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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.
CDK18 is not prognostic in Kidney Chromophobe (TCGA)
Stage:
Survival analysis
Current cut offi
Current cut-off shows the cut-off (FPKM) currently selected. It may be changed manually. When the current cut-off is changed, the vertical dashed line indicating cut-off, the interactive survival scatter plot and the Kaplan-Meier curve will be automatically adjusted to show results accordingly.
:
Best expression cut offi
Based on the FPKM value of each gene, patients were classified into two groups and association between prognosis (survival) and gene expression (FPKM) was examined. The best expression cut-off refers the FPKM value that yields maximal difference with regard to survival between the two groups at the lowest log-rank P-value. Best expression cut-off was selected based on survival analysis .
When clicking on this number, the vertical dashed line indicating cut-off, the interactive survival plot, and the Kaplan-Meier curve will be adjusted to show results based on the best expression cut-off.
Median expression refers to the median FPKM value calculated based on the gene expression (FPKM) data from all patients in this dataset. When clicking on this number, the vertical dashed line indicating cut-off, the interactive survival plot, and the Kaplan-Meier curve will be adjusted to show results based on the median expression.
Median follow up time refers to the median time (years) after diagnosis with this type of cancer, based on clinical data from all patients in this dataset.
: N/A
P scorei
Log-rank P value for Kaplan-Meier plot showing results from analysis of correlation between mRNA expression level and patient survival.
N/A
5-year survival highi
5-year survival for patients with higher expression than the expression cutoff.
For melanoma and glioma, 3-year survival is shown.
N/A
5-year survival lowi
5-year survival for patients with lower expression than the expression cutoff.
For melanoma and glioma, 3-year survival is shown.
N/A
TCGA RNA samplesi
RNA-seq data is reported as average FPKM (number Fragments Per Kilobase of exon per Million reads), generated by the The Cancer Genome Atlas (TCGA) .
Normal distribution across the dataset is visualized with box plots, shown as median and 25th and 75th percentiles. Points are displayed as outliers if they are above or below 1.5 times the interquartile range. FPKM values of the individual samples are presented next to the box plot.
Average TPM
8.2
Number of samples
64
Samples
Sample
Description
TPM
TCGA-KN-8433-01A
0 years, female, white, stage:Stage III, alive, 341 days
33.3
TCGA-KN-8432-01A
0 years, female, white, stage:Stage II, alive, 76 days
24.2
TCGA-KL-8326-01A
0 years, male, white, stage:Stage III, alive, 3322 days
21.2
TCGA-KN-8428-01A
0 years, male, white, stage:Stage II, dead, 1590 days
18.0
TCGA-KL-8329-01A
0 years, female, asian, stage:Stage I, alive, 2752 days
17.9
TCGA-KO-8411-01A
0 years, male, white, stage:Stage I, alive, 3958 days
17.5
TCGA-KN-8426-01A
0 years, male, white, stage:Stage IV, alive, 108 days
16.1
TCGA-KM-8442-01A
0 years, male, stage:Stage II, alive, 1437 days
14.8
TCGA-KL-8343-01A
0 years, male, white, stage:Stage III, dead, 2172 days
14.7
TCGA-KL-8331-01A
0 years, female, white, stage:Stage II, alive, 3010 days
14.3
TCGA-KN-8419-01A
0 years, male, black or african american, stage:Stage II, alive, 714 days
12.5
TCGA-KO-8413-01A
0 years, male, white, stage:Stage I, alive, 3038 days
12.5
TCGA-KN-8434-01A
0 years, female, white, stage:Stage II, alive, 1797 days
12.5
TCGA-KL-8330-01A
0 years, female, black or african american, stage:Stage II, alive, 3304 days
10.7
TCGA-KL-8325-01A
0 years, female, white, stage:Stage II, dead, 725 days
9.3
TCGA-KL-8346-01A
0 years, male, white, stage:Stage II, alive, 1897 days
9.0
TCGA-KN-8437-01A
0 years, female, white, stage:Stage I, alive, 3068 days
9.0
TCGA-KN-8429-01A
0 years, female, white, stage:Stage III, alive, 2650 days
9.0
TCGA-KO-8404-01A
0 years, male, white, stage:Stage IV, dead, 325 days
8.7
TCGA-KO-8414-01A
0 years, female, white, stage:Stage II, alive, 3212 days
8.7
TCGA-KL-8342-01A
0 years, female, white, stage:Stage II, alive, 2248 days
8.3
TCGA-KM-8639-01A
0 years, male, white, stage:Stage I, alive, 953 days
8.0
TCGA-KO-8405-01A
0 years, male, white, stage:Stage III, alive, 3056 days
8.0
TCGA-KL-8327-01A
0 years, female, white, stage:Stage I, alive, 4169 days
7.7
TCGA-KM-8439-01A
0 years, male, white, stage:Stage I, alive, 708 days
7.7
TCGA-KN-8435-01A
0 years, male, white, stage:Stage II, alive, 3498 days
7.7
TCGA-KN-8424-01A
0 years, female, white, stage:Stage I, alive, 1983 days
7.7
TCGA-KM-8440-01A
0 years, male, black or african american, stage:Stage III, alive, 1366 days
7.6
TCGA-KL-8338-01A
0 years, male, white, stage:Stage III, alive, 2633 days
7.6
TCGA-KO-8407-01A
0 years, male, white, stage:Stage II, alive, 2820 days
7.4
TCGA-KO-8406-01A
0 years, female, white, stage:Stage I, alive, 3145 days
7.4
TCGA-KM-8441-01A
0 years, female, white, stage:Stage I, alive, 876 days
7.3
TCGA-KO-8409-01A
0 years, male, white, stage:Stage II, alive, 3180 days
7.2
TCGA-KO-8417-01A
0 years, female, white, stage:Stage I, alive, 2815 days
6.9
TCGA-KL-8337-01A
0 years, male, black or african american, stage:Stage II, alive, 1364 days
6.8
TCGA-KL-8333-01A
0 years, male, white, stage:Stage II, alive, 2991 days
6.7
TCGA-KN-8425-01A
0 years, male, white, stage:Stage I, alive, 3179 days
6.6
TCGA-KL-8334-01A
0 years, female, white, stage:Stage III, alive, 2949 days
6.4
TCGA-KL-8328-01A
0 years, male, white, stage:Stage II, alive, 3127 days
6.4
TCGA-KN-8423-01A
0 years, male, white, stage:Stage I, alive, 788 days
6.4
TCGA-KL-8340-01A
0 years, male, white, stage:Stage II, alive, 2024 days
6.2
TCGA-KL-8344-01A
0 years, male, white, stage:Stage III, alive, 876 days
5.9
TCGA-KL-8339-01A
0 years, male, white, stage:Stage IV, dead, 855 days
5.4
TCGA-KO-8403-01A
0 years, male, white, stage:Stage I, alive, 3208 days
5.2
TCGA-KO-8410-01A
0 years, female, white, stage:Stage I, alive, 3136 days
5.0
TCGA-KL-8335-01A
0 years, male, white, stage:Stage III, alive, 2815 days
4.9
TCGA-KL-8324-01A
0 years, female, white, stage:Stage II, alive, 4676 days
4.8
TCGA-KL-8332-01A
0 years, male, white, stage:Stage I, alive, 2582 days
4.6
TCGA-KO-8415-01A
0 years, female, white, stage:Stage I, alive, 2939 days
4.6
TCGA-KM-8477-01A
0 years, male, white, stage:Stage I, alive, 1553 days
4.2
TCGA-KL-8345-01A
0 years, male, white, stage:Stage III, alive, 1665 days
4.1
TCGA-KO-8408-01A
0 years, male, white, stage:Stage III, dead, 507 days
4.0
TCGA-KL-8341-01A
0 years, male, asian, stage:Stage IV, dead, 754 days
3.6
TCGA-KM-8443-01A
0 years, male, white, stage:Stage II, alive, 1520 days
3.5
TCGA-KL-8323-01A
0 years, female, white, stage:Stage III, dead, 1158 days
3.5
TCGA-KO-8416-01A
0 years, male, white, stage:Stage III, alive, 2752 days
3.3
TCGA-KN-8418-01A
0 years, female, white, stage:Stage II, alive, 3935 days
3.2
TCGA-KN-8436-01A
0 years, male, white, stage:Stage II, alive, 1288 days
3.2
TCGA-KM-8476-01A
0 years, male, white, stage:Stage I, alive, 3745 days
3.1
TCGA-KN-8431-01A
0 years, female, stage:Stage II, alive, 588 days
2.6
TCGA-KN-8421-01A
0 years, female, white, stage:Stage II, alive, 2674 days
2.4
TCGA-KM-8438-01A
0 years, female, white, stage:Stage II, alive, 4622 days
1.9
TCGA-KN-8427-01A
0 years, male, white, stage:Stage IV, alive, 30 days
0.7
TCGA-KL-8336-01A
0 years, female, white, stage:Stage IV, dead, 920 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.
