1615 days
95.1
TCGA-B9-A8YI-01A
0 years, male, black or african american, stage:Stage I, alive, 374 days
94.1
TCGA-HE-A5NL-01A
0 years, male, stage:Stage I, alive, 767 days
94.1
TCGA-A4-7288-01A
0 years, female, white, stage:'--, alive, 1857 days
93.6
TCGA-BQ-7050-01A
0 years, female, white, stage:Stage I, alive, 1864 days
93.3
TCGA-BQ-7046-01A
0 years, male, white, stage:Stage I, alive, 2948 days
92.4
TCGA-UZ-A9PV-01A
0 years, male, white, stage:Stage I, alive, 1444 days
91.5
TCGA-B3-3926-01A
0 years, female, white, stage:Stage I, alive, 883 days
91.3
TCGA-UZ-A9PQ-01A
0 years, male, black or african american, stage:Stage III, dead, 2624 days
91.2
TCGA-BQ-5890-01A
0 years, male, white, stage:Stage III, alive, 233 days
90.3
TCGA-B9-4617-01A
0 years, male, black or african american, stage:'--, alive, 35 days
89.6
TCGA-MH-A55W-01A
0 years, male, black or african american, stage:Stage I, alive, 1043 days
89.4
TCGA-SX-A7SP-01A
0 years, female, white, stage:Stage I, dead, 496 days
89.2
TCGA-SX-A7SL-01A
0 years, male, stage:Stage I, alive, 823 days
88.3
TCGA-B9-5155-01A
0 years, male, white, stage:Stage III, alive, 665 days
85.6
TCGA-A4-A5XZ-01A
0 years, female, white, stage:Stage II, alive, 479 days
85.3
TCGA-A4-7286-01A
0 years, male, white, stage:'--, alive, 554 days
83.6
TCGA-AL-7173-01A
0 years, female, white, stage:Stage IV, alive, 2060 days
82.7
TCGA-B1-A655-01A
0 years, female, white, stage:Stage I, alive, 510 days
81.3
TCGA-5P-A9JU-01A
0 years, male, white, stage:Stage III, alive, 373 days
80.8
TCGA-HE-A5NI-01A
0 years, male, stage:Stage I, alive, 360 days
80.3
TCGA-HE-A5NF-01A
0 years, male, stage:Stage I, alive, 2582 days
79.3
TCGA-B3-4103-01A
0 years, male, white, stage:Stage I, alive, 930 days
78.3
TCGA-B9-4117-01A
0 years, female, black or african american, stage:'--, alive, 14 days
77.1
TCGA-SX-A71V-01A
0 years, male, white, stage:Stage I, alive, 876 days
76.1
TCGA-MH-A855-01A
0 years, female, black or african american, stage:Stage II, alive, 369 days
75.6
TCGA-B1-7332-01A
0 years, female, black or african american, stage:Stage II, alive, 1141 days
75.1
TCGA-J7-8537-01A
0 years, female, asian, stage:Stage III, dead, 321 days
75.0
TCGA-F9-A97G-01A
0 years, male, asian, stage:Stage III, alive, 13 days
74.9
TCGA-BQ-7056-01A
0 years, female, white, stage:Stage III, alive, 612 days
73.3
TCGA-5P-A9KE-01A
0 years, male, white, stage:'--, alive, 824 days
72.9
TCGA-B9-5156-01A
0 years, male, white, stage:'--, alive, 1338 days
72.1
TCGA-EV-5902-01A
0 years, male, white, stage:Stage I, alive, 578 days
71.7
TCGA-B9-A5W8-01A
0 years, male, black or african american, stage:Stage II, alive, 524 days
71.0
TCGA-HE-7129-01A
male, stage:Stage II, alive, 2492 days
70.8
TCGA-BQ-7044-01A
0 years, male, white, stage:Stage III, alive, 3760 days
69.2
TCGA-GL-A4EM-01A
0 years, male, white, stage:Stage I, alive, 32 days
68.5
TCGA-DZ-6133-01A
0 years, female, white, stage:Stage I, dead, 1557 days
66.6
TCGA-BQ-7060-01A
0 years, male, american indian or alaska native, stage:Stage I, alive, 214 days
61.4
