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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.
MRFAP1 is potential prognostic, high expression is unfavorable 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
237.5
Number of samples
64
Samples
Sample
Description
TPM
TCGA-KN-8432-01A
0 years, female, white, stage:Stage II, alive, 76 days
558.7
TCGA-KN-8436-01A
0 years, male, white, stage:Stage II, alive, 1288 days
463.6
TCGA-KL-8343-01A
0 years, male, white, stage:Stage III, dead, 2172 days
460.7
TCGA-KN-8429-01A
0 years, female, white, stage:Stage III, alive, 2650 days
451.7
TCGA-KN-8419-01A
0 years, male, black or african american, stage:Stage II, alive, 714 days
445.5
TCGA-KN-8423-01A
0 years, male, white, stage:Stage I, alive, 788 days
408.5
TCGA-KL-8323-01A
0 years, female, white, stage:Stage III, dead, 1158 days
398.6
TCGA-KO-8411-01A
0 years, male, white, stage:Stage I, alive, 3958 days
397.8
TCGA-KL-8333-01A
0 years, male, white, stage:Stage II, alive, 2991 days
390.9
TCGA-KL-8336-01A
0 years, female, white, stage:Stage IV, dead, 920 days
369.2
TCGA-KN-8424-01A
0 years, female, white, stage:Stage I, alive, 1983 days
351.0
TCGA-KL-8339-01A
0 years, male, white, stage:Stage IV, dead, 855 days
331.6
TCGA-KN-8435-01A
0 years, male, white, stage:Stage II, alive, 3498 days
325.0
TCGA-KN-8428-01A
0 years, male, white, stage:Stage II, dead, 1590 days
316.6
TCGA-KL-8325-01A
0 years, female, white, stage:Stage II, dead, 725 days
311.5
TCGA-KL-8344-01A
0 years, male, white, stage:Stage III, alive, 876 days
304.5
TCGA-KM-8440-01A
0 years, male, black or african american, stage:Stage III, alive, 1366 days
292.4
TCGA-KL-8329-01A
0 years, female, asian, stage:Stage I, alive, 2752 days
290.5
TCGA-KM-8442-01A
0 years, male, stage:Stage II, alive, 1437 days
286.8
TCGA-KO-8417-01A
0 years, female, white, stage:Stage I, alive, 2815 days
275.7
TCGA-KL-8341-01A
0 years, male, asian, stage:Stage IV, dead, 754 days
272.5
TCGA-KL-8331-01A
0 years, female, white, stage:Stage II, alive, 3010 days
272.1
TCGA-KL-8334-01A
0 years, female, white, stage:Stage III, alive, 2949 days
264.1
TCGA-KN-8426-01A
0 years, male, white, stage:Stage IV, alive, 108 days
261.4
TCGA-KN-8418-01A
0 years, female, white, stage:Stage II, alive, 3935 days
250.4
TCGA-KL-8345-01A
0 years, male, white, stage:Stage III, alive, 1665 days
237.3
TCGA-KN-8421-01A
0 years, female, white, stage:Stage II, alive, 2674 days
235.1
TCGA-KL-8330-01A
0 years, female, black or african american, stage:Stage II, alive, 3304 days
227.6
TCGA-KO-8406-01A
0 years, female, white, stage:Stage I, alive, 3145 days
221.4
TCGA-KO-8413-01A
0 years, male, white, stage:Stage I, alive, 3038 days
218.6
TCGA-KN-8434-01A
0 years, female, white, stage:Stage II, alive, 1797 days
218.1
TCGA-KM-8639-01A
0 years, male, white, stage:Stage I, alive, 953 days
211.4
TCGA-KL-8338-01A
0 years, male, white, stage:Stage III, alive, 2633 days
208.6
TCGA-KO-8410-01A
0 years, female, white, stage:Stage I, alive, 3136 days
205.4
TCGA-KM-8441-01A
0 years, female, white, stage:Stage I, alive, 876 days
204.8
TCGA-KN-8425-01A
0 years, male, white, stage:Stage I, alive, 3179 days
200.9
TCGA-KL-8337-01A
0 years, male, black or african american, stage:Stage II, alive, 1364 days
200.8
TCGA-KL-8340-01A
0 years, male, white, stage:Stage II, alive, 2024 days
187.5
TCGA-KL-8335-01A
0 years, male, white, stage:Stage III, alive, 2815 days
180.0
TCGA-KM-8439-01A
0 years, male, white, stage:Stage I, alive, 708 days
178.4
TCGA-KL-8332-01A
0 years, male, white, stage:Stage I, alive, 2582 days
172.7
TCGA-KO-8407-01A
0 years, male, white, stage:Stage II, alive, 2820 days
170.0
TCGA-KL-8328-01A
0 years, male, white, stage:Stage II, alive, 3127 days
166.8
TCGA-KN-8427-01A
0 years, male, white, stage:Stage IV, alive, 30 days
162.0
TCGA-KM-8443-01A
0 years, male, white, stage:Stage II, alive, 1520 days
155.4
TCGA-KO-8405-01A
0 years, male, white, stage:Stage III, alive, 3056 days
151.8
TCGA-KO-8414-01A
0 years, female, white, stage:Stage II, alive, 3212 days
150.4
TCGA-KL-8342-01A
0 years, female, white, stage:Stage II, alive, 2248 days
150.2
TCGA-KL-8324-01A
0 years, female, white, stage:Stage II, alive, 4676 days
148.6
TCGA-KL-8326-01A
0 years, male, white, stage:Stage III, alive, 3322 days
147.2
TCGA-KN-8431-01A
0 years, female, stage:Stage II, alive, 588 days
144.4
TCGA-KN-8437-01A
0 years, female, white, stage:Stage I, alive, 3068 days
142.6
TCGA-KO-8415-01A
0 years, female, white, stage:Stage I, alive, 2939 days
142.5
TCGA-KL-8346-01A
0 years, male, white, stage:Stage II, alive, 1897 days
141.1
TCGA-KO-8404-01A
0 years, male, white, stage:Stage IV, dead, 325 days
139.7
TCGA-KO-8408-01A
0 years, male, white, stage:Stage III, dead, 507 days
132.6
TCGA-KO-8403-01A
0 years, male, white, stage:Stage I, alive, 3208 days
127.7
TCGA-KO-8409-01A
0 years, male, white, stage:Stage II, alive, 3180 days
122.1
TCGA-KO-8416-01A
0 years, male, white, stage:Stage III, alive, 2752 days
120.0
TCGA-KN-8433-01A
0 years, female, white, stage:Stage III, alive, 341 days
119.9
TCGA-KM-8438-01A
0 years, female, white, stage:Stage II, alive, 4622 days
107.3
TCGA-KL-8327-01A
0 years, female, white, stage:Stage I, alive, 4169 days
103.0
TCGA-KM-8476-01A
0 years, male, white, stage:Stage I, alive, 3745 days
102.9
TCGA-KM-8477-01A
0 years, male, white, stage:Stage I, alive, 1553 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.
MRFAP1 is validated prognostic, high expression is favorable 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
217.9
Number of samples
521
Samples
Sample
Description
TPM
TCGA-B2-5636-01A
0 years, male, white, stage:Stage I, alive, 919 days
416.8
TCGA-CZ-5467-01A
0 years, female, white, stage:Stage III, dead, 73 days
407.6
TCGA-B4-5834-01A
0 years, male, white, stage:Stage I, alive, 38 days
395.5
TCGA-T7-A92I-01A
0 years, female, black or african american, stage:Stage I, alive, 356 days
370.7
TCGA-CJ-5681-01A
0 years, female, white, stage:Stage IV, dead, 552 days
364.1
TCGA-B8-5545-01A
0 years, male, black or african american, stage:Stage I, alive, 1525 days
362.7
TCGA-DV-5567-01A
0 years, female, black or african american, stage:Stage I, alive, 2004 days
361.2
TCGA-CW-5585-01A
0 years, male, white, stage:Stage IV, alive, 2609 days
355.9
TCGA-BP-4760-01A
0 years, male, black or african american, stage:Stage I, alive, 2361 days
350.9
TCGA-CW-5591-01A
0 years, male, white, stage:Stage IV, alive, 2271 days
350.0
TCGA-B0-5812-01A
0 years, male, white, stage:Stage I, alive, 3834 days
347.5
TCGA-DV-5576-01A
0 years, female, black or african american, stage:Stage I, dead, 727 days
346.0
TCGA-AK-3428-01A
0 years, male, white, stage:Stage III, alive, 3728 days
345.4
TCGA-CZ-4859-01A
0 years, female, white, stage:Stage I, alive, 1787 days
344.4
TCGA-BP-4769-01A
0 years, male, white, stage:Stage I, alive, 1876 days
343.7
TCGA-3Z-A93Z-01A
0 years, male, black or african american, stage:Stage I, alive, 385 days
343.1
TCGA-B0-4688-01A
0 years, male, white, stage:Stage IV, dead, 101 days
341.3
TCGA-BP-4784-01A
0 years, female, white, stage:Stage I, alive, 1854 days
341.1
TCGA-A3-A8CQ-01A
0 years, female, black or african american, stage:Stage I, alive, 3 days
337.6
TCGA-BP-4795-01A
0 years, female, white, stage:Stage I, alive, 620 days
336.8
TCGA-BP-4976-01A
0 years, male, white, stage:Stage I, alive, 1632 days
334.6
TCGA-B4-5378-01A
0 years, male, white, stage:Stage I, alive, 175 days
334.5
TCGA-CW-6088-01A
0 years, male, white, stage:Stage I, alive, 3222 days
334.4
TCGA-CJ-4893-01A
0 years, female, white, stage:Stage I, alive, 750 days
334.3
TCGA-B8-A7U6-01A
0 years, female, black or african american, stage:Stage I, alive, 495 days
334.0
TCGA-B0-4696-01A
0 years, male, white, stage:Stage III, dead, 866 days
330.9
TCGA-GK-A6C7-01A
0 years, female, black or african american, stage:Stage I, alive, 61 days
326.5
TCGA-CJ-6032-01A
0 years, female, white, stage:Stage II, alive, 3639 days
326.1
TCGA-BP-4775-01A
0 years, female, white, stage:Stage I, alive, 1843 days
322.6
TCGA-CZ-5982-01A
0 years, female, white, stage:Stage I, alive, 2439 days
322.5
TCGA-EU-5904-01A
0 years, female, white, stage:Stage I, alive, 551 days
320.9
TCGA-B0-5696-01A
0 years, male, white, stage:Stage III, alive, 2609 days
320.0
TCGA-B0-4945-01A
0 years, female, white, stage:Stage I, dead, 2145 days
318.5
TCGA-CJ-4905-01A
0 years, female, white, stage:Stage I, alive, 1496 days
318.5
TCGA-CW-6093-01A
0 years, male, white, stage:Stage I, alive, 3146 days
318.3
TCGA-B0-5119-01A
0 years, female, white, stage:Stage I, alive, 1552 days
318.2
TCGA-B4-5377-01A
0 years, female, white, stage:Stage IV, alive, 365 days
317.1
TCGA-CJ-4904-01A
0 years, female, white, stage:Stage IV, alive, 3302 days
316.4
TCGA-BP-5192-01A
0 years, male, white, stage:Stage I, alive, 714 days
315.6
TCGA-B0-4846-01A
0 years, male, white, stage:Stage IV, dead, 1200 days
315.3
TCGA-B0-5110-01A
0 years, female, white, stage:Stage I, alive, 2009 days
314.9
TCGA-A3-3383-01A
0 years, male, white, stage:Stage I, alive, 861 days
314.4
TCGA-AK-3431-01A
0 years, female, white, stage:Stage II, dead, 2241 days
314.4
TCGA-CJ-6033-01A
0 years, female, white, stage:Stage IV, dead, 224 days
313.8
TCGA-BP-4977-01A
0 years, male, white, stage:Stage I, alive, 454 days
313.6
TCGA-B0-5693-01A
0 years, female, white, stage:Stage I, alive, 4074 days
313.3
TCGA-CW-5583-01A
0 years, female, white, stage:Stage I, alive, 2489 days
312.4
TCGA-CJ-4634-01A
0 years, female, white, stage:Stage I, alive, 3498 days
309.6
TCGA-B0-5695-01A
0 years, female, white, stage:Stage I, alive, 2150 days
308.6
TCGA-A3-3349-01A
0 years, female, white, stage:Stage I, alive, 1385 days
308.4
TCGA-BP-5186-01A
0 years, female, white, stage:Stage I, alive, 693 days
307.5
TCGA-BP-4765-01A
0 years, male, white, stage:Stage I, alive, 2184 days
307.4
TCGA-DV-5575-01A
0 years, female, white, stage:Stage I, alive, 1729 days
307.1
TCGA-B4-5836-01A
0 years, female, white, stage:Stage I, alive, 141 days
306.8
TCGA-BP-4331-01A
0 years, male, white, stage:Stage I, dead, 2454 days
306.8
TCGA-A3-A6NN-01A
0 years, male, black or african american, stage:Stage I, alive, 3 days
306.2
TCGA-BP-4177-01A
0 years, male, white, stage:Stage I, alive, 1670 days
305.9
TCGA-A3-3376-01A
0 years, male, black or african american, stage:Stage I, dead, 1696 days
305.9
TCGA-CZ-5455-01A
0 years, male, white, stage:Stage IV, dead, 561 days
304.9
TCGA-BP-4344-01A
0 years, female, white, stage:Stage I, alive, 1666 days
304.4
TCGA-B8-5553-01A
0 years, female, white, stage:Stage I, alive, 435 days
304.0
TCGA-BP-4340-01A
0 years, female, white, stage:Stage I, dead, 562 days
301.9
TCGA-DV-5569-01A
0 years, female, white, stage:Stage I, alive, 355 days
301.2
TCGA-BP-4965-01A
0 years, male, white, stage:Stage I, alive, 1871 days
300.4
TCGA-BP-4160-01A
0 years, male, white, stage:Stage III, alive, 2881 days
300.0
TCGA-EU-5906-01A
0 years, male, white, stage:Stage I, alive, 206 days
299.5
TCGA-CZ-5462-01A
0 years, male, white, stage:Stage IV, dead, 311 days
298.4
TCGA-CZ-4865-01A
0 years, female, white, stage:Stage I, dead, 166 days
298.3
TCGA-B0-5710-01A
0 years, male, white, stage:Stage I, alive, 2430 days
298.2
TCGA-A3-3320-01A
0 years, female, white, stage:Stage I, alive, 1508 days
297.9
TCGA-B4-5844-01A