CDK18 is potential 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
120.5
Number of samples
521
Samples
Sample
Description
TPM
TCGA-B4-5377-01A
0 years, female, white, stage:Stage IV, alive, 365 days
421.4
TCGA-B0-5695-01A
0 years, female, white, stage:Stage I, alive, 2150 days
385.2
TCGA-A3-3343-01A
0 years, male, white, stage:Stage II, alive, 945 days
381.3
TCGA-CJ-6032-01A
0 years, female, white, stage:Stage II, alive, 3639 days
358.4
TCGA-CZ-4859-01A
0 years, female, white, stage:Stage I, alive, 1787 days
336.0
TCGA-CJ-5675-01A
0 years, male, white, stage:Stage II, alive, 3936 days
323.5
TCGA-EU-5907-01A
0 years, male, white, stage:Stage III, alive, 127 days
319.3
TCGA-BP-4327-01A
0 years, female, white, stage:Stage II, dead, 109 days
307.5
TCGA-CW-5585-01A
0 years, male, white, stage:Stage IV, alive, 2609 days
296.2
TCGA-AS-3778-01A
0 years, male, white, stage:Stage I, alive, 43 days
292.8
TCGA-A3-3382-01A
0 years, male, white, stage:Stage I, alive, 574 days
284.7
TCGA-A3-3326-01A
0 years, male, white, stage:Stage I, alive, 1137 days
275.5
TCGA-B0-5701-01A
0 years, male, white, stage:Stage III, alive, 2461 days
266.8
TCGA-CW-5587-01A
0 years, female, white, stage:Stage III, alive, 2226 days
265.9
TCGA-CW-5583-01A
0 years, female, white, stage:Stage I, alive, 2489 days
261.9
TCGA-CJ-4639-01A
0 years, female, white, stage:Stage II, alive, 3229 days
258.8
TCGA-B0-5693-01A
0 years, female, white, stage:Stage I, alive, 4074 days
251.9
TCGA-CW-5581-01A
0 years, male, white, stage:Stage I, alive, 2799 days
251.3
TCGA-B0-5705-01A
0 years, female, white, stage:Stage I, alive, 4537 days
250.9
TCGA-CZ-4853-01A
0 years, male, white, stage:Stage I, alive, 774 days
250.3
TCGA-CZ-5986-01A
0 years, male, white, stage:Stage I, alive, 373 days
250.3
TCGA-B0-4844-01A
0 years, male, white, stage:Stage IV, dead, 313 days
245.4
TCGA-CW-6088-01A
0 years, male, white, stage:Stage I, alive, 3222 days
242.6
TCGA-BP-5186-01A
0 years, female, white, stage:Stage I, alive, 693 days
242.0
TCGA-B4-5843-01A
0 years, male, white, stage:Stage I, alive, 11 days
241.3
TCGA-CJ-4876-01A
0 years, male, white, stage:Stage II, alive, 1955 days
240.8
TCGA-A3-3370-01A
0 years, female, white, stage:Stage I, alive, 2274 days
240.8
TCGA-BP-4973-01A
0 years, male, white, stage:Stage III, alive, 1384 days
237.1
TCGA-CJ-4634-01A
0 years, female, white, stage:Stage I, alive, 3498 days
234.7
TCGA-AK-3450-01A
0 years, female, white, stage:Stage I, alive, 1508 days
231.5
TCGA-BP-4976-01A
0 years, male, white, stage:Stage I, alive, 1632 days
231.2
TCGA-B0-5703-01A
0 years, male, white, stage:Stage I, alive, 2246 days
230.2
TCGA-A3-A6NL-01A
0 years, female, black or african american, stage:Stage I, alive, 689 days
230.2
TCGA-BP-4974-01A
0 years, male, white, stage:Stage IV, dead, 211 days
228.7
TCGA-CJ-4892-01A
0 years, female, white, stage:Stage I, alive, 1521 days
226.4
TCGA-DV-5575-01A
0 years, female, white, stage:Stage I, alive, 1729 days
224.7
TCGA-B8-4151-01A
0 years, female, white, stage:Stage III, alive, 1299 days
224.5
TCGA-A3-3322-01A
0 years, male, white, stage:Stage I, alive, 1478 days
223.6
TCGA-B8-5553-01A
0 years, female, white, stage:Stage I, alive, 435 days
223.0
TCGA-BP-4325-01A
0 years, female, white, stage:Stage I, alive, 2964 days
222.5
TCGA-B8-4148-01A
0 years, female, white, stage:Stage I, alive, 1520 days
221.2
TCGA-B0-4718-01A
0 years, male, white, stage:Stage III, alive, 1778 days
221.1
TCGA-B0-4706-01A
0 years, male, white, stage:Stage III, dead, 65 days
220.9
TCGA-CZ-5465-01A
0 years, female, stage:Stage III, dead, 2564 days
220.2
TCGA-BP-4963-01A
0 years, male, white, stage:Stage I, alive, 1834 days
219.0
TCGA-BP-4969-01A
0 years, female, white, stage:Stage I, alive, 1794 days
218.9
TCGA-CJ-4635-01A
0 years, male, white, stage:Stage I, alive, 1416 days
218.8
TCGA-BP-4961-01A
0 years, male, white, stage:Stage I, alive, 1935 days
218.7
TCGA-BP-4987-01A
0 years, female, asian, stage:Stage I, alive, 1124 days
218.4
TCGA-CZ-5982-01A
0 years, female, white, stage:Stage I, alive, 2439 days
217.8
TCGA-CW-5589-01A
0 years, male, white, stage:Stage I, alive, 2378 days
217.2
TCGA-A3-A6NJ-01A
0 years, female, black or african american, stage:Stage I, alive, 468 days
216.7
TCGA-A3-A8CQ-01A
0 years, female, black or african american, stage:Stage I, alive, 3 days
215.4
TCGA-BP-4340-01A
0 years, female, white, stage:Stage I, dead, 562 days
215.3
TCGA-BP-5007-01A
0 years, male, white, stage:Stage II, alive, 1140 days
215.1
TCGA-BP-4330-01A
0 years, female, black or african american, stage:Stage III, alive, 1888 days
214.8
TCGA-BP-4342-01A
0 years, male, white, stage:Stage II, dead, 2256 days
213.9
TCGA-EU-5904-01A
0 years, female, white, stage:Stage I, alive, 551 days
213.1
TCGA-A3-3359-01A
0 years, female, white, stage:Stage I, alive, 2504 days
212.8
TCGA-A3-A8OV-01A
0 years, male, black or african american, stage:Stage I, alive, 340 days
208.8
TCGA-A3-3320-01A
0 years, female, white, stage:Stage I, alive, 1508 days
207.5
TCGA-B0-5700-01A
0 years, male, white, stage:Stage I, alive, 1790 days
207.2
TCGA-CJ-4916-01A
0 years, female, white, stage:Stage III, alive, 1373 days
205.8
TCGA-BP-4164-01A
0 years, female, white, stage:Stage III, dead, 992 days
205.7
TCGA-A3-3372-01A
0 years, male, white, stage:Stage III, alive, 735 days
203.1
TCGA-B4-5844-01A
0 years, female, white, stage:Stage II, alive, 7 days
202.7
TCGA-CJ-4897-01A
0 years, female, white, stage:Stage III, alive, 3341 days
202.2
TCGA-BP-5181-01A
0 years, female, white, stage:Stage I, alive, 1495 days
201.9
TCGA-A3-3316-01A
0 years, male, white, stage:Stage II, alive, 1493 days
200.5
TCGA-DV-5569-01A
0 years, female, white, stage:Stage I, alive, 355 days
200.5
TCGA-BP-4331-01A
0 years, male, white, stage:Stage I, dead, 2454 days
199.0
TCGA-B4-5836-01A
0 years, female, white, stage:Stage I, alive, 141 days
197.6
TCGA-A3-3331-01A
0 years, female, white, stage:Stage I, alive, 1257 days
197.0
TCGA-B2-3924-01A
0 years, male, white, stage:Stage I, alive, 1092 days
196.8
TCGA-CZ-5452-01A
0 years, male, white, stage:Stage II, alive, 1789 days
195.4
TCGA-B0-5110-01A
0 years, female, white, stage:Stage I, alive, 2009 days
195.1
TCGA-A3-3373-01A
0 years, female, white, stage:Stage I, alive, 1621 days
193.5
TCGA-CZ-5459-01A
0 years, male, white, stage:Stage III, alive, 1683 days
192.0
TCGA-BP-5194-01A
0 years, male, white, stage:Stage I, alive, 408 days
191.2
TCGA-GK-A6C7-01A
0 years, female, black or african american, stage:Stage I, alive, 61 days
191.2
TCGA-BP-4162-01A
0 years, female, white, stage:Stage I, alive, 3074 days
190.8
TCGA-B0-5691-01A
0 years, female, white, stage:Stage I, alive, 3431 days
190.7
TCGA-BP-4775-01A
0 years, female, white, stage:Stage I, alive, 1843 days
190.4
TCGA-A3-3385-01A
0 years, female, white, stage:Stage I, alive, 1993 days
190.4
TCGA-BP-4341-01A
0 years, male, white, stage:Stage III, dead, 1589 days
190.0
TCGA-A3-3323-01A
0 years, male, white, stage:Stage I, alive, 1106 days
189.8