TCGA-B3-A6W5-01A
0 years, male, black or african american, stage:Stage I, alive, 309 days
60.5
TCGA-AL-3471-01A
0 years, male, white, stage:Stage I, dead, 1500 days
59.1
TCGA-UZ-A9Q0-01A
0 years, male, white, stage:Stage I, alive, 3368 days
58.6
TCGA-GL-6846-01A
0 years, male, white, stage:Stage IV, alive, 5925 days
56.5
TCGA-A4-8515-01A
0 years, male, american indian or alaska native, stage:Stage I, alive, 709 days
54.9
TCGA-BQ-5881-01A
0 years, male, white, stage:Stage I, alive, 1454 days
54.0
TCGA-Y8-A896-01A
0 years, male, white, stage:Stage III, alive, 567 days
53.4
TCGA-A4-A48D-01A
0 years, male, black or african american, stage:Stage I, alive, 379 days
51.3
TCGA-UZ-A9Q1-01A
0 years, female, white, stage:Stage I, alive, 730 days
48.8
TCGA-BQ-5886-01A
0 years, male, white, stage:Stage III, alive, 792 days
46.4
TCGA-UZ-A9PM-01A
0 years, male, white, stage:Stage II, alive, 3811 days
44.1
TCGA-5P-A9K2-01A
0 years, male, white, stage:'--, alive, 2392 days
35.5
TCGA-A4-A5Y0-01A
0 years, female, white, stage:Stage I, alive, 252 days
31.9
TCGA-DZ-6134-01A
0 years, male, white, stage:Stage I, alive, 1856 days
30.8
Show allShow less
RENAL CELL CARCINOMA - Protein relative expression (CPTAC)
Number of samples
194
Samples
Sample ID
Sample type
nRPX
CPT0026410003
Tumor
N/A
CPT0002370001
Normal
N/A
CPT0000790001
Normal
N/A
CPT0019130003
Tumor
N/A
CPT0088570001
Normal
N/A
CPT0065820001
Normal
N/A
CPT0025880003
Tumor
N/A
CPT0076330003
Tumor
N/A
CPT0001180009
Tumor
N/A
CPT0078800003
Tumor
N/A
CPT0078660003
Tumor
N/A
CPT0065690003
Tumor
N/A
CPT0078930003
Tumor
N/A
CPT0011240003
Tumor
N/A
CPT0084560003
Tumor
N/A
CPT0012670003
Tumor
N/A
CPT0002350011
Tumor
N/A
CPT0012920003
Normal
N/A
CPT0064370003
Tumor
N/A
CPT0088900003
Tumor
N/A
CPT0006730001
Normal
N/A
CPT0007870001
Normal
N/A
CPT0087040003
Tumor
N/A
CPT0079380003
Tumor
N/A
CPT0025170003
Tumor
N/A
CPT0024670003
Tumor
N/A
CPT0012640003
Normal
N/A
CPT0078830003
Tumor
N/A
CPT0021240003
Tumor
N/A
CPT0071150004
Tumor
N/A
CPT0089020003
Tumor
N/A
CPT0088970003
Tumor
N/A
CPT0066480003
Tumor
N/A
CPT0000870016
Tumor
N/A
CPT0092790003
Tumor
N/A
CPT0025610001
Normal
N/A
CPT0063330001
Normal
N/A
CPT0001350001
Normal
N/A
CPT0078940001
Normal
N/A
CPT0086830003
Normal
N/A
CPT0088760003
Tumor
N/A
CPT0092190003
Normal
N/A
CPT0002270011
Tumor
N/A
CPT0088550004
Tumor
N/A
CPT0023710001
Normal
N/A
CPT0077140001
Normal
N/A
CPT0025230003
Tumor
N/A
CPT0025050003
Tumor
N/A
CPT0075720003
Tumor
N/A
CPT0012570003
Normal
N/A
CPT0089040001
Normal
N/A
CPT0017850003
Tumor
N/A
CPT0019990003
Tumor
N/A
CPT0012900004
Tumor
N/A
CPT0000780007
Tumor
N/A
CPT0023360001
Normal
N/A
CPT0001510001
Normal
N/A
CPT0078840001
Normal
N/A
CPT0010110003
Tumor
N/A
CPT0086890003
Normal
N/A
CPT0092290003
Tumor
N/A
CPT0020120003
Tumor
N/A
CPT0088640003
Normal
N/A
CPT0088500001
Normal
N/A
CPT0069010001
Normal
N/A
CPT0006440003
Tumor
N/A
CPT0063630003
Tumor
N/A
CPT0001550001
Normal
N/A
CPT0086950003
Tumor
N/A
CPT0014350001
Normal
N/A
CPT0014470001
Normal
N/A
CPT0086360003
Tumor
N/A
CPT0069160003
Tumor
N/A