0 years, female, white, stage:Stage II, alive, 7 days
297.7
TCGA-B0-5120-01A
0 years, female, white, stage:Stage I, alive, 1169 days
297.6
TCGA-B8-5159-01A
0 years, female, white, stage:Stage I, alive, 722 days
297.5
TCGA-B0-4703-01A
0 years, male, white, stage:Stage IV, dead, 182 days
297.1
TCGA-DV-5566-01A
0 years, female, white, stage:Stage I, alive, 1398 days
297.0
TCGA-AS-3778-01A
0 years, male, white, stage:Stage I, alive, 43 days
295.7
TCGA-B8-A54H-01A
0 years, female, black or african american, stage:Stage II, alive, 256 days
294.9
TCGA-BP-4332-01A
0 years, male, white, stage:Stage III, alive, 1133 days
294.8
TCGA-B0-5691-01A
0 years, female, white, stage:Stage I, alive, 3431 days
294.7
TCGA-BP-5168-01A
0 years, male, white, stage:Stage I, dead, 1463 days
294.1
TCGA-CJ-4899-01A
0 years, male, asian, stage:Stage I, alive, 1528 days
293.9
TCGA-B8-5165-01A
0 years, male, white, stage:Stage I, alive, 737 days
293.1
TCGA-B8-5546-01A
0 years, female, black or african american, stage:Stage I, alive, 505 days
292.9
TCGA-BP-4789-01A
0 years, male, white, stage:Stage I, alive, 1489 days
291.2
TCGA-BP-4763-01A
0 years, female, white, stage:Stage I, dead, 1270 days
290.2
TCGA-BP-4961-01A
0 years, male, white, stage:Stage I, alive, 1935 days
289.9
TCGA-BP-5181-01A
0 years, female, white, stage:Stage I, alive, 1495 days
288.8
TCGA-A3-A6NJ-01A
0 years, female, black or african american, stage:Stage I, alive, 468 days
288.8
TCGA-B2-A4SR-01A
0 years, male, black or african american, stage:Stage II, alive, 507 days
288.8
TCGA-CW-5589-01A
0 years, male, white, stage:Stage I, alive, 2378 days
287.9
TCGA-CJ-4886-01A
0 years, female, white, stage:Stage I, alive, 1952 days
287.8
TCGA-B0-5713-01A
0 years, female, white, stage:Stage III, alive, 2782 days
287.7
TCGA-B8-5164-01A
0 years, male, white, stage:Stage III, alive, 26 days
287.1
TCGA-CJ-5680-01A
0 years, female, white, stage:Stage IV, dead, 768 days
286.4
TCGA-A3-3362-01A
0 years, female, white, stage:Stage I, alive, 1559 days
285.9
TCGA-BP-4807-01A
0 years, male, white, stage:Stage I, alive, 211 days
285.8
TCGA-CZ-4862-01A
0 years, male, white, stage:Stage I, alive, 3271 days
284.6
TCGA-BP-5202-01A
0 years, male, white, stage:Stage III, alive, 29 days
282.9
TCGA-CZ-5458-01A
0 years, male, white, stage:Stage III, alive, 2789 days
282.3
TCGA-B0-5707-01A
0 years, female, white, stage:Stage I, alive, 3744 days
282.1
TCGA-AK-3450-01A
0 years, female, white, stage:Stage I, alive, 1508 days
281.8
TCGA-AK-3461-01A
0 years, male, white, stage:Stage I, alive, 2217 days
281.6
TCGA-CZ-5463-01A
0 years, male, white, stage:Stage II, alive, 662 days
281.2
TCGA-CJ-4874-01A
0 years, female, white, stage:Stage I, alive, 2283 days
281.0
TCGA-CJ-4639-01A
0 years, female, white, stage:Stage II, alive, 3229 days
280.9
TCGA-BP-4766-01A
0 years, female, white, stage:Stage I, alive, 1462 days
280.3
TCGA-BP-4166-01A
0 years, male, white, stage:Stage III, alive, 13 days
278.3
TCGA-CW-5584-01A
0 years, male, white, stage:Stage III, dead, 164 days
277.8
TCGA-BP-4782-01A
0 years, female, white, stage:Stage I, alive, 354 days
277.1
TCGA-B8-A54J-01A
0 years, male, black or african american, stage:Stage II, alive, 528 days
276.5
TCGA-A3-A6NI-01A
0 years, male, black or african american, stage:Stage I, alive, 1018 days
276.5
TCGA-CJ-4640-01A
0 years, male, white, stage:Stage III, alive, 3480 days
276.4
TCGA-A3-A6NL-01A
0 years, female, black or african american, stage:Stage I, alive, 689 days
275.3
TCGA-B8-5550-01A
0 years, male, white, stage:Stage III, alive, 1476 days
275.1
TCGA-B0-4848-01A
0 years, male, white, stage:Stage III, dead, 883 days
274.6
TCGA-MW-A4EC-01A
0 years, female, black or african american, stage:Stage I, alive, 498 days
273.2
TCGA-CZ-5461-01A
0 years, male, white, stage:Stage IV, dead, 330 days
273.0
TCGA-B8-A54K-01A
0 years, male, black or african american, stage:Stage I, alive, 469 days
272.8
TCGA-BP-4991-01A
0 years, male, white, stage:Stage I, alive, 1413 days
272.7
TCGA-CZ-5989-01A
0 years, male, white, stage:Stage II, alive, 1905 days
272.4
TCGA-B0-5711-01A
0 years, male, white, stage:Stage III, alive, 3989 days
272.1
TCGA-A3-3307-01A
0 years, male, stage:Stage III, alive, 1436 days
271.8
TCGA-B0-5705-01A
0 years, female, white, stage:Stage I, alive, 4537 days
271.7
TCGA-CZ-4863-01A
0 years, female, white, stage:Stage III, alive, 1928 days
271.0
TCGA-CJ-4907-01A
0 years, male, white, stage:Stage III, alive, 1499 days
270.9
TCGA-A3-A8OW-01A
0 years, male, black or african american, stage:Stage III, alive, 323 days
270.8
TCGA-BP-4970-01A
0 years, male, asian, stage:Stage III, alive, 433 days
270.5
TCGA-6D-AA2E-01A
0 years, female, black or african american, stage:Stage I, alive, 362 days
270.4
TCGA-B2-5639-01A
0 years, male, white, stage:Stage IV, dead, 1003 days
269.7
TCGA-CJ-4644-01A
0 years, female, white, stage:Stage IV, dead, 336 days
267.0
TCGA-B0-4694-01A
0 years, male, white, stage:Stage III, dead, 106 days
266.7
TCGA-A3-3351-01A
0 years, male, white, stage:Stage II, alive, 910 days
266.7
TCGA-BP-4174-01A
0 years, male, white, stage:Stage II, alive, 1879 days
266.2
TCGA-CJ-5686-01A
0 years, female, white, stage:Stage I, alive, 2038 days
265.1
TCGA-B4-5843-01A
0 years, male, white, stage:Stage I, alive, 11 days
265.1
TCGA-B0-5690-01A
0 years, female, white, stage:Stage I, alive, 3392 days
264.3
TCGA-CW-5581-01A
0 years, male, white, stage:Stage I, alive, 2799 days
264.2
TCGA-CW-5587-01A
0 years, female, white, stage:Stage III, alive, 2226 days
263.9
TCGA-B2-4102-01A
0 years, male, white, stage:Stage I, alive, 952 days
263.3
TCGA-B0-4823-01A
0 years, male, white, stage:Stage I, dead, 454 days
263.0
TCGA-BP-5184-01A
0 years, male, white, stage:Stage I, alive, 1133 days
263.0
TCGA-A3-A8OV-01A
0 years, male, black or african american, stage:Stage I, alive, 340 days
262.7
TCGA-BP-4164-01A
0 years, female, white, stage:Stage III, dead, 992 days
262.1
TCGA-CJ-4897-01A
0 years, female, white, stage:Stage III, alive, 3341 days
260.8
TCGA-AK-3440-01A
0 years, male, white, stage:Stage I, alive, 2865 days
260.0
TCGA-B0-4699-01A
0 years, male, white, stage:Stage IV, dead, 110 days
259.7
TCGA-A3-3328-01A
0 years, male, white, stage:Stage I, alive, 1385 days
259.1
TCGA-A3-3359-01A
0 years, female, white, stage:Stage I, alive, 2504 days
258.9
TCGA-B0-5700-01A
0 years, male, white, stage:Stage I, alive, 1790 days
258.6
TCGA-BP-4968-01A
0 years, male, white, stage:Stage I, alive, 1746 days
258.2
TCGA-BP-4329-01A
0 years, male, white, stage:Stage III, dead, 845 days
257.9
TCGA-A3-3317-01A
0 years, male, stage:Stage II, alive, 1491 days
257.7
TCGA-B0-5709-01A
0 years, female, white, stage:Stage III, alive, 3974 days
257.6
TCGA-BP-4985-01A
0 years, male, white, stage:Stage III, dead, 952 days
257.1
TCGA-CJ-4643-01A
0 years, female, white, stage:Stage II, alive, 1793 days
256.8
TCGA-BP-5006-01A
0 years, male, white, stage:Stage I, alive, 840 days
256.7
TCGA-CZ-4856-01A
0 years, female, white, stage:Stage I, alive, 18 days
256.6
TCGA-DV-5573-01A
0 years, male, white, stage:Stage I, alive, 1130 days
256.6
TCGA-CZ-5988-01A
0 years, male, white, stage:Stage I, alive, 693 days
256.5
TCGA-B0-5080-01A
0 years, male, white, stage:Stage IV, dead, 342 days
256.1
TCGA-BP-4162-01A
0 years, female, white, stage:Stage I, alive, 3074 days
256.0
TCGA-CZ-5453-01A
0 years, male, white, stage:Stage II, dead, 2419 days
255.7
TCGA-CZ-5985-01A
0 years, male, white, stage:Stage II, alive, 1997 days
255.3
TCGA-CZ-4864-01A
0 years, male, white, stage:Stage II, dead, 1315 days
255.3
TCGA-BP-4169-01A
0 years, female, white, stage:Stage II, dead, 701 days
254.8
TCGA-B8-A8YJ-01A
0 years, female, black or african american, stage:Stage I, alive, 431 days
254.7
TCGA-BP-4994-01A
0 years, male, white, stage:Stage I, alive, 1308 days
254.6
TCGA-BP-4170-01A
0 years, female, white, stage:Stage I, dead, 2343 days
253.8
TCGA-BP-4781-01A
0 years, male, white, stage:Stage I, alive, 2080 days
253.7
TCGA-CZ-5451-01A
0 years, male, white, stage:Stage II, alive, 1929 days
253.5
TCGA-A3-3387-01A
0 years, male, white, stage:Stage I, alive, 617 days
253.4
TCGA-BP-4975-01A
0 years, male, white, stage:Stage I, alive, 1433 days
253.0
TCGA-A3-3365-01A
0 years, male, white, stage:Stage I, alive, 873 days
252.7
TCGA-BP-5195-01A
0 years, male, white, stage:Stage I, alive, 749 days
252.3
TCGA-BP-4326-01A
0 years, female, white, stage:Stage I, dead, 1625 days
252.1
TCGA-A3-3373-01A
0 years, female, white, stage:Stage I, alive, 1621 days
251.8
TCGA-DV-A4VZ-01A
0 years, male, black or african american, stage:Stage I, alive, 365 days
251.5
TCGA-BP-4801-01A
0 years, male, white, stage:Stage I, alive, 1124 days
251.1
TCGA-BP-4993-01A
0 years, male, white, stage:Stage I, alive, 177 days
250.1
TCGA-B2-3923-01A
0 years, male, white, stage:Stage II, alive, 992 days
250.1
TCGA-BP-5004-01A
0 years, male, white, stage:Stage I, alive, 1126 days
250.1
TCGA-CJ-4908-01A
0 years, male, white, stage:Stage I, alive, 1531 days
250.0
TCGA-BP-5008-01A
0 years, male, white, stage:Stage I, alive, 1071 days
250.0
TCGA-B0-5699-01A
0 years, male, white, stage:Stage I, alive, 3841 days
249.7
TCGA-CJ-4885-01A
0 years, male, white, stage:Stage IV, alive, 3451 days
249.6
TCGA-B0-5099-01A
0 years, female, white, stage:Stage III, dead, 485 days
249.3
TCGA-B0-5712-01A
0 years, female, black or african american, stage:Stage IV, alive, 2722 days
248.6
TCGA-DV-A4W0-01A
0 years, male, black or african american, stage:Stage I, alive, 2470 days
248.5
TCGA-CJ-4871-01A
0 years, male, white, stage:Stage IV, alive, 2423 days
248.1
TCGA-B0-4693-01A
0 years, female, white, stage:Stage III, dead, 77 days
248.0
TCGA-BP-4972-01A
0 years, female, white, stage:Stage III, alive, 1502 days
247.1
TCGA-B0-5697-01A
0 years, male, white, stage:Stage I, alive, 2630 days
247.0
TCGA-CJ-4868-01A
0 years, male, white, stage:Stage IV, dead, 646 days
246.3
TCGA-BP-4325-01A
0 years, female, white, stage:Stage I, alive, 2964 days
245.6
TCGA-A3-3372-01A
0 years, male, white, stage:Stage III, alive, 735 days
245.6
TCGA-CJ-4876-01A
0 years, male, white, stage:Stage II, alive, 1955 days
245.6
TCGA-CJ-4892-01A
0 years, female, white, stage:Stage I, alive, 1521 days
244.6
TCGA-B0-5402-01A
0 years, male, white, stage:Stage IV, alive, 1290 days
243.7
TCGA-BP-4995-01A
0 years, male, white, stage:Stage I, alive, 1371 days
242.9
TCGA-B0-5698-01A
0 years, male, black or african american, stage:Stage I, alive, 3631 days
242.8
TCGA-BP-4354-01A
0 years, male, white, stage:Stage IV, dead, 1034 days
242.4
TCGA-B4-5838-01A
0 years, male, white, stage:'--, alive, 166 days
241.9
TCGA-B0-5692-01A
0 years, female, white, stage:Stage III, alive, 3944 days
241.6
TCGA-G6-A8L8-01A
0 years, female, black or african american, stage:Stage I, dead, 1091 days
241.4
TCGA-CJ-5678-01A
0 years, male, black or african american, stage:Stage IV, dead, 574 days
241.4
TCGA-BP-5194-01A
0 years, male, white, stage:Stage I, alive, 408 days
241.2
TCGA-BP-4790-01A
0 years, male, white, stage:Stage I, dead, 1111 days
241.2
TCGA-BP-4986-01A
0 years, male, white, stage:Stage I, alive, 785 days
241.2
TCGA-B0-4810-01A
0 years, male, white, stage:Stage III, dead, 478 days
241.1
TCGA-BP-4774-01A
0 years, female, white, stage:Stage I, alive, 1885 days
240.5
TCGA-BP-4982-01A
0 years, male, white, stage:Stage I, alive, 1014 days