TCGA-BP-5183-01A
0 years, male, white, stage:Stage III, alive, 1291 days
189.3
TCGA-BP-5202-01A
0 years, male, white, stage:Stage III, alive, 29 days
189.2
TCGA-B4-5838-01A
0 years, male, white, stage:'--, alive, 166 days
187.7
TCGA-B0-5119-01A
0 years, female, white, stage:Stage I, alive, 1552 days
187.6
TCGA-CJ-4643-01A
0 years, female, white, stage:Stage II, alive, 1793 days
186.2
TCGA-BP-4170-01A
0 years, female, white, stage:Stage I, dead, 2343 days
185.7
TCGA-BP-5168-01A
0 years, male, white, stage:Stage I, dead, 1463 days
184.4
TCGA-A3-3349-01A
0 years, female, white, stage:Stage I, alive, 1385 days
183.9
TCGA-B2-A4SR-01A
0 years, male, black or african american, stage:Stage II, alive, 507 days
183.1
TCGA-CJ-6028-01A
0 years, male, white, stage:Stage IV, dead, 1625 days
182.5
TCGA-CZ-5451-01A
0 years, male, white, stage:Stage II, alive, 1929 days
182.5
TCGA-A3-3351-01A
0 years, male, white, stage:Stage II, alive, 910 days
181.0
TCGA-B8-A54H-01A
0 years, female, black or african american, stage:Stage II, alive, 256 days
181.0
TCGA-B0-5711-01A
0 years, male, white, stage:Stage III, alive, 3989 days
180.9
TCGA-A3-A8OW-01A
0 years, male, black or african american, stage:Stage III, alive, 323 days
180.8
TCGA-BP-4801-01A
0 years, male, white, stage:Stage I, alive, 1124 days
180.5
TCGA-BP-5004-01A
0 years, male, white, stage:Stage I, alive, 1126 days
180.4
TCGA-B0-4824-01A
0 years, female, white, stage:Stage I, dead, 1657 days
180.2
TCGA-BP-4161-01A
0 years, male, white, stage:Stage I, alive, 2746 days
180.1
TCGA-BP-4803-01A
0 years, male, white, stage:Stage III, alive, 204 days
179.6
TCGA-BP-5180-01A
0 years, male, white, stage:Stage I, alive, 2263 days
178.9
TCGA-B4-5834-01A
0 years, male, white, stage:Stage I, alive, 38 days
177.6
TCGA-B0-5812-01A
0 years, male, white, stage:Stage I, alive, 3834 days
177.4
TCGA-BP-4768-01A
0 years, female, white, stage:Stage I, alive, 400 days
177.3
TCGA-BP-4766-01A
0 years, female, white, stage:Stage I, alive, 1462 days
177.0
TCGA-B0-4814-01A
0 years, male, white, stage:Stage IV, dead, 168 days
176.9
TCGA-DV-5566-01A
0 years, female, white, stage:Stage I, alive, 1398 days
176.1
TCGA-B8-5549-01A
0 years, male, white, stage:Stage I, alive, 194 days
175.6
TCGA-A3-3352-01A
0 years, male, white, stage:Stage III, dead, 561 days
175.6
TCGA-CJ-4874-01A
0 years, female, white, stage:Stage I, alive, 2283 days
174.6
TCGA-G6-A8L8-01A
0 years, female, black or african american, stage:Stage I, dead, 1091 days
173.4
TCGA-A3-A6NN-01A
0 years, male, black or african american, stage:Stage I, alive, 3 days
173.3
TCGA-EU-5906-01A
0 years, male, white, stage:Stage I, alive, 206 days
173.0
TCGA-B0-4694-01A
0 years, male, white, stage:Stage III, dead, 106 days
172.7
TCGA-BP-5174-01A
0 years, female, white, stage:Stage I, alive, 2257 days
171.8
TCGA-BP-4982-01A
0 years, male, white, stage:Stage I, alive, 1014 days
170.1
TCGA-CW-5584-01A
0 years, male, white, stage:Stage III, dead, 164 days
169.5
TCGA-BP-4174-01A
0 years, male, white, stage:Stage II, alive, 1879 days
169.1
TCGA-B2-5641-01A
0 years, male, white, stage:Stage I, alive, 656 days
169.1
TCGA-BP-4975-01A
0 years, male, white, stage:Stage I, alive, 1433 days
167.9
TCGA-B0-5402-01A
0 years, male, white, stage:Stage IV, alive, 1290 days
167.7
TCGA-A3-3362-01A
0 years, female, white, stage:Stage I, alive, 1559 days
166.7
TCGA-CJ-4905-01A
0 years, female, white, stage:Stage I, alive, 1496 days
165.6
TCGA-BP-4967-01A
0 years, male, white, stage:Stage III, alive, 205 days
164.5
TCGA-B8-A54J-01A
0 years, male, black or african american, stage:Stage II, alive, 528 days
164.4
TCGA-CZ-5463-01A
0 years, male, white, stage:Stage II, alive, 662 days
164.1
TCGA-BP-4991-01A
0 years, male, white, stage:Stage I, alive, 1413 days
163.8
TCGA-B0-5399-01A
0 years, male, white, stage:Stage I, alive, 1411 days
163.7
TCGA-CW-6093-01A
0 years, male, white, stage:Stage I, alive, 3146 days
162.4
TCGA-B0-5699-01A
0 years, male, white, stage:Stage I, alive, 3841 days
162.1
TCGA-CW-5590-01A
0 years, male, white, stage:Stage IV, dead, 1075 days
158.5
TCGA-A3-3307-01A
0 years, male, stage:Stage III, alive, 1436 days
158.3
TCGA-BP-4807-01A
0 years, male, white, stage:Stage I, alive, 211 days
157.4
TCGA-A3-3329-01A
0 years, male, white, stage:Stage I, alive, 1624 days
157.1
TCGA-CJ-5684-01A
0 years, male, white, stage:Stage III, alive, 2231 days
156.8
TCGA-B0-4713-01A
0 years, female, white, stage:Stage III, dead, 202 days
156.7
TCGA-BP-4329-01A
0 years, male, white, stage:Stage III, dead, 845 days
155.9
TCGA-BP-4355-01A
0 years, female, white, stage:Stage III, dead, 953 days
155.8
TCGA-B0-5696-01A
0 years, male, white, stage:Stage III, alive, 2609 days
155.3
TCGA-BP-5192-01A
0 years, male, white, stage:Stage I, alive, 714 days
155.0
TCGA-BP-5006-01A
0 years, male, white, stage:Stage I, alive, 840 days
154.8
TCGA-B0-5713-01A
0 years, female, white, stage:Stage III, alive, 2782 days
154.5
TCGA-A3-3380-01A
0 years, male, stage:Stage I, alive, 567 days
153.8
TCGA-B0-4828-01A
0 years, male, white, stage:Stage IV, dead, 307 days
152.8
TCGA-BP-4790-01A
0 years, male, white, stage:Stage I, dead, 1111 days
152.6
TCGA-BP-4765-01A
0 years, male, white, stage:Stage I, alive, 2184 days
151.6
TCGA-CJ-4907-01A
0 years, male, white, stage:Stage III, alive, 1499 days
151.6
TCGA-B0-4813-01A
0 years, male, white, stage:Stage III, dead, 18 days
151.6
TCGA-B8-A7U6-01A
0 years, female, black or african american, stage:Stage I, alive, 495 days
151.5
TCGA-CZ-5988-01A
0 years, male, white, stage:Stage I, alive, 693 days
150.9
TCGA-AK-3434-01A
0 years, male, white, stage:Stage I, alive, 2087 days
150.3
TCGA-B8-4154-01A
0 years, female, white, stage:Stage I, alive, 1380 days
149.9
TCGA-B8-5165-01A
0 years, male, white, stage:Stage I, alive, 737 days
149.0
TCGA-B0-4838-01A
0 years, female, white, stage:Stage I, dead, 834 days
148.9
TCGA-B0-5077-01A
0 years, male, white, stage:Stage I, dead, 1317 days
148.4
TCGA-B8-5159-01A
0 years, female, white, stage:Stage I, alive, 722 days
148.2
TCGA-CZ-4856-01A
0 years, female, white, stage:Stage I, alive, 18 days
148.1
TCGA-B0-4837-01A
0 years, male, white, stage:Stage I, dead, 1378 days
148.1
TCGA-B0-5092-01A
0 years, female, white, stage:Stage IV, dead, 459 days
147.9
TCGA-A3-3346-01A
0 years, male, white, stage:Stage I, dead, 137 days
147.1
TCGA-B0-5094-01A
0 years, male, white, stage:Stage IV, dead, 333 days
145.9
TCGA-MW-A4EC-01A
0 years, female, black or african american, stage:Stage I, alive, 498 days
145.6
TCGA-BP-4758-01A
0 years, male, white, stage:Stage I, alive, 2208 days
145.5
TCGA-BP-4347-01A
0 years, male, white, stage:Stage III, alive, 1367 days
145.2
TCGA-BP-5184-01A
0 years, male, white, stage:Stage I, alive, 1133 days
144.8
TCGA-AK-3428-01A
0 years, male, white, stage:Stage III, alive, 3728 days
144.2
TCGA-CJ-4870-01A
0 years, female, black or african american, stage:Stage III, alive, 1498 days
144.2
TCGA-CZ-5467-01A
0 years, female, white, stage:Stage III, dead, 73 days