CPT0006950001
Normal
N/A
CPT0007860003
Tumor
N/A
CPT0082010001
Normal
N/A
CPT0079230003
Tumor
N/A
CPT0001340003
Tumor
N/A
CPT0011410003
Tumor
N/A
CPT0079180003
Tumor
N/A
CPT0012080003
Tumor
N/A
CPT0084590001
Normal
N/A
CPT0063640001
Normal
N/A
CPT0009000003
Tumor
N/A
CPT0010170001
Normal
N/A
CPT0079270003
Tumor
N/A
CPT0069190001
Normal
N/A
CPT0001270001
Normal
N/A
CPT0015810003
Tumor
N/A
CPT0025110003
Tumor
N/A
CPT0024680001
Normal
N/A
CPT0012090003
Normal
N/A
CPT0009020003
Normal
N/A
CPT0077310003
Tumor
N/A
CPT0077490003
Tumor
N/A
CPT0014160003
Tumor
N/A
CPT0078530001
Normal
N/A
CPT0020020001
Normal
N/A
CPT0066520001
Normal
N/A
CPT0014370004
Tumor
N/A
CPT0001500009
Tumor
N/A
CPT0081600003
Tumor
N/A
CPT0001190001
Normal
N/A
CPT0088630003
Tumor
N/A
CPT0069000003
Tumor
N/A
CPT0088710001
Normal
N/A
CPT0092160003
Tumor
N/A
CPT0006630003
Tumor
N/A
CPT0001260009
Tumor
N/A
CPT0065750003
Tumor
N/A
CPT0065930003
Tumor
N/A
CPT0012770003
Normal
N/A
CPT0012180003
Tumor
N/A
CPT0017410003
Tumor
N/A
CPT0023350003
Tumor
N/A
CPT0075570001
Normal
N/A
CPT0014130001
Normal
N/A
CPT0078510003
Tumor
N/A
CPT0066470004
Tumor
N/A
CPT0065450001
Normal
N/A
CPT0079000001
Normal
N/A
CPT0092800003
Normal
N/A
CPT0006900003
Tumor
N/A
CPT0015910003
Tumor
N/A
CPT0020130001
Normal
N/A
CPT0089480003
Normal
N/A
CPT0007470001
Normal
N/A
CPT0064400001
Normal
N/A
CPT0088920001
Normal
N/A
CPT0092730003
Tumor
N/A
CPT0077110003
Tumor
N/A
CPT0086030003
Tumor
N/A
CPT0025290003
Tumor
N/A
CPT0012550003
Tumor
N/A
CPT0018250001
Normal
N/A
CPT0017450001
Normal
N/A
CPT0077320001
Normal
N/A
CPT0077500001
Normal
N/A
CPT0092310003
Normal
N/A
CPT0079480003
Tumor
N/A
CPT0006530001
Normal
N/A
CPT0065430003
Tumor
N/A
CPT0019160001
Normal
N/A
CPT0081620001
Normal
N/A
CPT0063320003
Tumor
N/A
CPT0078670001
Normal
N/A
CPT0089460004
Tumor
N/A
CPT0007320003
Tumor
N/A
CPT0088690003
Tumor
N/A
CPT0010160003
Tumor
N/A
CPT0014450004
Tumor
N/A
CPT0025920001
Normal
N/A
CPT0076350001
Normal
N/A
CPT0015730003
Tumor
N/A
CPT0025350003
Tumor
N/A
CPT0012370003
Tumor
N/A
CPT0012280003
Tumor
N/A
CPT0009080003
Normal
N/A
CPT0079410003
Tumor
N/A
CPT0075560003
Tumor
N/A
CPT0001230001
Normal
N/A
CPT0079510001
Normal
N/A
CPT0066430001
Normal
N/A
CPT0001540009
Tumor
N/A
CPT0078990003
Tumor
N/A
CPT0065810003
Tumor
N/A
CPT0010120001
Normal
N/A
CPT0086870003
Tumor
N/A
CPT0075170001
Normal
N/A
CPT0000640003
Tumor
N/A
CPT0065870003
Tumor
N/A
CPT0088780001
Normal
N/A
CPT0086970003
Normal
N/A
CPT0079300001
Normal
N/A
CPT0092740003
Normal
N/A
CPT0085670003
Tumor
N/A
CPT0081880003
Tumor
N/A
CPT0013790003
Normal
N/A
CPT0012290003
Normal
N/A
CPT0087050003
Normal
N/A
CPT0009060003
Tumor
N/A
CPT0023690003
Tumor
N/A
CPT0001220008
Tumor
N/A
CPT0088480003
Tumor
N/A
CPT0026420001
Normal
N/A
CPT0079430001
Normal
N/A
CPT0000890001
Normal
N/A
CPT0086370003
Normal
N/A
CPT0025580004
Tumor
N/A
CPT0081990003
Tumor
N/A
CPT0025060001
Normal
N/A
CPT0075130003
Tumor
N/A
CPT0000660001
Normal
N/A
CPT0086820003
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.
The Human Protein Atlas project is funded