240.4
TCGA-B0-5701-01A
0 years, male, white, stage:Stage III, alive, 2461 days
240.3
TCGA-CJ-5684-01A
0 years, male, white, stage:Stage III, alive, 2231 days
240.2
TCGA-CZ-4853-01A
0 years, male, white, stage:Stage I, alive, 774 days
239.9
TCGA-BP-5189-01A
0 years, male, white, stage:Stage I, dead, 822 days
239.5
TCGA-CJ-5683-01A
0 years, male, white, stage:Stage I, alive, 1889 days
239.5
TCGA-AK-3429-01A
0 years, female, white, stage:Stage II, alive, 3328 days
238.9
TCGA-B2-4101-01A
0 years, male, white, stage:Stage II, alive, 648 days
237.9
TCGA-BP-4762-01A
0 years, male, white, stage:Stage I, dead, 1343 days
237.8
TCGA-A3-3311-01A
0 years, male, stage:Stage I, dead, 1191 days
237.8
TCGA-BP-5200-01A
0 years, male, white, stage:Stage II, alive, 1063 days
237.7
TCGA-A3-3367-01A
0 years, male, white, stage:Stage I, alive, 2270 days
237.5
TCGA-A3-3308-01A
0 years, female, white, stage:Stage III, alive, 16 days
237.4
TCGA-B0-4701-01A
0 years, female, white, stage:Stage IV, dead, 238 days
237.4
TCGA-BP-5182-01A
0 years, male, white, stage:Stage I, alive, 1165 days
237.3
TCGA-BP-5007-01A
0 years, male, white, stage:Stage II, alive, 1140 days
237.3
TCGA-CW-6087-01A
0 years, male, white, stage:Stage IV, dead, 41 days
237.0
TCGA-BP-4173-01A
0 years, male, white, stage:Stage II, alive, 1893 days
236.7
TCGA-CJ-4870-01A
0 years, female, black or african american, stage:Stage III, alive, 1498 days
236.4
TCGA-A3-3331-01A
0 years, female, white, stage:Stage I, alive, 1257 days
236.4
TCGA-CW-5590-01A
0 years, male, white, stage:Stage IV, dead, 1075 days
236.4
TCGA-CZ-5454-01A
0 years, male, white, stage:Stage IV, dead, 722 days
236.3
TCGA-B0-5097-01A
0 years, female, white, stage:Stage III, alive, 665 days
236.2
TCGA-B0-4849-01A
0 years, male, white, stage:Stage III, dead, 69 days
235.6
TCGA-CZ-5986-01A
0 years, male, white, stage:Stage I, alive, 373 days
235.3
TCGA-B8-4148-01A
0 years, female, white, stage:Stage I, alive, 1520 days
235.3
TCGA-BP-4163-01A
0 years, female, white, stage:Stage III, alive, 2839 days
232.7
TCGA-B8-5163-01A
0 years, female, white, stage:Stage III, alive, 822 days
232.1
TCGA-A3-3370-01A
0 years, female, white, stage:Stage I, alive, 2274 days
232.1
TCGA-EU-5905-01A
0 years, female, white, stage:Stage I, alive, 119 days
231.6
TCGA-DV-5565-01A
0 years, male, white, stage:Stage I, alive, 1329 days
231.5
TCGA-B0-4824-01A
0 years, female, white, stage:Stage I, dead, 1657 days
231.1
TCGA-BP-4964-01A
0 years, female, white, stage:Stage I, alive, 1862 days
231.0
TCGA-B0-5100-01A
0 years, male, black or african american, stage:Stage III, dead, 1913 days
230.8
TCGA-CW-5580-01A
0 years, female, white, stage:Stage IV, dead, 1964 days
230.5
TCGA-BP-5196-01A
0 years, male, white, stage:Stage I, alive, 1018 days
230.4
TCGA-MM-A563-01A
0 years, male, black or african american, stage:'--, alive, 591 days
230.4
TCGA-B0-5095-01A
0 years, male, white, stage:Stage III, dead, 245 days
230.0
TCGA-BP-4342-01A
0 years, male, white, stage:Stage II, dead, 2256 days
229.5
TCGA-BP-4347-01A
0 years, male, white, stage:Stage III, alive, 1367 days
229.3
TCGA-BP-4999-01A
0 years, male, white, stage:Stage I, alive, 1266 days
229.3
TCGA-B2-5641-01A
0 years, male, white, stage:Stage I, alive, 656 days
229.1
TCGA-BP-4343-01A
0 years, male, white, stage:Stage III, dead, 1912 days
228.8
TCGA-CJ-4918-01A
0 years, male, white, stage:Stage IV, dead, 93 days
228.4
TCGA-BP-4330-01A
0 years, female, black or african american, stage:Stage III, alive, 1888 days
228.0
TCGA-BP-4998-01A
0 years, male, asian, stage:Stage I, alive, 932 days
227.5
TCGA-BP-5176-01A
0 years, female, white, stage:Stage I, dead, 1590 days
227.2
TCGA-BP-4345-01A
0 years, male, white, stage:Stage III, alive, 1516 days
226.8
TCGA-B0-5102-01A
0 years, female, white, stage:Stage I, dead, 2764 days
225.9
TCGA-CJ-5675-01A
0 years, male, white, stage:Stage II, alive, 3936 days
224.7
TCGA-CJ-4895-01A
0 years, male, white, stage:Stage IV, dead, 1200 days
223.9
TCGA-BP-5201-01A
0 years, male, white, stage:Stage IV, alive, 951 days
223.5
TCGA-CJ-4641-01A
0 years, female, white, stage:Stage IV, dead, 1661 days
223.3
TCGA-BP-4959-01A
0 years, male, white, stage:Stage I, alive, 2660 days
223.3
TCGA-A3-3346-01A
0 years, male, white, stage:Stage I, dead, 137 days
223.3
TCGA-B8-A54F-01A
0 years, female, black or african american, stage:Stage I, alive, 519 days
223.2
TCGA-BP-4787-01A
0 years, female, white, stage:Stage IV, dead, 480 days
222.7
TCGA-CW-5588-01A
0 years, female, white, stage:Stage I, alive, 2017 days
221.3
TCGA-BP-4987-01A
0 years, female, asian, stage:Stage I, alive, 1124 days
221.1
TCGA-A3-3306-01A
0 years, male, white, stage:Stage I, alive, 1120 days
220.8
TCGA-B8-5549-01A
0 years, male, white, stage:Stage I, alive, 194 days
220.5
TCGA-B0-5077-01A
0 years, male, white, stage:Stage I, dead, 1317 days
220.1
TCGA-AK-3456-01A
0 years, male, black or african american, stage:Stage II, alive, 1143 days
219.9
TCGA-BP-4797-01A
0 years, male, white, stage:Stage III, alive, 1107 days
219.7
TCGA-B0-5108-01A
0 years, male, white, stage:Stage III, alive, 1782 days
219.4
TCGA-CJ-4920-01A
0 years, female, white, stage:Stage I, dead, 139 days
219.3
TCGA-CJ-5682-01A
0 years, male, white, stage:Stage IV, alive, 3736 days
218.8
TCGA-A3-3325-01A
0 years, male, white, stage:Stage I, dead, 1170 days
218.6
TCGA-BP-4176-01A
0 years, male, white, stage:Stage I, alive, 1955 days
218.4
TCGA-B0-4827-01A
0 years, female, white, stage:Stage III, dead, 885 days
218.4
TCGA-B0-4838-01A
0 years, female, white, stage:Stage I, dead, 834 days
218.3
TCGA-CZ-4866-01A
0 years, female, white, stage:Stage I, alive, 3267 days
217.6
TCGA-B8-4151-01A
0 years, female, white, stage:Stage III, alive, 1299 days
216.8
TCGA-CZ-5465-01A
0 years, female, stage:Stage III, dead, 2564 days
216.4
TCGA-DV-5574-01A
0 years, male, white, stage:Stage I, alive, 2016 days
216.2
TCGA-A3-3380-01A
0 years, male, stage:Stage I, alive, 567 days
216.1
TCGA-CW-6090-01A
0 years, male, white, stage:Stage I, alive, 2552 days
216.0
TCGA-BP-5177-01A
0 years, female, white, stage:Stage I, alive, 293 days
214.9
TCGA-BP-4756-01A
0 years, female, asian, stage:Stage I, alive, 374 days
214.5
TCGA-CJ-6031-01A
0 years, male, white, stage:Stage I, alive, 1906 days
213.9
TCGA-BP-4355-01A
0 years, female, white, stage:Stage III, dead, 953 days
212.6
TCGA-CZ-4861-01A
0 years, male, white, stage:Stage II, dead, 446 days
212.4
TCGA-B8-4620-01A
0 years, female, white, stage:Stage III, alive, 777 days
210.3
TCGA-A3-3343-01A
0 years, male, white, stage:Stage II, alive, 945 days
209.0
TCGA-AK-3443-01A
0 years, male, white, stage:Stage II, alive, 1423 days
208.6
TCGA-B0-4816-01A
0 years, male, white, stage:Stage II, dead, 1371 days
208.1
TCGA-AK-3434-01A
0 years, male, white, stage:Stage I, alive, 2087 days
208.0
TCGA-BP-4963-01A
0 years, male, white, stage:Stage I, alive, 1834 days
206.7
TCGA-CJ-5677-01A
0 years, female, white, stage:Stage IV, dead, 782 days
206.6
TCGA-BP-5187-01A
0 years, male, white, stage:Stage I, alive, 406 days
206.5
TCGA-BP-4353-01A
0 years, male, white, stage:Stage I, dead, 375 days
205.9
TCGA-CZ-5984-01A
0 years, male, white, stage:Stage I, alive, 2067 days
205.4
TCGA-BP-4349-01A
0 years, female, white, stage:Stage I, alive, 372 days
204.6
TCGA-CZ-5470-01A
0 years, female, stage:Stage II, alive, 386 days
204.5
TCGA-DV-5568-01A
0 years, male, white, stage:Stage I, alive, 370 days
203.4
TCGA-A3-3329-01A
0 years, male, white, stage:Stage I, alive, 1624 days
203.1
TCGA-BP-5174-01A
0 years, female, white, stage:Stage I, alive, 2257 days
203.0
TCGA-CZ-5464-01A
0 years, male, white, stage:Stage IV, alive, 2128 days
202.9
TCGA-B0-4698-01A
0 years, male, white, stage:Stage IV, dead, 42 days
202.3
TCGA-AK-3425-01A
0 years, male, white, stage:Stage I, alive, 3343 days
202.3
TCGA-A3-3347-01A
0 years, female, white, stage:Stage III, dead, 1610 days
201.9
TCGA-B0-5096-01A
0 years, female, white, stage:Stage III, dead, 68 days
201.9
TCGA-B8-4622-01A
0 years, male, white, stage:Stage IV, alive, 1525 days
201.7
TCGA-B8-A54E-01A
0 years, female, black or african american, stage:Stage I, alive, 909 days
201.7
TCGA-CJ-4889-01A
0 years, female, white, stage:Stage I, alive, 1946 days
201.7
TCGA-B2-3924-01A
0 years, male, white, stage:Stage I, alive, 1092 days
201.2
TCGA-B4-5832-01A
0 years, male, white, stage:Stage III, alive, 155 days
200.9
TCGA-CJ-4902-01A
0 years, male, white, stage:Stage III, alive, 1520 days
199.1
TCGA-BP-5199-01A
0 years, male, white, stage:Stage II, alive, 1355 days
198.4
TCGA-B0-4852-01A
0 years, female, white, stage:Stage II, dead, 1121 days
198.1
TCGA-CJ-4637-01A
0 years, female, white, stage:Stage IV, dead, 2227 days
198.0
TCGA-CZ-5459-01A
0 years, male, white, stage:Stage III, alive, 1683 days
197.9
TCGA-BP-4327-01A
0 years, female, white, stage:Stage II, dead, 109 days
197.8
TCGA-BP-4777-01A
0 years, male, white, stage:Stage I, alive, 1731 days
197.7
TCGA-AK-3433-01A
0 years, female, white, stage:Stage II, alive, 3409 days
196.7
TCGA-A3-3326-01A
0 years, male, white, stage:Stage I, alive, 1137 days
196.6
TCGA-B0-5694-01A
0 years, male, white, stage:Stage III, dead, 480 days
194.5
TCGA-AK-3445-01A
0 years, male, white, stage:Stage III, alive, 2392 days
193.9
TCGA-B0-4845-01A
0 years, male, white, stage:Stage IV, dead, 1986 days
193.8
TCGA-B0-4818-01A
0 years, female, white, stage:Stage II, dead, 510 days
193.3
TCGA-A3-3352-01A
0 years, male, white, stage:Stage III, dead, 561 days
193.3
TCGA-A3-3357-01A
0 years, male, white, stage:Stage II, alive, 2688 days
193.2
TCGA-B0-4690-01A
0 years, male, white, stage:Stage IV, dead, 43 days
192.2
TCGA-A3-3324-01A
0 years, male, white, stage:Stage I, alive, 1186 days
192.1
TCGA-A3-3323-01A
0 years, male, white, stage:Stage I, alive, 1106 days
191.8
TCGA-B8-4619-01A
0 years, male, white, stage:Stage I, alive, 523 days
191.0
TCGA-B8-A54G-01A
0 years, male, black or african american, stage:Stage I, alive, 53 days
190.3
TCGA-B0-5083-01A
0 years, male, white, stage:Stage I, dead, 1045 days
190.1
TCGA-B0-5106-01A
0 years, male, white, stage:Stage I, dead, 1598 days
189.8
TCGA-BP-4158-01A
0 years, male, white, stage:Stage I, alive, 3377 days
189.8
TCGA-B0-4814-01A
0 years, male, white, stage:Stage IV, dead, 168 days
189.4
TCGA-BP-4165-01A
0 years, female, white, stage:Stage I, alive, 3037 days
189.3
TCGA-CJ-4869-01A
0 years, male, white, stage:Stage III, alive, 2554 days
188.5
TCGA-BP-4161-01A
0 years, male, white, stage:Stage I, alive, 2746 days
187.9
TCGA-B0-5113-01A
0 years, female, white, stage:Stage III, alive, 1175 days
187.7
TCGA-BP-5180-01A
0 years, male, white, stage:Stage I, alive, 2263 days
187.0
TCGA-B0-4836-01A
0 years, male, white, stage:Stage IV, dead, 1238 days
186.4
TCGA-BP-4346-01A
0 years, male, white, stage:Stage III, dead, 1493 days
185.7
TCGA-BP-4973-01A
0 years, male, white, stage:Stage III, alive, 1384 days
185.6
TCGA-B0-5075-01A
0 years, female, white, stage:Stage III, dead, 637 days
185.6
TCGA-BP-4804-01A
0 years, male, white, stage:Stage I, alive, 1459 days
184.7
TCGA-CW-6097-01A
0 years, male, white, stage:Stage III, dead, 571 days
183.6
TCGA-CJ-4635-01A
0 years, male, white, stage:Stage I, alive, 1416 days
183.1
TCGA-AK-3460-01A
0 years, male, white, stage:Stage I, alive, 2508 days
183.1
TCGA-B0-5094-01A