143.9
TCGA-CJ-4886-01A
0 years, female, white, stage:Stage I, alive, 1952 days
143.6
TCGA-B0-5709-01A
0 years, female, white, stage:Stage III, alive, 3974 days
142.5
TCGA-3Z-A93Z-01A
0 years, male, black or african american, stage:Stage I, alive, 385 days
142.3
TCGA-BP-4346-01A
0 years, male, white, stage:Stage III, dead, 1493 days
142.2
TCGA-B0-5088-01A
0 years, male, white, stage:Stage I, dead, 563 days
142.1
TCGA-CJ-4920-01A
0 years, female, white, stage:Stage I, dead, 139 days
141.9
TCGA-CZ-5458-01A
0 years, male, white, stage:Stage III, alive, 2789 days
141.9
TCGA-B2-4102-01A
0 years, male, white, stage:Stage I, alive, 952 days
141.7
TCGA-BP-4789-01A
0 years, male, white, stage:Stage I, alive, 1489 days
141.6
TCGA-B0-5108-01A
0 years, male, white, stage:Stage III, alive, 1782 days
141.6
TCGA-BP-4962-01A
0 years, male, white, stage:Stage II, alive, 1785 days
141.2
TCGA-BP-4771-01A
0 years, male, white, stage:Stage IV, dead, 162 days
141.0
TCGA-CZ-5987-01A
0 years, male, white, stage:Stage IV, dead, 445 days
140.1
TCGA-BP-4959-01A
0 years, male, white, stage:Stage I, alive, 2660 days
139.7
TCGA-CJ-5679-01A
0 years, male, white, stage:Stage III, dead, 679 days
139.6
TCGA-B0-5085-01A
0 years, female, white, stage:Stage III, dead, 770 days
139.6
TCGA-B2-4101-01A
0 years, male, white, stage:Stage II, alive, 648 days
139.0
TCGA-B0-4833-01A
0 years, female, white, stage:Stage I, dead, 2386 days
138.8
TCGA-BP-5195-01A
0 years, male, white, stage:Stage I, alive, 749 days
138.2
TCGA-AK-3455-01A
0 years, female, white, stage:Stage III, dead, 683 days
137.5
TCGA-B0-5113-01A
0 years, female, white, stage:Stage III, alive, 1175 days
137.3
TCGA-A3-3357-01A
0 years, male, white, stage:Stage II, alive, 2688 days
137.2
TCGA-CJ-4637-01A
0 years, female, white, stage:Stage IV, dead, 2227 days
136.8
TCGA-B8-5158-01A
0 years, male, white, stage:Stage III, alive, 1218 days
136.7
TCGA-BP-5001-01A
0 years, female, white, stage:Stage I, alive, 1177 days
136.4
TCGA-A3-3308-01A
0 years, female, white, stage:Stage III, alive, 16 days
136.2
TCGA-BP-5170-01A
0 years, male, white, stage:Stage I, alive, 2412 days
135.9
TCGA-BP-4774-01A
0 years, female, white, stage:Stage I, alive, 1885 days
135.9
TCGA-BP-5187-01A
0 years, male, white, stage:Stage I, alive, 406 days
135.8
TCGA-BP-5201-01A
0 years, male, white, stage:Stage IV, alive, 951 days
135.6
TCGA-CZ-5453-01A
0 years, male, white, stage:Stage II, dead, 2419 days
134.3
TCGA-BP-4972-01A
0 years, female, white, stage:Stage III, alive, 1502 days
134.2
TCGA-A3-3324-01A
0 years, male, white, stage:Stage I, alive, 1186 days
133.7
TCGA-B0-4846-01A
0 years, male, white, stage:Stage IV, dead, 1200 days
133.6
TCGA-A3-3367-01A
0 years, male, white, stage:Stage I, alive, 2270 days
133.4
TCGA-BP-5173-01A
0 years, male, white, stage:Stage I, dead, 62 days
132.7
TCGA-BP-4986-01A
0 years, male, white, stage:Stage I, alive, 785 days
132.6
TCGA-B0-4849-01A
0 years, male, white, stage:Stage III, dead, 69 days
132.6
TCGA-B0-5694-01A
0 years, male, white, stage:Stage III, dead, 480 days
132.5
TCGA-CJ-4903-01A
0 years, male, white, stage:Stage I, alive, 1560 days
132.3
TCGA-CJ-5683-01A
0 years, male, white, stage:Stage I, alive, 1889 days
132.2
TCGA-B0-4693-01A
0 years, female, white, stage:Stage III, dead, 77 days
131.9
TCGA-B0-4836-01A
0 years, male, white, stage:Stage IV, dead, 1238 days
131.7
TCGA-CJ-6027-01A
0 years, male, white, stage:Stage I, dead, 3615 days
131.4
TCGA-CJ-4894-01A
0 years, male, white, stage:Stage III, dead, 841 days
130.8
TCGA-BP-5189-01A
0 years, male, white, stage:Stage I, dead, 822 days
130.4
TCGA-CZ-4862-01A
0 years, male, white, stage:Stage I, alive, 3271 days
130.3
TCGA-BP-4332-01A
0 years, male, white, stage:Stage III, alive, 1133 days
130.2
TCGA-BP-4964-01A
0 years, female, white, stage:Stage I, alive, 1862 days
129.4
TCGA-AK-3461-01A
0 years, male, white, stage:Stage I, alive, 2217 days
129.0
TCGA-A3-A6NI-01A
0 years, male, black or african american, stage:Stage I, alive, 1018 days
128.9
TCGA-BP-4797-01A
0 years, male, white, stage:Stage III, alive, 1107 days
128.7
TCGA-B0-4818-01A
0 years, female, white, stage:Stage II, dead, 510 days
128.6
TCGA-B0-5698-01A
0 years, male, black or african american, stage:Stage I, alive, 3631 days
128.0
TCGA-B0-4848-01A
0 years, male, white, stage:Stage III, dead, 883 days
126.8
TCGA-G6-A8L6-01A
0 years, male, black or african american, stage:Stage IV, dead, 313 days
126.5
TCGA-B0-4827-01A
0 years, female, white, stage:Stage III, dead, 885 days
125.9
TCGA-B0-5099-01A
0 years, female, white, stage:Stage III, dead, 485 days
125.8
TCGA-CJ-4893-01A
0 years, female, white, stage:Stage I, alive, 750 days
124.9
TCGA-CZ-5984-01A
0 years, male, white, stage:Stage I, alive, 2067 days
124.6
TCGA-BP-5176-01A
0 years, female, white, stage:Stage I, dead, 1590 days
124.3
TCGA-BP-4169-01A
0 years, female, white, stage:Stage II, dead, 701 days
124.1
TCGA-CJ-5680-01A
0 years, female, white, stage:Stage IV, dead, 768 days
124.1
TCGA-A3-3335-01A
0 years, male, white, stage:Stage II, alive, 1886 days
124.0
TCGA-B8-5550-01A
0 years, male, white, stage:Stage III, alive, 1476 days
123.9
TCGA-BP-4782-01A
0 years, female, white, stage:Stage I, alive, 354 days
123.7
TCGA-BP-4781-01A
0 years, male, white, stage:Stage I, alive, 2080 days
123.5
TCGA-G6-A5PC-01A
0 years, female, black or african american, stage:Stage IV, dead, 242 days
123.1
TCGA-A3-3365-01A
0 years, male, white, stage:Stage I, alive, 873 days
123.1
TCGA-CJ-4887-01A
0 years, male, white, stage:Stage IV, dead, 932 days
122.2
TCGA-B0-4823-01A
0 years, male, white, stage:Stage I, dead, 454 days
121.3
TCGA-B0-5690-01A
0 years, female, white, stage:Stage I, alive, 3392 days
121.0
TCGA-CZ-4863-01A
0 years, female, white, stage:Stage III, alive, 1928 days
121.0
TCGA-B8-A54G-01A
0 years, male, black or african american, stage:Stage I, alive, 53 days
120.7
TCGA-BP-4158-01A
0 years, male, white, stage:Stage I, alive, 3377 days
120.1
TCGA-BP-4998-01A
0 years, male, asian, stage:Stage I, alive, 932 days
120.1
TCGA-B0-5116-01A
0 years, male, white, stage:Stage III, alive, 1274 days
120.1
TCGA-B0-5120-01A
0 years, female, white, stage:Stage I, alive, 1169 days
120.0
TCGA-A3-3325-01A
0 years, male, white, stage:Stage I, dead, 1170 days
119.8
TCGA-BP-4165-01A
0 years, female, white, stage:Stage I, alive, 3037 days
119.6
TCGA-BP-4173-01A
0 years, male, white, stage:Stage II, alive, 1893 days
119.4
TCGA-BP-4981-01A
0 years, female, white, stage:Stage III, dead, 1097 days
118.7
TCGA-BP-4970-01A
0 years, male, asian, stage:Stage III, alive, 433 days
118.5
TCGA-A3-3306-01A
0 years, male, white, stage:Stage I, alive, 1120 days
116.9
TCGA-CZ-5460-01A
0 years, male, white, stage:Stage IV, alive, 2873 days
116.6
TCGA-CJ-4878-01A
0 years, female, white, stage:Stage III, alive, 2186 days
115.9
TCGA-CZ-5454-01A
0 years, male, white, stage:Stage IV, dead, 722 days
115.5
TCGA-CJ-5672-01A
0 years, male, white, stage:Stage I, dead, 1972 days
115.4
TCGA-CJ-4871-01A
0 years, male, white, stage:Stage IV, alive, 2423 days
115.0
TCGA-B8-5164-01A
0 years, male, white, stage:Stage III, alive, 26 days
114.7
TCGA-A3-3376-01A
0 years, male, black or african american, stage:Stage I, dead, 1696 days
113.8
TCGA-BP-5200-01A
0 years, male, white, stage:Stage II, alive, 1063 days
113.7
TCGA-CJ-4869-01A
0 years, male, white, stage:Stage III, alive, 2554 days
113.6
TCGA-B0-4816-01A
0 years, male, white, stage:Stage II, dead, 1371 days
113.5
TCGA-BP-5182-01A
0 years, male, white, stage:Stage I, alive, 1165 days
113.1
TCGA-BP-4349-01A
0 years, female, white, stage:Stage I, alive, 372 days
112.1
TCGA-CZ-4866-01A
0 years, female, white, stage:Stage I, alive, 3267 days
112.0
TCGA-B8-A54F-01A
0 years, female, black or african american, stage:Stage I, alive, 519 days
110.1
TCGA-BP-4176-01A
0 years, male, white, stage:Stage I, alive, 1955 days
108.6
TCGA-AK-3445-01A
0 years, male, white, stage:Stage III, alive, 2392 days
108.1
TCGA-CW-5580-01A
0 years, female, white, stage:Stage IV, dead, 1964 days
107.2
TCGA-B0-4700-01A
0 years, male, white, stage:Stage IV, dead, 1980 days
106.5
TCGA-B0-4710-01A
0 years, female, white, stage:Stage III, alive, 1755 days
105.9
TCGA-BP-4761-01A
0 years, male, white, stage:Stage III, alive, 182 days
105.7
TCGA-BP-4960-01A
0 years, male, white, stage:Stage II, alive, 2172 days
104.6
TCGA-BP-4999-01A
0 years, male, white, stage:Stage I, alive, 1266 days
104.4
TCGA-B0-4714-01A
0 years, male, white, stage:Stage IV, dead, 99 days
103.6
TCGA-CJ-4902-01A
0 years, male, white, stage:Stage III, alive, 1520 days
103.0
TCGA-CJ-4895-01A
0 years, male, white, stage:Stage IV, dead, 1200 days
103.0
TCGA-B0-4839-01A
0 years, female, white, stage:Stage I, dead, 1639 days
102.9
TCGA-CJ-4904-01A
0 years, female, white, stage:Stage IV, alive, 3302 days
102.9
TCGA-B2-4099-01A
0 years, male, white, stage:Stage I, alive, 972 days
102.6
TCGA-AK-3429-01A
0 years, female, white, stage:Stage II, alive, 3328 days
102.5
TCGA-A3-3378-01A
0 years, male, white, stage:Stage I, alive, 630 days
102.4
TCGA-A3-3358-01A
0 years, female, white, stage:Stage I, alive, 1307 days
102.3
TCGA-CZ-5466-01A
0 years, male, stage:Stage III, alive, 685 days
101.9
TCGA-B0-4945-01A
0 years, female, white, stage:Stage I, dead, 2145 days
101.9
TCGA-CZ-5468-01A
0 years, male, white, stage:Stage IV, dead, 59 days
101.7
TCGA-BP-4335-01A
0 years, female, white, stage:Stage IV, dead, 475 days
101.6
TCGA-MM-A84U-01A
0 years, female, black or african american, stage:Stage I, alive, 700 days
101.1
TCGA-BP-4337-01A
0 years, female, white, stage:Stage III, dead, 2 days
100.8
TCGA-DV-5568-01A
0 years, male, white, stage:Stage I, alive, 370 days
100.7
TCGA-B2-5639-01A
0 years, male, white, stage:Stage IV, dead, 1003 days
100.4
TCGA-B0-5096-01A
0 years, female, white, stage:Stage III, dead, 68 days
100.4
TCGA-B0-4842-01A
0 years, female, white, stage:Stage III, dead, 1724 days
100.1
TCGA-B8-4622-01A
0 years, male, white, stage:Stage IV, alive, 1525 days
99.8
TCGA-CZ-4854-01A
0 years, male, white, stage:Stage I, dead, 1404 days
99.2
TCGA-CJ-4641-01A
0 years, female, white, stage:Stage IV, dead, 1661 days
99.0
TCGA-MM-A563-01A
0 years, male, black or african american, stage:'--, alive, 591 days
98.9
TCGA-B0-4810-01A
0 years, male, white, stage:Stage III, dead, 478 days
98.1
TCGA-B8-A54D-01A
0 years, male, black or african american, stage:Stage III, alive, 830 days
98.0
TCGA-CJ-4644-01A
0 years, female, white, stage:Stage IV, dead, 336 days
97.8
TCGA-B8-5545-01A
0 years, male, black or african american, stage:Stage I, alive, 1525 days
97.0
TCGA-CJ-4908-01A
0 years, male, white, stage:Stage I, alive, 1531 days
97.0
TCGA-CZ-5455-01A
0 years, male, white, stage:Stage IV, dead, 561 days
96.9
TCGA-CJ-4899-01A
0 years, male, asian, stage:Stage I, alive, 1528 days
96.8
TCGA-BP-4326-01A
0 years, female, white, stage:Stage I, dead, 1625 days
96.7
TCGA-B0-5692-01A
0 years, female, white, stage:Stage III, alive, 3944 days
96.4
TCGA-CJ-5678-01A
0 years, male, black or african american, stage:Stage IV, dead, 574 days
95.7
TCGA-B0-4822-01A
0 years, male, white, stage:Stage II, dead, 1111 days
95.7
TCGA-BP-5008-01A
0 years, male, white, stage:Stage I, alive, 1071 days
95.7
TCGA-BP-4993-01A
0 years, male, white, stage:Stage I, alive, 177 days
95.5
TCGA-B0-5712-01A
0 years, female, black or african american, stage:Stage IV, alive, 2722 days
95.1
TCGA-CZ-4864-01A
0 years, male, white, stage:Stage II, dead, 1315 days
94.8
TCGA-A3-3311-01A
0 years, male, stage:Stage I, dead, 1191 days
94.7
TCGA-AK-3460-01A
0 years, male, white, stage:Stage I, alive, 2508 days
94.3
TCGA-CJ-5686-01A
0 years, female, white, stage:Stage I, alive, 2038 days
92.5
TCGA-B2-5636-01A
0 years, male, white, stage:Stage I, alive, 919 days
91.9
TCGA-BP-4163-01A
0 years, female, white, stage:Stage III, alive, 2839 days
91.5
TCGA-CW-6090-01A
0 years, male, white, stage:Stage I, alive, 2552 days
91.4
TCGA-CZ-5985-01A
0 years, male, white, stage:Stage II, alive, 1997 days
91.4
TCGA-BP-4804-01A
0 years, male, white, stage:Stage I, alive, 1459 days
91.2
TCGA-BP-5177-01A
0 years, female, white, stage:Stage I, alive, 293 days
90.9
TCGA-AK-3454-01A
0 years, male, white, stage:Stage I, alive, 874 days
90.8
TCGA-BP-4344-01A
0 years, female, white, stage:Stage I, alive, 1666 days
90.1
TCGA-CW-6097-01A
0 years, male, white, stage:Stage III, dead, 571 days
89.1
TCGA-A3-3317-01A
0 years, male, stage:Stage II, alive, 1491 days
89.0
TCGA-CJ-4868-01A
0 years, male, white, stage:Stage IV, dead, 646 days
88.9
TCGA-B0-4691-01A
0 years, male, white, stage:Stage IV, dead, 139 days
88.9
TCGA-A3-3387-01A
0 years, male, white, stage:Stage I, alive, 617 days
88.8
TCGA-BP-4965-01A
0 years, male, white, stage:Stage I, alive, 1871 days
87.8
TCGA-B0-4707-01A
0 years, male, white, stage:Stage III, dead, 600 days
87.7
TCGA-CJ-4885-01A
0 years, male, white, stage:Stage IV, alive, 3451 days
87.5
TCGA-B0-5400-01A
0 years, female, white, stage:Stage III, alive, 1733 days
87.3
TCGA-CZ-4857-01A
0 years, male, white, stage:Stage IV, dead, 1432 days
86.9
TCGA-B8-A54K-01A
0 years, male, black or african american, stage:Stage I, alive, 469 days
86.7
TCGA-DV-5567-01A
0 years, female, black or african american, stage:Stage I, alive, 2004 days
86.4
TCGA-DV-5573-01A
0 years, male, white, stage:Stage I, alive, 1130 days
85.3
TCGA-BP-5190-01A
0 years, male, white, stage:Stage I, alive, 1011 days
85.3
TCGA-B0-5075-01A
0 years, female, white, stage:Stage III, dead, 637 days
85.2
TCGA-MM-A564-01A
0 years, male, black or african american, stage:Stage II, alive, 607 days
85.2
TCGA-A3-3383-01A
0 years, male, white, stage:Stage I, alive, 861 days
85.1
TCGA-CZ-4865-01A
0 years, female, white, stage:Stage I, dead, 166 days
85.0
TCGA-CZ-5464-01A
0 years, male, white, stage:Stage IV, alive, 2128 days
84.9
TCGA-B0-5706-01A
0 years, male, white, stage:Stage II, alive, 3205 days
84.1
TCGA-BP-5000-01A
0 years, male, white, stage:Stage I, alive, 563 days
83.8
TCGA-CJ-4884-01A