0 years, male, white, stage:Stage IV, dead, 333 days
182.9
TCGA-B0-4710-01A
0 years, female, white, stage:Stage III, alive, 1755 days
182.3
TCGA-CJ-5672-01A
0 years, male, white, stage:Stage I, dead, 1972 days
182.1
TCGA-CJ-4884-01A
0 years, female, white, stage:Stage III, alive, 1759 days
182.0
TCGA-CZ-5468-01A
0 years, male, white, stage:Stage IV, dead, 59 days
180.8
TCGA-CZ-5452-01A
0 years, male, white, stage:Stage II, alive, 1789 days
180.7
TCGA-AK-3465-01A
0 years, female, black or african american, stage:Stage I, alive, 369 days
180.6
TCGA-AK-3455-01A
0 years, female, white, stage:Stage III, dead, 683 days
180.4
TCGA-CJ-6027-01A
0 years, male, white, stage:Stage I, dead, 3615 days
179.6
TCGA-BP-4159-01A
0 years, male, white, stage:Stage I, dead, 2601 days
179.6
TCGA-CZ-5987-01A
0 years, male, white, stage:Stage IV, dead, 445 days
176.5
TCGA-G6-A8L6-01A
0 years, male, black or african american, stage:Stage IV, dead, 313 days
174.7
TCGA-BP-4962-01A
0 years, male, white, stage:Stage II, alive, 1785 days
174.5
TCGA-B0-5109-01A
0 years, male, white, stage:Stage III, dead, 587 days
174.0
TCGA-CJ-6030-01A
0 years, male, white, stage:Stage I, dead, 2299 days
173.5
TCGA-CZ-5456-01A
0 years, male, white, stage:Stage II, alive, 2422 days
172.7
TCGA-CZ-4858-01A
0 years, male, white, stage:Stage II, dead, 2105 days
172.1
TCGA-CJ-4894-01A
0 years, male, white, stage:Stage III, dead, 841 days
172.1
TCGA-BP-4338-01A
0 years, male, white, stage:Stage I, alive, 2859 days
171.9
TCGA-BP-4803-01A
0 years, male, white, stage:Stage III, alive, 204 days
171.1
TCGA-CJ-5671-01A
0 years, male, white, stage:Stage I, alive, 3987 days
170.7
TCGA-EU-5907-01A
0 years, male, white, stage:Stage III, alive, 127 days
170.5
TCGA-B2-4099-01A
0 years, male, white, stage:Stage I, alive, 972 days
170.3
TCGA-BP-4768-01A
0 years, female, white, stage:Stage I, alive, 400 days
170.3
TCGA-B0-5703-01A
0 years, male, white, stage:Stage I, alive, 2246 days
170.3
TCGA-B0-4712-01A
0 years, male, white, stage:Stage IV, dead, 1337 days
169.4
TCGA-BP-5170-01A
0 years, male, white, stage:Stage I, alive, 2412 days
169.0
TCGA-B0-4700-01A
0 years, male, white, stage:Stage IV, dead, 1980 days
167.6
TCGA-B0-5092-01A
0 years, female, white, stage:Stage IV, dead, 459 days
167.3
TCGA-BP-4770-01A
0 years, female, white, stage:Stage IV, dead, 329 days
167.0
TCGA-BP-4967-01A
0 years, male, white, stage:Stage III, alive, 205 days
166.9
TCGA-A3-3382-01A
0 years, male, white, stage:Stage I, alive, 574 days
166.8
TCGA-A3-3363-01A
0 years, male, asian, stage:Stage II, alive, 319 days
166.7
TCGA-BP-4759-01A
0 years, male, white, stage:Stage I, alive, 2372 days
166.5
TCGA-BP-4974-01A
0 years, male, white, stage:Stage IV, dead, 211 days
166.4
TCGA-B0-4828-01A
0 years, male, white, stage:Stage IV, dead, 307 days
166.2
TCGA-B0-4839-01A
0 years, female, white, stage:Stage I, dead, 1639 days
166.2
TCGA-CZ-5466-01A
0 years, male, stage:Stage III, alive, 685 days
166.0
TCGA-CZ-5457-01A
0 years, male, white, stage:Stage III, alive, 2754 days
165.8
TCGA-B0-4706-01A
0 years, male, white, stage:Stage III, dead, 65 days
165.7
TCGA-A3-3322-01A
0 years, male, white, stage:Stage I, alive, 1478 days
165.5
TCGA-BP-4341-01A
0 years, male, white, stage:Stage III, dead, 1589 days
165.4
TCGA-B8-4621-01A
0 years, male, black or african american, stage:Stage I, alive, 788 days
165.1
TCGA-CJ-6028-01A
0 years, male, white, stage:Stage IV, dead, 1625 days
165.1
TCGA-A3-3316-01A
0 years, male, white, stage:Stage II, alive, 1493 days
164.5
TCGA-CJ-4890-01A
0 years, male, white, stage:Stage IV, alive, 3519 days
164.4
TCGA-MM-A84U-01A
0 years, female, black or african american, stage:Stage I, alive, 700 days
164.0
TCGA-B0-5107-01A
0 years, female, white, stage:Stage IV, dead, 927 days
163.7
TCGA-BP-4983-01A
0 years, female, asian, stage:Stage III, alive, 1413 days
163.5
TCGA-CJ-4916-01A
0 years, female, white, stage:Stage III, alive, 1373 days
162.2
TCGA-B0-4837-01A
0 years, male, white, stage:Stage I, dead, 1378 days
160.8
TCGA-A3-3378-01A
0 years, male, white, stage:Stage I, alive, 630 days
160.4
TCGA-B2-5635-01A
0 years, male, white, stage:Stage I, alive, 755 days
159.5
TCGA-AS-3777-01A
0 years, male, white, stage:Stage I, alive, 1238 days
159.1
TCGA-CJ-4872-01A
0 years, male, white, stage:Stage I, alive, 1435 days
158.8
TCGA-BP-5198-01A
0 years, male, white, stage:Stage III, alive, 603 days
158.6
TCGA-BP-4776-01A
0 years, male, white, stage:Stage I, alive, 411 days
158.3
TCGA-B8-5158-01A
0 years, male, white, stage:Stage III, alive, 1218 days
158.2
TCGA-B0-4833-01A
0 years, female, white, stage:Stage I, dead, 2386 days
158.2
TCGA-BP-5173-01A
0 years, male, white, stage:Stage I, dead, 62 days
157.3
TCGA-AK-3451-01A
0 years, male, white, stage:Stage II, alive, 2868 days
155.7
TCGA-CZ-5469-01A
0 years, male, white, stage:Stage II, dead, 946 days
155.2
TCGA-B0-4718-01A
0 years, male, white, stage:Stage III, alive, 1778 days
155.2
TCGA-BP-4758-01A
0 years, male, white, stage:Stage I, alive, 2208 days
155.2
TCGA-CJ-5676-01A
0 years, male, white, stage:Stage III, alive, 4067 days
155.1
TCGA-B0-4817-01A
0 years, male, white, stage:Stage III, dead, 1019 days
154.6
TCGA-B8-5551-01A
0 years, female, black or african american, stage:Stage I, alive, 16 days
154.4
TCGA-CJ-4901-01A
0 years, male, white, stage:Stage III, alive, 1450 days
153.6
TCGA-B0-4834-01A
0 years, male, white, stage:Stage I, dead, 2090 days
153.5
TCGA-CZ-5460-01A
0 years, male, white, stage:Stage IV, alive, 2873 days
153.4
TCGA-A3-3319-01A
0 years, male, white, stage:Stage I, alive, 1130 days
151.8
TCGA-CZ-4857-01A
0 years, male, white, stage:Stage IV, dead, 1432 days
151.3
TCGA-BP-4335-01A
0 years, female, white, stage:Stage IV, dead, 475 days
151.0
TCGA-CJ-4881-01A
0 years, male, white, stage:Stage III, alive, 2014 days
150.5
TCGA-CJ-4882-01A
0 years, male, black or african american, stage:Stage III, alive, 1883 days
149.9
TCGA-B0-5116-01A
0 years, male, white, stage:Stage III, alive, 1274 days
149.6
TCGA-A3-3335-01A
0 years, male, white, stage:Stage II, alive, 1886 days
149.5
TCGA-CJ-4888-01A
0 years, male, white, stage:Stage IV, dead, 1567 days
147.8
TCGA-BP-4989-01A
0 years, male, white, stage:Stage III, alive, 118 days
147.2
TCGA-B0-4691-01A
0 years, male, white, stage:Stage IV, dead, 139 days
147.2
TCGA-DV-A4VX-01A
0 years, male, black or african american, stage:Stage IV, dead, 1626 days
147.1
TCGA-CJ-4903-01A
0 years, male, white, stage:Stage I, alive, 1560 days
146.6
TCGA-A3-3374-01A
0 years, female, black or african american, stage:Stage I, alive, 1314 days
146.0
TCGA-B0-4713-01A
0 years, female, white, stage:Stage III, dead, 202 days
145.9
TCGA-B8-A54D-01A
0 years, male, black or african american, stage:Stage III, alive, 830 days
145.8
TCGA-B0-5088-01A
0 years, male, white, stage:Stage I, dead, 563 days
145.4
TCGA-BP-5190-01A
0 years, male, white, stage:Stage I, alive, 1011 days
144.0
TCGA-B0-5399-01A
0 years, male, white, stage:Stage I, alive, 1411 days
143.8
TCGA-CZ-4860-01A
0 years, male, white, stage:Stage IV, dead, 206 days
143.3
TCGA-BP-4167-01A
0 years, male, white, stage:Stage III, alive, 2718 days
142.9
TCGA-B0-5121-01A
0 years, male, white, stage:Stage I, alive, 1485 days
142.1
TCGA-CJ-4887-01A
0 years, male, white, stage:Stage IV, dead, 932 days
140.6
TCGA-A3-3313-01A
0 years, male, black or african american, stage:Stage I, dead, 735 days
140.6
TCGA-CJ-4878-01A
0 years, female, white, stage:Stage III, alive, 2186 days
139.8
TCGA-BP-4771-01A
0 years, male, white, stage:Stage IV, dead, 162 days
139.7
TCGA-B8-4143-01A
0 years, female, white, stage:Stage IV, dead, 709 days
136.2
TCGA-CJ-4636-01A
0 years, male, white, stage:Stage III, alive, 1924 days
134.7
TCGA-B0-4843-01A
0 years, male, white, stage:Stage III, dead, 320 days
133.3
TCGA-BP-5009-01A
0 years, male, white, stage:Stage I, dead, 1092 days
132.3
TCGA-A3-3358-01A
0 years, female, white, stage:Stage I, alive, 1307 days
132.1
TCGA-BP-4337-01A
0 years, female, white, stage:Stage III, dead, 2 days
131.4
TCGA-AK-3436-01A
0 years, male, white, stage:Stage IV, alive, 3331 days
131.1
TCGA-BP-4351-01A
0 years, female, white, stage:Stage III, alive, 970 days
131.0
TCGA-B2-4098-01A
0 years, female, black or african american, stage:Stage I, dead, 51 days
130.5
TCGA-BP-4761-01A
0 years, male, white, stage:Stage III, alive, 182 days
129.5
TCGA-B0-5400-01A
0 years, female, white, stage:Stage III, alive, 1733 days
129.3
TCGA-B0-5117-01A
0 years, male, white, stage:Stage I, alive, 1608 days
128.7
TCGA-B0-4819-01A
0 years, female, white, stage:Stage IV, dead, 183 days
127.6
TCGA-B0-4842-01A
0 years, female, white, stage:Stage III, dead, 1724 days
127.3
TCGA-BP-5183-01A
0 years, male, white, stage:Stage III, alive, 1291 days
127.1
TCGA-B0-5081-01A
0 years, female, white, stage:Stage III, dead, 362 days
126.8
TCGA-BP-5000-01A
0 years, male, white, stage:Stage I, alive, 563 days
126.3
TCGA-CZ-4854-01A
0 years, male, white, stage:Stage I, dead, 1404 days
126.0
TCGA-CJ-4638-01A
0 years, female, white, stage:Stage IV, dead, 431 days
125.7
TCGA-B0-4714-01A
0 years, male, white, stage:Stage IV, dead, 99 days
123.3
TCGA-MM-A564-01A
0 years, male, black or african american, stage:Stage II, alive, 607 days
123.2
TCGA-CJ-4891-01A
0 years, female, white, stage:Stage III, dead, 819 days
120.8
TCGA-AK-3453-01A
0 years, female, white, stage:Stage II, alive, 2531 days
120.7
TCGA-BP-4969-01A
0 years, female, white, stage:Stage I, alive, 1794 days
118.8
TCGA-BP-4352-01A
0 years, female, white, stage:Stage IV, dead, 344 days
117.5
TCGA-BP-5010-01A
0 years, male, white, stage:Stage III, dead, 878 days
115.2
TCGA-BP-4798-01A
0 years, male, white, stage:'--, dead, 334 days
114.5
TCGA-CJ-4900-01A
0 years, female, white, stage:Stage IV, dead, 1714 days
113.9
TCGA-B0-5098-01A
0 years, female, black or african american, stage:Stage I, dead, 1584 days
113.5
TCGA-B0-4847-01A
0 years, male, white, stage:Stage IV, dead, 793 days
112.3
TCGA-BP-4981-01A
0 years, female, white, stage:Stage III, dead, 1097 days
110.1
TCGA-BP-5001-01A
0 years, female, white, stage:Stage I, alive, 1177 days
109.2
TCGA-BP-5178-01A
0 years, male, white, stage:Stage IV, dead, 1912 days
109.2
TCGA-G6-A5PC-01A
0 years, female, black or african american, stage:Stage IV, dead, 242 days
107.9
TCGA-B0-4844-01A
0 years, male, white, stage:Stage IV, dead, 313 days
107.5
TCGA-A3-3385-01A
0 years, female, white, stage:Stage I, alive, 1993 days
105.8
TCGA-B4-5835-01A
0 years, female, white, stage:Stage I, alive, 16 days
105.2
TCGA-CJ-4875-01A
0 years, male, white, stage:Stage IV, dead, 3554 days
104.8
TCGA-B8-5162-01A
0 years, male, white, stage:Stage II, alive, 36 days
104.5
TCGA-B0-4815-01A
0 years, male, white, stage:Stage III, dead, 1588 days
103.4
TCGA-AK-3427-01A
0 years, male, white, stage:Stage I, alive, 3583 days
101.9
TCGA-BP-4960-01A
0 years, male, white, stage:Stage II, alive, 2172 days
100.0
TCGA-CJ-4912-01A
0 years, male, white, stage:Stage II, alive, 1657 days
97.5
TCGA-B0-4813-01A
0 years, male, white, stage:Stage III, dead, 18 days
97.0
TCGA-CJ-4873-01A
0 years, female, white, stage:Stage III, alive, 1776 days
96.9
TCGA-B0-4841-01A
0 years, male, white, stage:Stage IV, dead, 204 days
96.2
TCGA-B0-5706-01A
0 years, male, white, stage:Stage II, alive, 3205 days
95.3