0 years, female, white, stage:Stage III, alive, 1759 days
83.6
TCGA-BP-4968-01A
0 years, male, white, stage:Stage I, alive, 1746 days
83.5
TCGA-CJ-5677-01A
0 years, female, white, stage:Stage IV, dead, 782 days
83.5
TCGA-CJ-4918-01A
0 years, male, white, stage:Stage IV, dead, 93 days
83.4
TCGA-BP-4776-01A
0 years, male, white, stage:Stage I, alive, 411 days
83.1
TCGA-DV-5574-01A
0 years, male, white, stage:Stage I, alive, 2016 days
83.0
TCGA-BP-5196-01A
0 years, male, white, stage:Stage I, alive, 1018 days
82.9
TCGA-CJ-4872-01A
0 years, male, white, stage:Stage I, alive, 1435 days
82.9
TCGA-B0-4845-01A
0 years, male, white, stage:Stage IV, dead, 1986 days
82.5
TCGA-BP-4759-01A
0 years, male, white, stage:Stage I, alive, 2372 days
82.4
TCGA-B0-5710-01A
0 years, male, white, stage:Stage I, alive, 2430 days
82.1
TCGA-B0-5106-01A
0 years, male, white, stage:Stage I, dead, 1598 days
82.0
TCGA-CJ-4638-01A
0 years, female, white, stage:Stage IV, dead, 431 days
81.3
TCGA-A3-3319-01A
0 years, male, white, stage:Stage I, alive, 1130 days
81.2
TCGA-CZ-5457-01A
0 years, male, white, stage:Stage III, alive, 2754 days
80.8
TCGA-BP-5185-01A
0 years, male, white, stage:Stage I, alive, 1132 days
80.3
TCGA-B0-5095-01A
0 years, male, white, stage:Stage III, dead, 245 days
80.2
TCGA-B0-4690-01A
0 years, male, white, stage:Stage IV, dead, 43 days
80.1
TCGA-CJ-6033-01A
0 years, female, white, stage:Stage IV, dead, 224 days
80.0
TCGA-B8-4143-01A
0 years, female, white, stage:Stage IV, dead, 709 days
79.6
TCGA-A3-3347-01A
0 years, female, white, stage:Stage III, dead, 1610 days
79.3
TCGA-B4-5378-01A
0 years, male, white, stage:Stage I, alive, 175 days
78.9
TCGA-CZ-5461-01A
0 years, male, white, stage:Stage IV, dead, 330 days
77.9
TCGA-BP-4351-01A
0 years, female, white, stage:Stage III, alive, 970 days
77.6
TCGA-B0-4701-01A
0 years, female, white, stage:Stage IV, dead, 238 days
76.6
TCGA-AK-3458-01A
0 years, male, white, stage:Stage I, alive, 1168 days
76.5
TCGA-AK-3453-01A
0 years, female, white, stage:Stage II, alive, 2531 days
76.1
TCGA-DV-5565-01A
0 years, male, white, stage:Stage I, alive, 1329 days
75.5
TCGA-BP-4760-01A
0 years, male, black or african american, stage:Stage I, alive, 2361 days
75.5
TCGA-BP-4798-01A
0 years, male, white, stage:'--, dead, 334 days
74.7
TCGA-CZ-5462-01A
0 years, male, white, stage:Stage IV, dead, 311 days
74.3
TCGA-CJ-4875-01A
0 years, male, white, stage:Stage IV, dead, 3554 days
74.2
TCGA-AK-3436-01A
0 years, male, white, stage:Stage IV, alive, 3331 days
73.5
TCGA-G6-A8L7-01A
0 years, female, black or african american, stage:Stage I, alive, 2133 days
73.3
TCGA-CJ-5676-01A
0 years, male, white, stage:Stage III, alive, 4067 days
72.3
TCGA-CJ-6031-01A
0 years, male, white, stage:Stage I, alive, 1906 days
72.2
TCGA-CZ-4860-01A
0 years, male, white, stage:Stage IV, dead, 206 days
72.1
TCGA-DV-A4W0-01A
0 years, male, black or african american, stage:Stage I, alive, 2470 days
71.3
TCGA-CW-5588-01A
0 years, female, white, stage:Stage I, alive, 2017 days
71.2
TCGA-CJ-5671-01A
0 years, male, white, stage:Stage I, alive, 3987 days
71.1
TCGA-BP-4166-01A
0 years, male, white, stage:Stage III, alive, 13 days
71.0
TCGA-CZ-4861-01A
0 years, male, white, stage:Stage II, dead, 446 days
70.3
TCGA-BP-4762-01A
0 years, male, white, stage:Stage I, dead, 1343 days
69.3
TCGA-CZ-4858-01A
0 years, male, white, stage:Stage II, dead, 2105 days
69.1
TCGA-BP-5175-01A
0 years, male, white, stage:Stage I, alive, 932 days
68.9
TCGA-CJ-4640-01A
0 years, male, white, stage:Stage III, alive, 3480 days
68.6
TCGA-BP-4177-01A
0 years, male, white, stage:Stage I, alive, 1670 days
68.4
TCGA-CJ-4881-01A
0 years, male, white, stage:Stage III, alive, 2014 days
68.1
TCGA-CJ-4888-01A
0 years, male, white, stage:Stage IV, dead, 1567 days
67.8
TCGA-BP-5199-01A
0 years, male, white, stage:Stage II, alive, 1355 days
67.7
TCGA-BP-4160-01A
0 years, male, white, stage:Stage III, alive, 2881 days
67.5
TCGA-B0-4847-01A
0 years, male, white, stage:Stage IV, dead, 793 days
67.2
TCGA-CJ-4891-01A
0 years, female, white, stage:Stage III, dead, 819 days
67.1
TCGA-CJ-4889-01A
0 years, female, white, stage:Stage I, alive, 1946 days
67.0
TCGA-DV-5576-01A
0 years, female, black or african american, stage:Stage I, dead, 727 days
66.8
TCGA-BP-4167-01A
0 years, male, white, stage:Stage III, alive, 2718 days
66.6
TCGA-B0-5121-01A
0 years, male, white, stage:Stage I, alive, 1485 days
66.4
TCGA-CJ-4901-01A
0 years, male, white, stage:Stage III, alive, 1450 days
66.3
TCGA-BP-4769-01A
0 years, male, white, stage:Stage I, alive, 1876 days
65.8
TCGA-B0-5697-01A
0 years, male, white, stage:Stage I, alive, 2630 days
65.5
TCGA-CJ-4912-01A
0 years, male, white, stage:Stage II, alive, 1657 days
65.4
TCGA-B0-4703-01A
0 years, male, white, stage:Stage IV, dead, 182 days
62.4
TCGA-AK-3425-01A
0 years, male, white, stage:Stage I, alive, 3343 days
62.1
TCGA-B0-4817-01A
0 years, male, white, stage:Stage III, dead, 1019 days
62.0
TCGA-B0-4843-01A
0 years, male, white, stage:Stage III, dead, 320 days
61.9
TCGA-B0-4852-01A
0 years, female, white, stage:Stage II, dead, 1121 days
61.5
TCGA-CZ-5456-01A
0 years, male, white, stage:Stage II, alive, 2422 days
61.4
TCGA-B0-5107-01A
0 years, female, white, stage:Stage IV, dead, 927 days
60.8
TCGA-BP-4995-01A
0 years, male, white, stage:Stage I, alive, 1371 days
60.5
TCGA-CJ-4882-01A
0 years, male, black or african american, stage:Stage III, alive, 1883 days
60.3
TCGA-EU-5905-01A
0 years, female, white, stage:Stage I, alive, 119 days
60.2
TCGA-BP-4353-01A
0 years, male, white, stage:Stage I, dead, 375 days
58.9
TCGA-BP-4787-01A
0 years, female, white, stage:Stage IV, dead, 480 days
58.7
TCGA-BP-4159-01A
0 years, male, white, stage:Stage I, dead, 2601 days
57.7
TCGA-BP-4777-01A
0 years, male, white, stage:Stage I, alive, 1731 days
56.7
TCGA-BP-4763-01A
0 years, female, white, stage:Stage I, dead, 1270 days
56.0
TCGA-CJ-6030-01A
0 years, male, white, stage:Stage I, dead, 2299 days
55.6
TCGA-AK-3431-01A
0 years, female, white, stage:Stage II, dead, 2241 days
54.3
TCGA-CZ-5470-01A
0 years, female, stage:Stage II, alive, 386 days
53.1
TCGA-CJ-4636-01A
0 years, male, white, stage:Stage III, alive, 1924 days
53.1
TCGA-B0-5081-01A
0 years, female, white, stage:Stage III, dead, 362 days
52.5
TCGA-BP-5009-01A
0 years, male, white, stage:Stage I, dead, 1092 days
52.5
TCGA-BP-5198-01A
0 years, male, white, stage:Stage III, alive, 603 days
51.2
TCGA-BP-5191-01A
0 years, male, white, stage:Stage III, alive, 967 days
50.7
TCGA-DV-A4VX-01A
0 years, male, black or african american, stage:Stage IV, dead, 1626 days
50.6
TCGA-BP-5178-01A
0 years, male, white, stage:Stage IV, dead, 1912 days
50.3
TCGA-BP-4977-01A
0 years, male, white, stage:Stage I, alive, 454 days
49.0
TCGA-BP-4795-01A
0 years, female, white, stage:Stage I, alive, 620 days
48.8
TCGA-B8-5163-01A
0 years, female, white, stage:Stage III, alive, 822 days
48.4
TCGA-B8-A8YJ-01A
0 years, female, black or african american, stage:Stage I, alive, 431 days
48.1
TCGA-AK-3451-01A
0 years, male, white, stage:Stage II, alive, 2868 days
48.0
TCGA-B0-4811-01A
0 years, male, white, stage:Stage III, dead, 1417 days
47.5
TCGA-B0-4712-01A
0 years, male, white, stage:Stage IV, dead, 1337 days
47.3
TCGA-CJ-5682-01A
0 years, male, white, stage:Stage IV, alive, 3736 days
47.2
TCGA-B2-5635-01A
0 years, male, white, stage:Stage I, alive, 755 days
46.7
TCGA-BP-5010-01A
0 years, male, white, stage:Stage III, dead, 878 days
45.6
TCGA-BP-4345-01A
0 years, male, white, stage:Stage III, alive, 1516 days
43.3
TCGA-B8-5551-01A
0 years, female, black or african american, stage:Stage I, alive, 16 days
42.0
TCGA-BP-4784-01A
0 years, female, white, stage:Stage I, alive, 1854 days
41.7
TCGA-CJ-4873-01A
0 years, female, white, stage:Stage III, alive, 1776 days
41.0
TCGA-B0-5097-01A
0 years, female, white, stage:Stage III, alive, 665 days
40.3
TCGA-B0-5080-01A
0 years, male, white, stage:Stage IV, dead, 342 days
40.1
TCGA-B8-4620-01A
0 years, female, white, stage:Stage III, alive, 777 days
39.9
TCGA-BP-4994-01A
0 years, male, white, stage:Stage I, alive, 1308 days
38.9
TCGA-CJ-4900-01A
0 years, female, white, stage:Stage IV, dead, 1714 days
38.1
TCGA-BP-4989-01A
0 years, male, white, stage:Stage III, alive, 118 days
38.0
TCGA-B0-5102-01A
0 years, female, white, stage:Stage I, dead, 2764 days
37.0
TCGA-CJ-5681-01A
0 years, female, white, stage:Stage IV, dead, 552 days
36.5
TCGA-BP-4756-01A
0 years, female, asian, stage:Stage I, alive, 374 days
36.4
TCGA-BP-4352-01A
0 years, female, white, stage:Stage IV, dead, 344 days
36.3
TCGA-BP-4354-01A
0 years, male, white, stage:Stage IV, dead, 1034 days
36.2
TCGA-B0-4815-01A
0 years, male, white, stage:Stage III, dead, 1588 days
35.7
TCGA-B8-A54I-01A
0 years, male, black or african american, stage:Stage I, alive, 150 days
34.7
TCGA-BP-4971-01A
0 years, male, white, stage:Stage III, alive, 1487 days
34.4
TCGA-B0-5100-01A
0 years, male, black or african american, stage:Stage III, dead, 1913 days
34.0
TCGA-BP-4338-01A
0 years, male, white, stage:Stage I, alive, 2859 days
33.6
TCGA-B4-5835-01A
0 years, female, white, stage:Stage I, alive, 16 days
33.3
TCGA-CZ-5469-01A
0 years, male, white, stage:Stage II, dead, 946 days
32.8
TCGA-B8-5162-01A
0 years, male, white, stage:Stage II, alive, 36 days
32.5
TCGA-AK-3426-01A
0 years, male, white, stage:Stage III, dead, 885 days
30.9
TCGA-B0-4821-01A
0 years, female, asian, stage:Stage III, dead, 1230 days
30.5
TCGA-BP-4992-01A
0 years, male, white, stage:Stage I, alive, 501 days
28.8
TCGA-BP-5169-01A
0 years, male, white, stage:Stage I, alive, 193 days
28.0
TCGA-B0-4841-01A
0 years, male, white, stage:Stage IV, dead, 204 days
27.2
TCGA-BP-4343-01A
0 years, male, white, stage:Stage III, dead, 1912 days
26.2
TCGA-6D-AA2E-01A
0 years, female, black or african american, stage:Stage I, alive, 362 days
26.0
TCGA-B0-4697-01A
0 years, female, white, stage:Stage IV, dead, 578 days
25.9
TCGA-B0-5098-01A
0 years, female, black or african american, stage:Stage I, dead, 1584 days
24.4
TCGA-CJ-4890-01A
0 years, male, white, stage:Stage IV, alive, 3519 days
23.3
TCGA-B0-5084-01A
0 years, male, white, stage:Stage IV, dead, 222 days
23.2
TCGA-BP-4985-01A
0 years, male, white, stage:Stage III, dead, 952 days
21.1
TCGA-AK-3456-01A
0 years, male, black or african american, stage:Stage II, alive, 1143 days
20.8
TCGA-B0-5109-01A
0 years, male, white, stage:Stage III, dead, 587 days
20.8
TCGA-B8-4621-01A
0 years, male, black or african american, stage:Stage I, alive, 788 days
20.4
TCGA-CW-5591-01A
0 years, male, white, stage:Stage IV, alive, 2271 days
20.0
TCGA-B0-4819-01A
0 years, female, white, stage:Stage IV, dead, 183 days
19.5
TCGA-B0-5707-01A
0 years, female, white, stage:Stage I, alive, 3744 days
17.9
TCGA-T7-A92I-01A
0 years, female, black or african american, stage:Stage I, alive, 356 days
17.6
TCGA-B8-5546-01A
0 years, female, black or african american, stage:Stage I, alive, 505 days
17.3
TCGA-DV-A4VZ-01A
0 years, male, black or african american, stage:Stage I, alive, 365 days
17.2
TCGA-B2-4098-01A
0 years, female, black or african american, stage:Stage I, dead, 51 days
16.7
TCGA-CZ-5989-01A
0 years, male, white, stage:Stage II, alive, 1905 days
13.9
TCGA-B0-5702-01A
0 years, male, white, stage:Stage I, alive, 2172 days
13.5
TCGA-A3-3313-01A
0 years, male, black or african american, stage:Stage I, dead, 735 days
13.4
TCGA-BP-4799-01A
0 years, male, white, stage:Stage III, dead, 1133 days
13.3
TCGA-B4-5832-01A
0 years, male, white, stage:Stage III, alive, 155 days
12.7
TCGA-B2-5633-01A
0 years, male, white, stage:Stage I, alive, 963 days
12.5
TCGA-A3-3363-01A
0 years, male, asian, stage:Stage II, alive, 319 days
11.6
TCGA-CW-6087-01A
0 years, male, white, stage:Stage IV, dead, 41 days
10.2
TCGA-BP-4983-01A
0 years, female, asian, stage:Stage III, alive, 1413 days
9.2
TCGA-B0-4699-01A
0 years, male, white, stage:Stage IV, dead, 110 days
8.6
TCGA-B8-A54E-01A
0 years, female, black or african american, stage:Stage I, alive, 909 days
8.1
TCGA-AK-3433-01A
0 years, female, white, stage:Stage II, alive, 3409 days
7.5
TCGA-B2-3923-01A
0 years, male, white, stage:Stage II, alive, 992 days
7.1
TCGA-B0-5083-01A
0 years, male, white, stage:Stage I, dead, 1045 days
7.0
TCGA-AK-3443-01A
0 years, male, white, stage:Stage II, alive, 1423 days
6.3
TCGA-B0-4696-01A
0 years, male, white, stage:Stage III, dead, 866 days
6.1
TCGA-A3-3374-01A
0 years, female, black or african american, stage:Stage I, alive, 1314 days
6.1
TCGA-BP-4334-01A
0 years, male, white, stage:Stage III, dead, 645 days
5.3
TCGA-AK-3440-01A
0 years, male, white, stage:Stage I, alive, 2865 days
5.1
TCGA-A3-3328-01A
0 years, male, white, stage:Stage I, alive, 1385 days
5.0
TCGA-B8-4619-01A
0 years, male, white, stage:Stage I, alive, 523 days
4.9
TCGA-B0-4688-01A
0 years, male, white, stage:Stage IV, dead, 101 days
4.5
TCGA-B0-5117-01A
0 years, male, white, stage:Stage I, alive, 1608 days
3.6
TCGA-AK-3465-01A
0 years, female, black or african american, stage:Stage I, alive, 369 days
3.4
TCGA-B0-4834-01A
0 years, male, white, stage:Stage I, dead, 2090 days
3.2
TCGA-AS-3777-01A
0 years, male, white, stage:Stage I, alive, 1238 days
2.7
TCGA-BP-4770-01A
0 years, female, white, stage:Stage IV, dead, 329 days
2.6
TCGA-AK-3427-01A
0 years, male, white, stage:Stage I, alive, 3583 days
1.4
TCGA-AK-3447-01A
0 years, male, white, stage:Stage II, alive, 1217 days
1.0
TCGA-B0-4698-01A
0 years, male, white, stage:Stage IV, dead, 42 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.
CDK18 is not prognostic in Kidney Renal Clear Cell Carcinoma (validation)
Stage:
Survival analysis
Current cut offi
Current cut-off shows the cut-off (FPKM) currently selected. It may be changed manually. When the current cut-off is changed, the vertical dashed line indicating cut-off, the interactive survival scatter plot and the Kaplan-Meier curve will be automatically adjusted to show results accordingly.