TCGA-BP-4971-01A
0 years, male, white, stage:Stage III, alive, 1487 days
93.7
TCGA-CJ-5679-01A
0 years, male, white, stage:Stage III, dead, 679 days
89.6
TCGA-B8-4154-01A
0 years, female, white, stage:Stage I, alive, 1380 days
87.8
TCGA-BP-4799-01A
0 years, male, white, stage:Stage III, dead, 1133 days
87.2
TCGA-B0-4707-01A
0 years, male, white, stage:Stage III, dead, 600 days
84.7
TCGA-AK-3454-01A
0 years, male, white, stage:Stage I, alive, 874 days
83.5
TCGA-B0-5084-01A
0 years, male, white, stage:Stage IV, dead, 222 days
83.3
TCGA-B0-5085-01A
0 years, female, white, stage:Stage III, dead, 770 days
83.2
TCGA-AK-3458-01A
0 years, male, white, stage:Stage I, alive, 1168 days
81.5
TCGA-B0-4822-01A
0 years, male, white, stage:Stage II, dead, 1111 days
80.0
TCGA-B0-4821-01A
0 years, female, asian, stage:Stage III, dead, 1230 days
79.8
TCGA-B0-5702-01A
0 years, male, white, stage:Stage I, alive, 2172 days
77.9
TCGA-BP-4334-01A
0 years, male, white, stage:Stage III, dead, 645 days
76.9
TCGA-B2-5633-01A
0 years, male, white, stage:Stage I, alive, 963 days
76.4
TCGA-B8-A54I-01A
0 years, male, black or african american, stage:Stage I, alive, 150 days
75.6
TCGA-BP-5175-01A
0 years, male, white, stage:Stage I, alive, 932 days
70.2
TCGA-BP-5191-01A
0 years, male, white, stage:Stage III, alive, 967 days
67.5
TCGA-AK-3426-01A
0 years, male, white, stage:Stage III, dead, 885 days
66.3
TCGA-B0-4811-01A
0 years, male, white, stage:Stage III, dead, 1417 days
63.3
TCGA-BP-5185-01A
0 years, male, white, stage:Stage I, alive, 1132 days
60.0
TCGA-B0-4697-01A
0 years, female, white, stage:Stage IV, dead, 578 days
57.4
TCGA-G6-A8L7-01A
0 years, female, black or african american, stage:Stage I, alive, 2133 days
54.5
TCGA-AK-3447-01A
0 years, male, white, stage:Stage II, alive, 1217 days
51.7
TCGA-BP-5169-01A
0 years, male, white, stage:Stage I, alive, 193 days
47.3
TCGA-BP-4992-01A
0 years, male, white, stage:Stage I, alive, 501 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.
MRFAP1 is validated prognostic, high expression is favorable in Kidney Renal Clear Cell Carcinoma (validation)
Stage:
Survival analysis
Current cut offi
Current cut-off shows the cut-off (FPKM) currently selected. It may be changed manually. When the current cut-off is changed, the vertical dashed line indicating cut-off, the interactive survival scatter plot and the Kaplan-Meier curve will be automatically adjusted to show results accordingly.
:
Best expression cut offi
Based on the FPKM value of each gene, patients were classified into two groups and association between prognosis (survival) and gene expression (FPKM) was examined. The best expression cut-off refers the FPKM value that yields maximal difference with regard to survival between the two groups at the lowest log-rank P-value. Best expression cut-off was selected based on survival analysis .
When clicking on this number, the vertical dashed line indicating cut-off, the interactive survival plot, and the Kaplan-Meier curve will be adjusted to show results based on the best expression cut-off.
Median expression refers to the median FPKM value calculated based on the gene expression (FPKM) data from all patients in this dataset. When clicking on this number, the vertical dashed line indicating cut-off, the interactive survival plot, and the Kaplan-Meier curve will be adjusted to show results based on the median expression.
Median follow up time refers to the median time (years) after diagnosis with this type of cancer, based on clinical data from all patients in this dataset.
: N/A
P scorei
Log-rank P value for Kaplan-Meier plot showing results from analysis of correlation between mRNA expression level and patient survival.
N/A
5-year survival highi
5-year survival for patients with higher expression than the expression cutoff.
For melanoma and glioma, 3-year survival is shown.
N/A
5-year survival lowi
5-year survival for patients with lower expression than the expression cutoff.
For melanoma and glioma, 3-year survival is shown.
N/A
TCGA RNA samplesi
RNA-seq data is reported as average FPKM (number Fragments Per Kilobase of exon per Million reads), generated by the The Cancer Genome Atlas (TCGA) .
Normal distribution across the dataset is visualized with box plots, shown as median and 25th and 75th percentiles. Points are displayed as outliers if they are above or below 1.5 times the interquartile range. FPKM values of the individual samples are presented next to the box plot.
Average TPM
232.7
Number of samples
100
Samples
Sample
Description
TPM
ccRCC-58
0 years, male, NA, stage:pT1aN0M0, alive, 1110 days
357.9
ccRCC-16
0 years, male, NA, stage:pT2N0M0, alive, 2190 days
333.1
ccRCC-85
0 years, female, NA, stage:pT1bN0M0, alive, 3330 days
332.9
ccRCC-92
0 years, male, NA, stage:pT1aN0M0, alive, 3660 days
328.4
ccRCC-15
0 years, female, NA, stage:pT2N0M0, dead, 2070 days
324.1
ccRCC-60
0 years, female, NA, stage:pT1aN0M0, alive, 1470 days
323.0
ccRCC-27
0 years, male, NA, stage:pT1aN0M0, alive, 1590 days
322.2
ccRCC-20
0 years, female, NA, stage:pT3aN0M1, alive, 930 days
319.9
ccRCC-51
0 years, male, NA, stage:pT3aN0M0, alive, 1410 days
313.7
ccRCC-93
0 years, male, NA, stage:pT1bN0M0, alive, 3660 days
311.5
ccRCC-99
0 years, female, NA, stage:pT2N0M0, alive, 3330 days
310.3
ccRCC-29
0 years, female, NA, stage:pT1aN0M0, alive, 1710 days
309.6
ccRCC-72
0 years, male, NA, stage:pT1bN0M0, alive, 2760 days
309.1
ccRCC-86
0 years, female, NA, stage:pT1bN0M0, alive, 3390 days
307.3
ccRCC-44
0 years, female, NA, stage:pT1bN0M0, alive, 1050 days
306.3
ccRCC-18
0 years, female, NA, stage:pT1aN0M0, alive, 2130 days
302.6
ccRCC-73
0 years, male, NA, stage:pT1aN0M0, alive, 2640 days
299.3
ccRCC-7
0 years, female, NA, stage:pT2N0M0, alive, 330 days
294.4
ccRCC-11
0 years, male, NA, stage:pT1aN0M0, alive, 2370 days
293.2
ccRCC-87
0 years, male, NA, stage:pT1bN0M0, alive, 2370 days
287.8
ccRCC-105
0 years, male, NA, stage:pT1aN0M0, alive, 2190 days
283.0
ccRCC-17
0 years, female, NA, stage:pT1bN0M0, alive, 2220 days
282.1
ccRCC-79
0 years, male, NA, stage:pT1bN0M0, alive, 2670 days
281.1
ccRCC-30
0 years, male, NA, stage:pT2N0M0, dead, 420 days
280.6
ccRCC-98
0 years, male, NA, stage:pT1aN0M0, alive, 30 days
280.4
ccRCC-28
0 years, male, NA, stage:pT1bN0M0, alive, 1530 days
277.9
ccRCC-83
0 years, male, NA, stage:pT1aN0M0, alive, 300 days
274.2
ccRCC-103
0 years, female, NA, stage:pT1aN0M0, alive, 4350 days
272.5
ccRCC-100
0 years, male, NA, stage:pT1aN0M0, alive, 4260 days
270.8
ccRCC-35
0 years, male, NA, stage:pT1aN0M0, alive, 1380 days
270.6
ccRCC-77
0 years, male, NA, stage:pT1bN0M0, alive, 1860 days
266.1
ccRCC-8
0 years, male, NA, stage:pT1bN0M0, alive, 2400 days
262.6
ccRCC-89
0 years, male, NA, stage:pT1aN0M0, alive, 3510 days
260.1
ccRCC-5
0 years, male, NA, stage:pT1aN0M0, alive, 2940 days
259.1
ccRCC-62
0 years, male, NA, stage:pT1bN0M0, alive, 1620 days
257.5
ccRCC-21
0 years, male, NA, stage:pT1bN0M0, alive, 1080 days
256.1
ccRCC-19
0 years, female, NA, stage:pT2N0M0, alive, 2100 days
255.8
ccRCC-25
0 years, male, NA, stage:pT1aN0M0, alive, 1350 days
255.1
ccRCC-52
0 years, female, NA, stage:pT3bN0M1, alive, 1350 days
251.5
ccRCC-4
0 years, male, NA, stage:pT1bN0M0, dead, 270 days
248.7
ccRCC-102
0 years, male, NA, stage:pT1bN0M0, alive, 4260 days
248.5
ccRCC-95
0 years, male, NA, stage:pT1bN0M0, alive, 3960 days
248.3
ccRCC-13
0 years, female, NA, stage:pT3aN2M0, dead, 540 days
247.6
ccRCC-54
0 years, male, NA, stage:pT1bN0M0, alive, 1200 days
247.2
ccRCC-48
0 years, male, NA, stage:pT1bN0M0, alive, 990 days
245.8
ccRCC-70
0 years, male, NA, stage:pT4N0M1, dead, 540 days
244.9
ccRCC-46
0 years, male, NA, stage:pT1bN0M0, alive, 990 days
242.4
ccRCC-6
0 years, male, NA, stage:pT1bN0M0, alive, 2820 days
239.5
ccRCC-104
0 years, female, NA, stage:pT1aN0M0, alive, 3480 days
239.0
ccRCC-40
0 years, male, NA, stage:pT1aN0M0, alive, 1020 days
237.1
ccRCC-80
0 years, male, NA, stage:pT2N0M0, alive, 3000 days
230.9
ccRCC-66
0 years, female, NA, stage:pT3bN0M1, alive, 2520 days
230.1
ccRCC-106
0 years, male, NA, stage:pT1aN0M0, dead, 1890 days
229.2
ccRCC-96
0 years, male, NA, stage:pT1aN0M0, alive, 3930 days
228.6
ccRCC-38
0 years, male, NA, stage:pT1aN0M0, alive, 1380 days
227.8
ccRCC-67
0 years, male, NA, stage:pT1aN0M0, dead, 1260 days
225.3
ccRCC-78
0 years, female, NA, stage:pT1aN0M0, alive, 2610 days
224.0
ccRCC-53
0 years, male, NA, stage:pT1aN0M0, alive, 1260 days
221.9
ccRCC-42
0 years, male, NA, stage:pT3aN0M0, alive, 1170 days
219.2
ccRCC-94
0 years, male, NA, stage:pT1bN0M0, dead, 480 days
215.3
ccRCC-39
0 years, male, NA, stage:pT2N0M0, alive, 900 days
214.6
ccRCC-76
0 years, female, NA, stage:pT3aN0M1, dead, 960 days
214.3
ccRCC-68
0 years, male, NA, stage:pT1bN0M0, alive, 2640 days
213.1
ccRCC-14
0 years, male, NA, stage:pT3cN0M0, alive, 2280 days
211.9
ccRCC-50
0 years, male, NA, stage:pT3bN0M0, alive, 900 days
207.8
ccRCC-31
0 years, male, NA, stage:pT1aN0M0, alive, 1560 days
207.4
ccRCC-59
0 years, male, NA, stage:pT1bN0M0, alive, 930 days
205.3
ccRCC-2
0 years, male, NA, stage:pT1aN0M1, dead, 2190 days
203.7
ccRCC-82
0 years, male, NA, stage:pT1aN0M0, alive, 3090 days
201.2
ccRCC-32
0 years, male, NA, stage:pT2N0M0, dead, 1320 days
200.9
ccRCC-91
0 years, male, NA, stage:pT1aN0M0, dead, 1890 days
200.8
ccRCC-23
0 years, male, NA, stage:pT1bN0M0, alive, 1170 days
200.6
ccRCC-3
0 years, male, NA, stage:pT3bN1M0, dead, 240 days
200.6
ccRCC-12
0 years, male, NA, stage:pT1aN0M0, alive, 900 days
199.9
ccRCC-84
0 years, male, NA, stage:pT1bN0M0, alive, 2010 days
199.4
ccRCC-81
0 years, male, NA, stage:pT3aN2M0, dead, 1290 days
194.4
ccRCC-65
0 years, male, NA, stage:pT3bN0M1, dead, 300 days
192.4
ccRCC-61
0 years, male, NA, stage:pT1aN0M0, alive, 1470 days
189.3
ccRCC-45
0 years, male, NA, stage:pT1aN0M0, alive, 1020 days
187.9
ccRCC-88
0 years, male, NA, stage:pT1aN0M0, alive, 2880 days
185.9
ccRCC-49
0 years, male, NA, stage:pT3bN0M0, alive, 1290 days
183.5
ccRCC-41
0 years, male, NA, stage:pT3bN0M0, dead, 540 days
172.6
ccRCC-22
0 years, male, NA, stage:pT3bN0M0, dead, 330 days
169.7
ccRCC-10
0 years, male, NA, stage:pT3aN2M1, dead, 90 days
169.3
ccRCC-69
0 years, male, NA, stage:pT1aN0M0, alive, 2670 days
168.7
ccRCC-71
0 years, male, NA, stage:pT1bN0M0, alive, 2160 days
168.1
ccRCC-1
0 years, female, NA, stage:pT1bN0M0, alive, 3330 days
165.3
ccRCC-34
0 years, male, NA, stage:pT3bN0M1, alive, 1530 days
165.2
ccRCC-97
0 years, male, NA, stage:pT1aN2M1, dead, 990 days
162.0
ccRCC-37
0 years, female, NA, stage:pT1aN0M0, alive, 1500 days
160.7
ccRCC-43
0 years, female, NA, stage:pT1bN0M0, alive, 1050 days
157.6
ccRCC-24
0 years, male, NA, stage:pT3bN0M0, dead, 750 days
142.6
ccRCC-26
0 years, male, NA, stage:pT1bN0M0, alive, 1800 days
138.6
ccRCC-90
0 years, male, NA, stage:pT1aN0M0, dead, 1170 days
136.8
ccRCC-55
0 years, female, NA, stage:pT3bN0M0, alive, 1260 days
130.5
ccRCC-75
0 years, male, NA, stage:pT3aN1M1, dead, 180 days
125.7
ccRCC-64
0 years, male, NA, stage:pT3aN0M0, alive, 2430 days
108.8
ccRCC-36
0 years, male, NA, stage:pT2N0M0, alive, 1410 days
106.0
ccRCC-9
0 years, male, NA, stage:pT2N1M1, dead, 360 days
97.9
ccRCC-56
0 years, male, NA, stage:pT1aN0M0, alive, 1950 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.
MRFAP1 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
219.3
Number of samples
282
Samples
Sample
Description
TPM
TCGA-G7-A8LD-01A
0 years, male, white, stage:Stage III, dead, 514 days
809.6
TCGA-5P-A9K8-01A
0 years, female, white, stage:'--, alive, 1309 days
549.5
TCGA-A4-7734-01A
0 years, female, white, stage:Stage I, alive, 27 days
461.0
TCGA-B9-A5W9-01A
0 years, male, white, stage:Stage I, alive, 5 days
430.8
TCGA-B1-A655-01A
0 years, female, white, stage:Stage I, alive, 510 days
427.4
TCGA-DW-7839-01A
0 years, female, white, stage:Stage I, alive, 419 days
420.9
TCGA-Y8-A8RZ-01A
0 years, male, white, stage:Stage I, alive, 205 days
412.7
TCGA-BQ-5891-01A
0 years, female, white, stage:Stage III, alive, 29 days
407.1
TCGA-GL-8500-01A
0 years, male, white, stage:Stage I, alive, 841 days
400.8
TCGA-AL-3467-01A
0 years, female, white, stage:'--, alive, 2135 days
400.0
TCGA-A4-7828-01A
0 years, female, black or african american, stage:Stage I, alive, 238 days
398.3
TCGA-EV-5902-01A
0 years, male, white, stage:Stage I, alive, 578 days
395.1
TCGA-B9-5155-01A
0 years, male, white, stage:Stage III, alive, 665 days
387.6
TCGA-Y8-A894-01A
0 years, female, white, stage:Stage I, alive, 567 days
374.6
TCGA-B3-A6W5-01A
0 years, male, black or african american, stage:Stage I, alive, 309 days
369.1
TCGA-B9-A5W7-01A
0 years, male, black or african american, stage:Stage I, alive, 585 days
368.8
TCGA-B9-A5W8-01A
0 years, male, black or african american, stage:Stage II, alive, 524 days
362.0
TCGA-GL-7773-01A
0 years, male, white, stage:Stage I, alive, 393 days
355.6
TCGA-UZ-A9PM-01A
0 years, male, white, stage:Stage II, alive, 3811 days
351.1
TCGA-SX-A7SR-01A
0 years, male, white, stage:Stage II, alive, 805 days
351.1
TCGA-A4-8098-01A
0 years, male, black or african american, stage:Stage I, alive, 896 days
350.0
TCGA-BQ-5876-01A
0 years, male, white, stage:Stage I, alive, 586 days
349.1
TCGA-SX-A71V-01A
0 years, male, white, stage:Stage I, alive, 876 days
346.6
TCGA-BQ-7055-01A
0 years, male, white, stage:Stage I, alive, 799 days
343.2
TCGA-MH-A561-01A
0 years, male, white, stage:Stage I, alive, 841 days
341.8
TCGA-A4-7583-01A
0 years, male, black or african american, stage:Stage I, alive, 3 days
336.8
TCGA-MH-A855-01A
0 years, female, black or african american, stage:Stage II, alive, 369 days
335.2
TCGA-A4-8515-01A
0 years, male, american indian or alaska native, stage:Stage I, alive, 709 days
333.0
TCGA-DZ-6133-01A
0 years, female, white, stage:Stage I, dead, 1557 days
332.2
TCGA-DW-7842-01A
0 years, male, white, stage:Stage I, alive, 92 days
332.1
TCGA-A4-A5Y1-01A
0 years, male, white, stage:Stage III, dead, 395 days
331.4
TCGA-BQ-5878-01A
0 years, female, white, stage:Stage III, alive, 1938 days
330.6
TCGA-SX-A71S-01A
0 years, female, white, stage:Stage I, alive, 1504 days
329.7
TCGA-BQ-5877-01A
0 years, male, black or african american, stage:Stage IV, dead, 270 days
327.5
TCGA-P4-A5EB-01A
0 years, male, white, stage:Stage I, alive, 2477 days
326.8
TCGA-IA-A40X-01A
0 years, female, black or african american, stage:Stage I, alive, 608 days
325.3
TCGA-BQ-7050-01A
0 years, female, white, stage:Stage I, alive, 1864 days
324.9
TCGA-5P-A9JV-01A
0 years, male, white, stage:'--, alive, 2043 days
322.2
TCGA-DZ-6134-01A
0 years, male, white, stage:Stage I, alive, 1856 days
314.2
TCGA-2Z-A9J8-01A
0 years, male, white, stage:Stage I, alive, 2790 days
312.5
TCGA-DW-7834-01A
0 years, male, white, stage:Stage I, alive, 3950 days
312.4
TCGA-HE-A5NH-01A
0 years, male, stage:Stage I, alive, 791 days
309.5
TCGA-F9-A97G-01A
0 years, male, asian, stage:Stage III, alive, 13 days
309.3
TCGA-PJ-A5Z9-01A
0 years, female, white, stage:Stage I, alive, 540 days
308.7
TCGA-2Z-A9JG-01A
0 years, male, white, stage:Stage I, alive, 1662 days
308.3
TCGA-G7-A8LE-01A
0 years, male, white, stage:Stage I, alive, 2453 days
305.8
TCGA-MH-A857-01A
0 years, male, black or african american, stage:Stage I, alive, 890 days
304.9
TCGA-KV-A74V-01A
0 years, male, white, stage:Stage I, alive, 347 days
304.8
TCGA-PJ-A5Z8-01A
0 years, female, white, stage:Stage I, alive, 600 days
300.6
TCGA-G7-6793-01A
0 years, female, white, stage:Stage IV, dead, 336 days
299.1
TCGA-UZ-A9PN-01A
0 years, male, white, stage:Stage III, dead, 1136 days
298.0
TCGA-2Z-A9J9-01A
0 years, male, black or african american, stage:Stage I, alive, 2294 days
297.7
TCGA-UZ-A9PQ-01A
0 years, male, black or african american, stage:Stage III, dead, 2624 days
296.2
TCGA-Y8-A896-01A
0 years, male, white, stage:Stage III, alive, 567 days
291.5
TCGA-Y8-A8S0-01A
0 years, male, white, stage:Stage I, alive, 183 days
287.2
TCGA-GL-A9DC-01A
0 years, female, white, stage:Stage I, alive, 392 days
286.9
TCGA-BQ-5890-01A
0 years, male, white, stage:Stage III, alive, 233 days
286.4
TCGA-UZ-A9PK-01A
0 years, male, white, stage:Stage I, alive, 3571 days
284.6
TCGA-G7-6797-01A
0 years, male, white, stage:Stage III, alive, 765 days
284.4
TCGA-SX-A71W-01A
0 years, male, white, stage:Stage I, alive, 1076 days
284.4
TCGA-IZ-8196-01A
0 years, male, white, stage:Stage I, alive, 649 days
284.0
TCGA-2Z-A9JJ-01A
0 years, female, white, stage:Stage I, alive, 1213 days
276.8
TCGA-A4-7997-01A
0 years, male, white, stage:Stage I, alive, 927 days
276.6
TCGA-Y8-A897-01A
0 years, female, white, stage:Stage I, alive, 549 days
276.5
TCGA-UZ-A9PS-01A
0 years, female, black or african american, stage:Stage II, alive, 2167 days
276.4
TCGA-A4-8310-01A
0 years, male, white, stage:Stage III, alive, 780 days
275.5
TCGA-UZ-A9PV-01A
0 years, male, white, stage:Stage I, alive, 1444 days
272.9
TCGA-EV-5901-01A
0 years, female, white, stage:Stage I, alive, 1040 days
272.9
TCGA-P4-AAVK-01A
0 years, male, white, stage:Stage III, alive, 1590 days
272.6
TCGA-BQ-5883-01A
0 years, female, black or african american, stage:Stage I, alive, 1242 days
271.4
TCGA-UZ-A9PR-01A
0 years, male, white, stage:Stage I, alive, 2191 days
270.1
TCGA-B3-4104-01A
0 years, male, white, stage:Stage II, alive, 1049 days
269.5
TCGA-P4-A5E7-01A
0 years, female, white, stage:Stage I, alive, 2649 days
269.3
TCGA-DW-7838-01A
0 years, male, white, stage:Stage I, alive, 744 days
268.9
TCGA-EV-5903-01A
0 years, male, white, stage:Stage I, alive, 757 days
267.6
TCGA-J7-6720-01A
0 years, male, asian, stage:Stage I, alive, 388 days
262.8
TCGA-BQ-5892-01A
0 years, male, white, stage:Stage I, alive, 364 days
261.3
TCGA-2Z-A9JR-01A
0 years, male, white, stage:Stage I, alive, 161 days
259.6
TCGA-UZ-A9PP-01A
0 years, male, white, stage:Stage I, alive, 3010 days
255.9
TCGA-BQ-5884-01A
0 years, female, black or african american, stage:Stage I, alive, 792 days
254.5
TCGA-UZ-A9PJ-01A
0 years, male, white, stage:Stage I, dead, 797 days
254.0
TCGA-2Z-A9JS-01A
0 years, male, white, stage:Stage I, dead, 492 days
252.6
TCGA-DW-7836-01A
0 years, male, white, stage:Stage I, alive, 1093 days
251.6
TCGA-HE-7129-01A
male, stage:Stage II, alive, 2492 days
251.3
TCGA-A4-A5Y0-01A
0 years, female, white, stage:Stage I, alive, 252 days
250.5
TCGA-G7-6792-01A
0 years, male, black or african american, stage:Stage I, alive, 2765 days
250.5
TCGA-B9-4116-01A
0 years, female, black or african american, stage:'--, alive, 627 days
250.3
TCGA-B3-4103-01A
0 years, male, white, stage:Stage I, alive, 930 days
249.7
TCGA-B3-3925-01A
0 years, male, white, stage:Stage III, alive, 1029 days
247.4
TCGA-G7-A8LC-01A
0 years, male, white, stage:Stage I, alive, 702 days
245.0
TCGA-DZ-6132-01A
0 years, male, stage:Stage I, alive, 2460 days
244.9
TCGA-B1-A657-01A
0 years, male, white, stage:Stage I, alive, 641 days
244.8
TCGA-GL-A59R-01A
0 years, male, white, stage:Stage III, alive, 378 days
244.3
TCGA-A4-7288-01A
0 years, female, white, stage:'--, alive, 1857 days
243.7
TCGA-B3-3926-01A
0 years, female, white, stage:Stage I, alive, 883 days
243.3
TCGA-G7-6789-01A
0 years, female, white, stage:Stage IV, dead, 122 days
240.9
TCGA-BQ-7045-01A
0 years, male, black or african american, stage:Stage I, dead, 1468 days
239.8
TCGA-5P-A9JU-01A
0 years, male, white, stage:Stage III, alive, 373 days
239.5
TCGA-A4-7915-01A
0 years, female, black or african american, stage:Stage II, alive, 7 days
239.0
TCGA-5P-A9KA-01A
0 years, male, white, stage:'--, alive, 395 days
237.9
TCGA-BQ-7051-01A
0 years, male, white, stage:Stage II, alive, 1533 days
237.9
TCGA-B1-7332-01A
0 years, female, black or african american, stage:Stage II, alive, 1141 days
237.5
TCGA-B9-5156-01A
0 years, male, white, stage:'--, alive, 1338 days
236.7
TCGA-J7-8537-01A
0 years, female, asian, stage:Stage III, dead, 321 days
235.3
TCGA-GL-6846-01A
0 years, male, white, stage:Stage IV, alive, 5925 days
233.0
TCGA-V9-A7HT-01A
0 years, male, black or african american, stage:Stage II, alive, 965 days
232.4
TCGA-4A-A93W-01A
0 years, female, white, stage:Stage I, alive, 4 days
232.0
TCGA-Y8-A8S1-01A
0 years, male, white, stage:Stage I, alive, 404 days
229.6
TCGA-MH-A854-01A
0 years, female, black or african american, stage:Stage I, alive, 536 days
229.6
TCGA-Y8-A898-01A
0 years, male, white, stage:Stage I, alive, 475 days
228.7
TCGA-B9-A69E-01A
0 years, male, white, stage:Stage III, alive, 452 days
228.6
TCGA-UN-AAZ9-01A
0 years, female, black or african american, stage:Stage I, alive, 548 days
228.4
TCGA-BQ-5875-01A
0 years, female, white, stage:Stage III, alive, 2639 days
228.3
TCGA-GL-A9DE-01A
0 years, male, black or african american, stage:Stage I, alive, 496 days
228.0
TCGA-2Z-A9JO-01A
0 years, female, black or african american, stage:Stage I, alive, 949 days
226.8
TCGA-A4-8516-01A
0 years, male, white, stage:Stage III, alive, 23 days
226.0
TCGA-B1-A654-01A
0 years, female, black or african american, stage:Stage I, alive, 616 days
225.1
TCGA-AL-3466-01A
0 years, male, white, stage:Stage IV, dead, 293 days
224.7
TCGA-2Z-A9JK-01A
0 years, male, white, stage:Stage III, alive, 1186 days
224.0
TCGA-P4-AAVO-01A
0 years, male, white, stage:Stage I, alive, 2400 days
223.1
TCGA-IZ-A6M8-01A
0 years, male, black or african american, stage:Stage I, alive, 497 days
222.9
TCGA-A4-8630-01A
0 years, female, white, stage:Stage I, alive, 436 days
222.1
TCGA-GL-A59T-01A
0 years, male, white, stage:Stage I, alive, 546 days
222.1
TCGA-A4-A4ZT-01A
0 years, female, white, stage:Stage I, alive, 516 days
220.0
TCGA-2Z-A9J1-01A
0 years, male, white, stage:Stage I, alive, 2298 days
219.7
TCGA-SX-A7SQ-01A
0 years, male, white, stage:Stage I, alive, 1266 days
219.2
TCGA-BQ-7046-01A
0 years, male, white, stage:Stage I, alive, 2948 days
218.3
TCGA-A4-8312-01A
0 years, male, black or african american, stage:Stage I, alive, 708 days
217.9
TCGA-SX-A7SO-01A
0 years, male, white, stage:Stage I, alive, 1257 days
216.9
TCGA-BQ-7056-01A
0 years, female, white, stage:Stage III, alive, 612 days
216.7
TCGA-O9-A75Z-01A
0 years, male, white, stage:Stage I, alive, 471 days
216.7
TCGA-KV-A6GD-01A
0 years, male, white, stage:Stage I, alive, 560 days
216.2
TCGA-2Z-A9JI-01A
0 years, male, white, stage:Stage III, alive, 1567 days
215.8
TCGA-B3-8121-01A
0 years, female, black or african american, stage:Stage I, alive, 379 days
215.2
TCGA-GL-A4EM-01A
0 years, male, white, stage:Stage I, alive, 32 days
213.5
TCGA-BQ-7053-01A
0 years, female, black or african american, stage:Stage III, alive, 1516 days
213.4
TCGA-IA-A40U-01A
0 years, male, white, stage:Stage III, alive, 511 days
213.2
TCGA-G7-6796-01A
0 years, male, white, stage:Stage I, alive, 2173 days
211.2
TCGA-A4-A5XZ-01A
0 years, female, white, stage:Stage II, alive, 479 days
210.4
TCGA-BQ-5893-01A
0 years, male, white, stage:Stage IV, dead, 241 days
210.0
TCGA-A4-7286-01A
0 years, male, white, stage:'--, alive, 554 days
209.3
TCGA-UZ-A9PU-01A
0 years, male, white, stage:Stage I, dead, 933 days
209.2
TCGA-MH-A560-01A
0 years, male, white, stage:Stage I, alive, 924 days
208.0
TCGA-2Z-A9JE-01A
0 years, male, white, stage:Stage I, alive, 1728 days
207.7
TCGA-B9-A8YH-01A
0 years, male, black or african american, stage:Stage I, alive, 532 days
207.5
TCGA-5P-A9KC-01A
0 years, female, white, stage:'--, alive, 377 days
205.9
TCGA-UZ-A9Q1-01A
0 years, female, white, stage:Stage I, alive, 730 days
205.2
TCGA-A4-A57E-01A
0 years, male, white, stage:Stage IV, dead, 258 days
205.0
TCGA-DZ-6135-01A
0 years, male, stage:Stage I, alive, 2269 days
204.5
TCGA-5P-A9JZ-01A
0 years, female, white, stage:'--, alive, 2744 days
202.2
TCGA-BQ-5894-01A
0 years, male, stage:Stage IV, alive, 84 days
201.1
TCGA-SX-A7SM-01A
0 years, male, black or african american, stage:Stage IV, dead, 363 days
200.8
TCGA-BQ-7062-01A
0 years, male, black or african american, stage:Stage I, alive, 116 days
199.7
TCGA-F9-A8NY-01A
0 years, female, asian, stage:Stage IV, alive, 36 days
198.1
TCGA-2Z-A9J6-01A
0 years, male, white, stage:Stage I, alive, 1731 days
197.8
TCGA-SX-A71U-01A
0 years, male, white, stage:Stage I, alive, 1357 days
197.1
TCGA-AT-A5NU-01A
0 years, male, white, stage:Stage I, alive, 67 days
196.9
TCGA-SX-A7SP-01A
0 years, female, white, stage:Stage I, dead, 496 days
196.8
TCGA-5P-A9KH-01A
0 years, male, white, stage:'--, alive, 2051 days
196.1
TCGA-2Z-A9JD-01A
0 years, male, white, stage:Stage I, alive, 1060 days
196.0
TCGA-DW-7837-01A
0 years, male, black or african american, stage:Stage I, alive, 1142 days
195.7
TCGA-DZ-6131-01A
0 years, male, white, stage:Stage III, alive, 2429 days
195.4
TCGA-BQ-7048-01A
0 years, male, white, stage:Stage III, alive, 2839 days
195.4
TCGA-P4-AAVM-01A
0 years, male, white, stage:Stage I, alive, 1539 days
194.3
TCGA-HE-7130-01A
female, stage:Stage III, alive, 1770 days
193.0
TCGA-SX-A7SN-01A
0 years, male, white, stage:Stage I, alive, 578 days
192.6
TCGA-5P-A9KE-01A
0 years, male, white, stage:'--, alive, 824 days
192.3
TCGA-2Z-A9JM-01A
0 years, male, white, stage:Stage I, alive, 934 days
191.6
TCGA-IA-A83T-01A
0 years, male, white, stage:'--, dead, 2684 days
191.4
TCGA-IA-A83V-01A
0 years, male, white, stage:Stage I, dead, 2941 days
191.3
TCGA-5P-A9K4-01A
0 years, male, white, stage:'--, alive, 2184 days
190.8
TCGA-BQ-7059-01A
0 years, male, white, stage:Stage I, alive, 232 days
190.3
TCGA-BQ-7049-01A
0 years, female, white, stage:Stage I, dead, 1364 days
189.4
TCGA-5P-A9K0-01A
0 years, male, white, stage:'--, alive, 677 days
189.4
TCGA-P4-AAVL-01A
0 years, male, white, stage:Stage III, dead, 487 days
189.1
TCGA-MH-A55W-01A
0 years, male, black or african american, stage:Stage I, alive, 1043 days
188.5
TCGA-A4-7585-01A
0 years, male, white, stage:Stage III, dead, 1070 days
188.4
TCGA-SX-A7SL-01A
0 years, male, stage:Stage I, alive, 823 days
187.4
TCGA-B1-A47M-01A
0 years, male, black or african american, stage:Stage III, alive, 659 days
186.3
TCGA-AL-7173-01A
0 years, female, white, stage:Stage IV, alive, 2060 days
186.2
TCGA-UZ-A9PX-01A
0 years, male, white, stage:Stage I, alive, 1981 days
185.6
TCGA-IA-A40Y-01A
0 years, female, white, stage:Stage III, alive, 62 days
185.5
TCGA-IA-A83W-01A
0 years, male, white, stage:Stage I, dead, 2043 days
185.0
TCGA-B9-4117-01A
0 years, female, black or african american, stage:'--, alive, 14 days
184.7
TCGA-BQ-7061-01A
0 years, female, white, stage:Stage I, alive, 218 days
184.5
TCGA-A4-7584-01A
0 years, male, black or african american, stage:Stage I, alive, 650 days
184.0
TCGA-B9-4113-01A
0 years, male, black or african american, stage:Stage I, dead, 1536 days
183.1
TCGA-2Z-A9JL-01A
0 years, male, black or african american, stage:Stage I, alive, 1006 days
182.6
TCGA-IA-A83S-01A
0 years, male, white, stage:'--, dead, 2609 days
182.4
TCGA-5P-A9K6-01A
0 years, male, white, stage:'--, alive, 1914 days
182.4
TCGA-5P-A9KF-01A
0 years, male, white, stage:'--, alive, 845 days
182.1
TCGA-HE-A5NK-01A
0 years, male, stage:'--, alive, 2228 days
180.5
TCGA-B9-A8YI-01A
0 years, male, black or african american, stage:Stage I, alive, 374 days
177.1
TCGA-B1-5398-01A
0 years, male, white, stage:Stage III, alive, 1251 days
177.0
TCGA-HE-A5NF-01A
0 years, male, stage:Stage I, alive, 2582 days
176.8
TCGA-A4-8517-01A
0 years, male, white, stage:Stage I, alive, 597 days
176.2
TCGA-2Z-A9J5-01A
0 years, male, white, stage:Stage II, alive, 3050 days
168.9
TCGA-F9-A7Q0-01A
0 years, female, asian, stage:Stage I, alive, 398 days
168.7
TCGA-B1-A656-01A
0 years, male, white, stage:Stage I, alive, 618 days
168.5
TCGA-G7-A4TM-01A
0 years, male, black or african american, stage:Stage I, alive, 768 days
167.0
TCGA-MH-A856-01A
0 years, male, white, stage:Stage I, alive, 947 days
166.2
TCGA-G7-7501-01A
0 years, female, black or african american, stage:Stage III, dead, 624 days
166.1
TCGA-BQ-7044-01A
0 years, male, white, stage:Stage III, alive, 3760 days
165.8
TCGA-2Z-A9JN-01A
0 years, female, black or african american, stage:Stage I, alive, 740 days
164.2
TCGA-UZ-A9PO-01A
0 years, male, white, stage:Stage I, alive, 1911 days
163.7
TCGA-BQ-5887-01A
0 years, male, white, stage:Stage III, alive, 771 days
162.8
TCGA-4A-A93X-01A
0 years, male, white, stage:Stage IV, alive, 390 days
161.4
TCGA-BQ-5888-01A
0 years, female, white, stage:Stage I, alive, 403 days
158.9
TCGA-SX-A7SU-01A
0 years, male, stage:Stage I, alive, 1331 days
158.0
TCGA-BQ-5879-01A
0 years, female, white, stage:Stage III, dead, 697 days
156.8
TCGA-DW-7841-01A
0 years, male, black or african american, stage:Stage I, alive, 445 days
156.6
TCGA-5P-A9K9-01A
0 years, female, white, stage:'--, dead, 589 days
156.1
TCGA-5P-A9JW-01A
0 years, male, white, stage:'--, alive, 3241 days
155.9
TCGA-A4-A48D-01A
0 years, male, black or african american, stage:Stage I, alive, 379 days
155.8
TCGA-2Z-A9J3-01A
0 years, male, white, stage:Stage II, dead, 1771 days
152.3
TCGA-Y8-A895-01A
0 years, male, white, stage:Stage I, alive, 484 days
152.1
TCGA-B9-4114-01A
0 years, male, black or african american, stage:'--, alive, 857 days
151.9
TCGA-BQ-7060-01A
0 years, male, american indian or alaska native, stage:Stage I, alive, 214 days
151.6
TCGA-HE-A5NJ-01A
0 years, male, stage:'--, alive, 1726 days
151.2
TCGA-GL-7966-01A
0 years, female, white, stage:Stage III, alive, 112 days
150.0
TCGA-F9-A7VF-01A
0 years, female, white, stage:Stage I, alive, 73 days
149.7
TCGA-A4-A5DU-01A
0 years, female, white, stage:Stage I, alive, 496 days
148.4
TCGA-2Z-A9JQ-01A
0 years, male, white, stage:Stage I, alive, 778 days
147.7
TCGA-2K-A9WE-01A
0 years, male, white, stage:Stage II, alive, 214 days
147.2
TCGA-IZ-8195-01A
0 years, male, white, stage:Stage II, alive, 677 days
146.9
TCGA-Y8-A8RY-01A
0 years, male, white, stage:Stage I, alive, 769 days
146.8
TCGA-AL-3473-01A
0 years, male, white, stage:Stage II, alive, 1906 days
144.4
TCGA-A4-A6HP-01A
0 years, male, white, stage:Stage I, alive, 379 days
142.7
TCGA-A4-8311-01A
0 years, male, white, stage:Stage I, alive, 729 days
142.6
TCGA-GL-A9DD-01A
0 years, male, white, stage:Stage I, alive, 341 days
141.7
TCGA-BQ-5881-01A
0 years, male, white, stage:Stage I, alive, 1454 days
141.6
TCGA-BQ-5880-01A
0 years, male, white, stage:Stage III, dead, 1314 days
140.6
TCGA-A4-7287-01A
0 years, female, white, stage:Stage I, dead, 597 days
139.6
TCGA-UZ-A9PZ-01A
0 years, male, white, stage:Stage III, alive, 657 days
139.1
TCGA-2Z-A9J7-01A
0 years, male, white, stage:Stage IV, dead, 139 days
138.3
TCGA-BQ-5889-01A
0 years, male, white, stage:Stage IV, dead, 329 days
138.2
TCGA-DW-5561-01A
0 years, male, black or african american, stage:Stage I, alive, 414 days
138.1
TCGA-A4-7732-01A
0 years, male, black or african american, stage:'--, alive, 582 days
137.6
TCGA-IZ-A6M9-01A
0 years, male, white, stage:Stage I, alive, 376 days
136.4
TCGA-2Z-A9J2-01A
0 years, female, white, stage:Stage I, alive, 1795 days
136.0
TCGA-A4-8518-01A
0 years, male, white, stage:Stage I, alive, 600 days
135.0
TCGA-2Z-A9JP-01A
0 years, male, white, stage:Stage I, alive, 893 days
134.8
TCGA-WN-AB4C-01A
0 years, female, white, stage:Stage I, alive, 1188 days
134.6
TCGA-SX-A7SS-01A
0 years, male, white, stage:Stage I, alive, 1615 days
134.0
TCGA-F9-A4JJ-01A
0 years, female, black or african american, stage:Stage III, dead, 325 days
133.9
TCGA-5P-A9JY-01A
0 years, male, white, stage:'--, dead, 1508 days
133.9
TCGA-UZ-A9PL-01A
0 years, male, white, stage:Stage II, alive, 3152 days
133.2
TCGA-AL-3468-01A
0 years, male, white, stage:Stage II, dead, 2331 days
128.6
TCGA-HE-A5NL-01A
0 years, male, stage:Stage I, alive, 767 days
127.9
TCGA-B9-4115-01A
0 years, male, black or african american, stage:Stage I, alive, 803 days
127.9
TCGA-DW-7840-01A
0 years, male, black or african american, stage:Stage I, alive, 114 days
127.3
TCGA-KV-A6GE-01A
0 years, male, white, stage:Stage I, alive, 885 days
125.7
TCGA-P4-A5E6-01A
0 years, male, black or african american, stage:Stage III, alive, 3035 days
121.7
TCGA-B1-A47O-01A
0 years, female, white, stage:Stage I, alive, 842 days
120.3
TCGA-MH-A55Z-01A
0 years, male, black or african american, stage:Stage I, alive, 845 days
117.7
TCGA-B9-4617-01A
0 years, male, black or african american, stage:'--, alive, 35 days
114.9
TCGA-BQ-5882-01A
0 years, male, stage:Stage III, dead, 658 days
112.6
TCGA-4A-A93Y-01A
0 years, female, black or african american, stage:Stage II, alive, 352 days
109.4
TCGA-B9-A44B-01A
0 years, male, black or african american, stage:Stage III, alive, 361 days
104.6
TCGA-BQ-5886-01A
0 years, male, white, stage:Stage III, alive, 792 days
103.4
TCGA-MH-A562-01A
0 years, male, black or african american, stage:Stage I, alive, 616 days
102.8
TCGA-BQ-5885-01A
0 years, male, white, stage:Stage III, alive, 921 days
101.6
TCGA-P4-A5E8-01A
0 years, male, white, stage:Stage III, dead, 1306 days
100.3
TCGA-AL-3472-01A
0 years, male, black or african american, stage:'--, alive, 2029 days
97.4
TCGA-WN-A9G9-01A
0 years, male, white, stage:Stage I, alive, 791 days
96.8
TCGA-AL-A5DJ-01A
0 years, female, white, stage:Stage III, dead, 1498 days
95.4
TCGA-2Z-A9JT-01A
0 years, male, white, stage:Stage I, alive, 684 days
92.8
TCGA-P4-A5EA-01A
0 years, female, white, stage:Stage III, dead, 201 days
84.7
TCGA-SX-A71R-01A
0 years, male, white, stage:Stage I, alive, 1457 days
83.8
TCGA-G7-6795-01A
0 years, male, white, stage:Stage I, alive, 1194 days
77.1
TCGA-B1-A47N-01A
0 years, male, white, stage:Stage I, alive, 1110 days
74.9
TCGA-Q2-A5QZ-01A
0 years, female, black or african american, stage:Stage III, alive, 428 days
74.4
TCGA-BQ-7058-01A
0 years, male, white, stage:Stage III, dead, 343 days
72.7
TCGA-P4-A5ED-01A
0 years, male, white, stage:Stage I, alive, 2816 days
64.7
TCGA-DW-5560-01A
0 years, female, white, stage:Stage I, alive, 1486 days
62.0
TCGA-5P-A9K3-01A
0 years, male, white, stage:'--, dead, 471 days
59.6
TCGA-G7-A8LB-01A
0 years, male, white, stage:Stage IV, alive, 547 days
59.5
TCGA-HE-A5NI-01A
0 years, male, stage:Stage I, alive, 360 days
59.0
TCGA-J7-A8I2-01A
0 years, male, asian, stage:Stage I, alive, 307 days
58.9
TCGA-UZ-A9Q0-01A
0 years, male, white, stage:Stage I, alive, 3368 days
52.8
TCGA-AL-3471-01A
0 years, male, white, stage:Stage I, dead, 1500 days
47.2
TCGA-5P-A9K2-01A
0 years, male, white, stage:'--, alive, 2392 days
36.9
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RENAL CELL CARCINOMA - Protein relative expression (CPTAC)
Number of samples
194
Samples
Sample ID
Sample type
nRPX
CPT0092190003
Normal
1.5
CPT0006900003
Tumor
1.1
CPT0065870003
Tumor
1.0
CPT0078930003
Tumor
1.0
CPT0007860003
Tumor
0.9
CPT0078660003
Tumor
0.9
CPT0065750003
Tumor
0.8
CPT0006440003
Tumor
0.7
CPT0086030003
Tumor
0.7
CPT0089460004
Tumor
0.7
CPT0066480003
Tumor
0.7
CPT0078990003
Tumor
0.6
CPT0021240003
Tumor
0.6
CPT0088630003
Tumor
0.6
CPT0092290003
Tumor
0.6
CPT0015730003
Tumor
0.6
CPT0084560003
Tumor
0.6
CPT0023690003
Tumor
0.5
CPT0078530001
Normal
0.5
CPT0075560003
Tumor
0.5
CPT0026410003
Tumor
0.5
CPT0092790003
Tumor
0.5
CPT0065930003
Tumor
0.5
CPT0020120003
Tumor
0.5
CPT0000780007
Tumor
0.5
CPT0076330003
Tumor
0.5
CPT0014370004
Tumor
0.5
CPT0088690003
Tumor
0.5
CPT0012900004
Tumor
0.4
CPT0079380003
Tumor
0.4
CPT0025170003
Tumor
0.4
CPT0009060003
Tumor
0.4
CPT0013790003
Normal
0.4
CPT0063320003
Tumor
0.3
CPT0025290003
Tumor
0.3
CPT0018250001
Normal
0.3
CPT0006530001
Normal
0.3
CPT0075130003
Tumor
0.3
CPT0088760003
Tumor
0.3
CPT0092310003
Normal
0.3
CPT0025580004
Tumor
0.3
CPT0086360003
Tumor
0.3
CPT0024680001
Normal
0.3
CPT0079000001
Normal
0.3
CPT0012370003
Tumor
0.3
CPT0065690003
Tumor
0.3
CPT0002370001
Normal
0.3
CPT0071150004
Tumor
0.3
CPT0069160003
Tumor
0.3
CPT0006630003
Tumor
0.2
CPT0025350003
Tumor
0.2
CPT0077490003
Tumor
0.2
CPT0009000003
Tumor
0.2
CPT0012080003
Tumor
0.2
CPT0088710001
Normal
0.2
CPT0014160003
Tumor
0.2
CPT0017410003
Tumor
0.2
CPT0015910003
Tumor
0.2
CPT0077320001
Normal
0.2
CPT0063630003
Tumor
0.2
CPT0089040001
Normal
0.2
CPT0063640001
Normal
0.2
CPT0000890001
Normal
0.2
CPT0079230003
Tumor
0.2
CPT0081880003
Tumor
0.1
CPT0001540009
Tumor
0.1
CPT0078800003
Tumor
0.1
CPT0012180003
Tumor
0.1
CPT0024670003
Tumor
0.1
CPT0088500001
Normal
0.1
CPT0015810003
Tumor
0.1
CPT0001260009
Tumor
0.1
CPT0012770003
Normal
0.1
CPT0020020001
Normal
0.1
CPT0012550003
Tumor
0.1
CPT0078510003
Tumor
0.1
CPT0012670003
Tumor
0.1
CPT0012090003
Normal
0.1
CPT0001270001
Normal
0.1
CPT0000870016
Tumor
0.1
CPT0014350001
Normal
0.1
CPT0017450001
Normal
0.1
CPT0012640003
Normal
0.1
CPT0014130001
Normal
0.1
CPT0086820003
Tumor
0.1
CPT0079480003
Tumor
0.1
CPT0075720003
Tumor
0.1
CPT0066430001
Normal
0.1
CPT0012290003
Normal
0.1
CPT0065810003
Tumor
0.1
CPT0011240003
Tumor
0.1
CPT0079410003
Tumor
0.1
CPT0012920003
Normal
0.1
CPT0088780001
Normal
0.1
CPT0009080003
Normal
0.0
CPT0001340003
Tumor
0.0
CPT0088970003
Tumor
0.0
CPT0009020003
Normal
0.0
CPT0025230003
Tumor
0.0
CPT0066470004
Tumor
0.0
CPT0026420001
Normal
0.0
CPT0012570003
Normal
0.0
CPT0089020003
Tumor
0.0
CPT0085670003
Tumor
0.0
CPT0084590001
Normal
0.0
CPT0065450001
Normal
0.0
CPT0092730003
Tumor
0.0
CPT0012280003
Tumor
0.0
CPT0087040003
Tumor
0.0
CPT0001190001
Normal
-0.1
CPT0077110003
Tumor
-0.1
CPT0092740003
Normal
-0.1
CPT0000640003
Tumor
-0.1
CPT0023360001
Normal
-0.1
CPT0065430003
Tumor
-0.1
CPT0011410003
Tumor
-0.1
CPT0078830003
Tumor
-0.1
CPT0079430001
Normal
-0.1
CPT0079180003
Tumor
-0.1
CPT0069190001
Normal
-0.1
CPT0076350001
Normal
-0.1
CPT0025060001
Normal
-0.1
CPT0007320003
Tumor
-0.1
CPT0025110003
Tumor
-0.1
CPT0006730001
Normal
-0.1
CPT0081990003
Tumor
-0.1
CPT0069000003
Tumor
-0.1
CPT0019160001
Normal
-0.1
CPT0019130003
Tumor
-0.1
CPT0025880003
Tumor
-0.1
CPT0001230001
Normal
-0.1
CPT0078840001
Normal
-0.1
CPT0025920001
Normal
-0.1
CPT0079510001
Normal
-0.1
CPT0001550001
Normal
-0.2
CPT0002270011
Tumor
-0.2
CPT0023710001
Normal
-0.2
CPT0063330001
Normal
-0.2
CPT0069010001
Normal
-0.2
CPT0087050003
Normal
-0.2
CPT0077310003
Tumor
-0.2
CPT0086370003
Normal
-0.2
CPT0002350011
Tumor
-0.2
CPT0000790001
Normal
-0.2
CPT0001220008
Tumor
-0.3
CPT0082010001
Normal
-0.3
CPT0023350003
Tumor
-0.3
CPT0077140001
Normal
-0.3
CPT0025050003
Tumor
-0.3
CPT0075570001
Normal
-0.3
CPT0078670001
Normal
-0.3
CPT0075170001
Normal
-0.3
CPT0066520001
Normal
-0.3
CPT0089480003
Normal
-0.3
CPT0001500009
Tumor
-0.3
CPT0017850003
Tumor
-0.3
CPT0078940001
Normal
-0.3
CPT0092800003
Normal
-0.3
CPT0077500001
Normal
-0.3
CPT0086890003
Normal
-0.4
CPT0086870003
Tumor
-0.4
CPT0088640003
Normal
-0.4
CPT0007470001
Normal
-0.4
CPT0001180009
Tumor
-0.4
CPT0000660001
Normal
-0.4
CPT0001510001
Normal
-0.4
CPT0001350001
Normal
-0.4
CPT0007870001
Normal
-0.4
CPT0064370003
Tumor
-0.5
CPT0010160003
Tumor
-0.5
CPT0019990003
Tumor
-0.5
CPT0086970003
Normal
-0.6
CPT0010110003
Tumor
-0.6
CPT0081600003
Tumor
-0.6
CPT0025610001
Normal
-0.7
CPT0081620001
Normal
-0.7
CPT0065820001
Normal
-0.7
CPT0020130001
Normal
-0.7
CPT0092160003
Tumor
-0.8
CPT0088480003
Tumor
-0.8
CPT0086830003
Normal
-0.8
CPT0086950003
Tumor
-1.0
CPT0010170001
Normal
-1.1
CPT0006950001
Normal
-1.1
CPT0064400001
Normal
-1.3
CPT0010120001
Normal
-1.3
CPT0088570001
Normal
N/A
CPT0088900003
Tumor
N/A
CPT0088550004
Tumor
N/A
CPT0014470001
Normal
N/A
CPT0079270003
Tumor
N/A
CPT0088920001
Normal
N/A
CPT0014450004
Tumor
N/A
CPT0079300001
Normal
N/A
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RENAL CANCER - Protein expressioni
A mouse-over function shows sample information and annotation data. Click on an image to view it in a full screen mode. Samples can be filtered based on level of antibody staining by selecting one or several of the following categories: high, medium, low and not detected. The assay and annotation is described here.
Note that samples used for immunohistochemistry by the Human Protein Atlas do not correspond to samples in the TCGA dataset.
Antibody stainingi
Antibody staining in the annotated cell types in the current human tissue is reported as not detected, low, medium, or high, based on conventional immunohistochemistry profiling in selected tissues. This score is based on the combination of the staining intensity and fraction of stained cells.
Each image is clickable and will lead to virtual microscopy that enables deeper exploration of all samples and also displays staining intensity scores, fraction scores and subcellular localization as well as patient and tissue information for each sample.