:
Best expression cut offi
Based on the FPKM value of each gene, patients were classified into two groups and association between prognosis (survival) and gene expression (FPKM) was examined. The best expression cut-off refers the FPKM value that yields maximal difference with regard to survival between the two groups at the lowest log-rank P-value. Best expression cut-off was selected based on survival analysis .
When clicking on this number, the vertical dashed line indicating cut-off, the interactive survival plot, and the Kaplan-Meier curve will be adjusted to show results based on the best expression cut-off.
Median expression refers to the median FPKM value calculated based on the gene expression (FPKM) data from all patients in this dataset. When clicking on this number, the vertical dashed line indicating cut-off, the interactive survival plot, and the Kaplan-Meier curve will be adjusted to show results based on the median expression.
Median follow up time refers to the median time (years) after diagnosis with this type of cancer, based on clinical data from all patients in this dataset.
: N/A
P scorei
Log-rank P value for Kaplan-Meier plot showing results from analysis of correlation between mRNA expression level and patient survival.
N/A
5-year survival highi
5-year survival for patients with higher expression than the expression cutoff.
For melanoma and glioma, 3-year survival is shown.
N/A
5-year survival lowi
5-year survival for patients with lower expression than the expression cutoff.
For melanoma and glioma, 3-year survival is shown.
N/A
TCGA RNA samplesi
RNA-seq data is reported as average FPKM (number Fragments Per Kilobase of exon per Million reads), generated by the The Cancer Genome Atlas (TCGA) .
Normal distribution across the dataset is visualized with box plots, shown as median and 25th and 75th percentiles. Points are displayed as outliers if they are above or below 1.5 times the interquartile range. FPKM values of the individual samples are presented next to the box plot.
Average TPM
130.9
Number of samples
100
Samples
Sample
Description
TPM
ccRCC-80
0 years, male, NA, stage:pT2N0M0, alive, 3000 days
322.5
ccRCC-86
0 years, female, NA, stage:pT1bN0M0, alive, 3390 days
295.9
ccRCC-96
0 years, male, NA, stage:pT1aN0M0, alive, 3930 days
261.4
ccRCC-4
0 years, male, NA, stage:pT1bN0M0, dead, 270 days
244.4
ccRCC-66
0 years, female, NA, stage:pT3bN0M1, alive, 2520 days
241.2
ccRCC-52
0 years, female, NA, stage:pT3bN0M1, alive, 1350 days
229.3
ccRCC-95
0 years, male, NA, stage:pT1bN0M0, alive, 3960 days
227.5
ccRCC-20
0 years, female, NA, stage:pT3aN0M1, alive, 930 days
222.7
ccRCC-62
0 years, male, NA, stage:pT1bN0M0, alive, 1620 days
221.9
ccRCC-87
0 years, male, NA, stage:pT1bN0M0, alive, 2370 days
221.8
ccRCC-3
0 years, male, NA, stage:pT3bN1M0, dead, 240 days
221.0
ccRCC-43
0 years, female, NA, stage:pT1bN0M0, alive, 1050 days
212.8
ccRCC-6
0 years, male, NA, stage:pT1bN0M0, alive, 2820 days
210.9
ccRCC-67
0 years, male, NA, stage:pT1aN0M0, dead, 1260 days
210.8
ccRCC-104
0 years, female, NA, stage:pT1aN0M0, alive, 3480 days
209.3
ccRCC-68
0 years, male, NA, stage:pT1bN0M0, alive, 2640 days
207.3
ccRCC-17
0 years, female, NA, stage:pT1bN0M0, alive, 2220 days
205.8
ccRCC-83
0 years, male, NA, stage:pT1aN0M0, alive, 300 days
202.6
ccRCC-85
0 years, female, NA, stage:pT1bN0M0, alive, 3330 days
201.3
ccRCC-29
0 years, female, NA, stage:pT1aN0M0, alive, 1710 days
200.8
ccRCC-64
0 years, male, NA, stage:pT3aN0M0, alive, 2430 days
192.6
ccRCC-24
0 years, male, NA, stage:pT3bN0M0, dead, 750 days
188.7
ccRCC-89
0 years, male, NA, stage:pT1aN0M0, alive, 3510 days
183.4
ccRCC-72
0 years, male, NA, stage:pT1bN0M0, alive, 2760 days
180.9
ccRCC-78
0 years, female, NA, stage:pT1aN0M0, alive, 2610 days
177.6
ccRCC-60
0 years, female, NA, stage:pT1aN0M0, alive, 1470 days
175.1
ccRCC-25
0 years, male, NA, stage:pT1aN0M0, alive, 1350 days
172.4
ccRCC-88
0 years, male, NA, stage:pT1aN0M0, alive, 2880 days
172.3
ccRCC-13
0 years, female, NA, stage:pT3aN2M0, dead, 540 days
169.9
ccRCC-76
0 years, female, NA, stage:pT3aN0M1, dead, 960 days
168.7
ccRCC-103
0 years, female, NA, stage:pT1aN0M0, alive, 4350 days
166.4
ccRCC-91
0 years, male, NA, stage:pT1aN0M0, dead, 1890 days
164.2
ccRCC-49
0 years, male, NA, stage:pT3bN0M0, alive, 1290 days
161.9
ccRCC-79
0 years, male, NA, stage:pT1bN0M0, alive, 2670 days
160.5
ccRCC-40
0 years, male, NA, stage:pT1aN0M0, alive, 1020 days
158.6
ccRCC-5
0 years, male, NA, stage:pT1aN0M0, alive, 2940 days
157.2
ccRCC-48
0 years, male, NA, stage:pT1bN0M0, alive, 990 days
153.9
ccRCC-32
0 years, male, NA, stage:pT2N0M0, dead, 1320 days
149.4
ccRCC-51
0 years, male, NA, stage:pT3aN0M0, alive, 1410 days
147.8
ccRCC-97
0 years, male, NA, stage:pT1aN2M1, dead, 990 days
145.9
ccRCC-94
0 years, male, NA, stage:pT1bN0M0, dead, 480 days
144.4
ccRCC-69
0 years, male, NA, stage:pT1aN0M0, alive, 2670 days
140.1
ccRCC-92
0 years, male, NA, stage:pT1aN0M0, alive, 3660 days
139.6
ccRCC-73
0 years, male, NA, stage:pT1aN0M0, alive, 2640 days
138.2
ccRCC-58
0 years, male, NA, stage:pT1aN0M0, alive, 1110 days
138.0
ccRCC-53
0 years, male, NA, stage:pT1aN0M0, alive, 1260 days
133.0
ccRCC-77
0 years, male, NA, stage:pT1bN0M0, alive, 1860 days
132.6
ccRCC-16
0 years, male, NA, stage:pT2N0M0, alive, 2190 days
128.0
ccRCC-15
0 years, female, NA, stage:pT2N0M0, dead, 2070 days
127.0
ccRCC-1
0 years, female, NA, stage:pT1bN0M0, alive, 3330 days
126.0
ccRCC-39
0 years, male, NA, stage:pT2N0M0, alive, 900 days
123.8
ccRCC-100
0 years, male, NA, stage:pT1aN0M0, alive, 4260 days
122.3
ccRCC-23
0 years, male, NA, stage:pT1bN0M0, alive, 1170 days
120.0
ccRCC-50
0 years, male, NA, stage:pT3bN0M0, alive, 900 days
119.1
ccRCC-105
0 years, male, NA, stage:pT1aN0M0, alive, 2190 days
115.4
ccRCC-7
0 years, female, NA, stage:pT2N0M0, alive, 330 days
108.1
ccRCC-99
0 years, female, NA, stage:pT2N0M0, alive, 3330 days
107.2
ccRCC-28
0 years, male, NA, stage:pT1bN0M0, alive, 1530 days
107.0
ccRCC-19
0 years, female, NA, stage:pT2N0M0, alive, 2100 days
104.0
ccRCC-12
0 years, male, NA, stage:pT1aN0M0, alive, 900 days
102.9
ccRCC-36
0 years, male, NA, stage:pT2N0M0, alive, 1410 days
102.6
ccRCC-61
0 years, male, NA, stage:pT1aN0M0, alive, 1470 days
100.9
ccRCC-18
0 years, female, NA, stage:pT1aN0M0, alive, 2130 days
99.8
ccRCC-21
0 years, male, NA, stage:pT1bN0M0, alive, 1080 days
99.1
ccRCC-90
0 years, male, NA, stage:pT1aN0M0, dead, 1170 days
96.5
ccRCC-35
0 years, male, NA, stage:pT1aN0M0, alive, 1380 days
95.5
ccRCC-44
0 years, female, NA, stage:pT1bN0M0, alive, 1050 days
95.4
ccRCC-59
0 years, male, NA, stage:pT1bN0M0, alive, 930 days
92.4
ccRCC-11
0 years, male, NA, stage:pT1aN0M0, alive, 2370 days
90.7
ccRCC-75
0 years, male, NA, stage:pT3aN1M1, dead, 180 days
90.2
ccRCC-93
0 years, male, NA, stage:pT1bN0M0, alive, 3660 days
87.7
ccRCC-71
0 years, male, NA, stage:pT1bN0M0, alive, 2160 days
86.7
ccRCC-31
0 years, male, NA, stage:pT1aN0M0, alive, 1560 days
82.7
ccRCC-82
0 years, male, NA, stage:pT1aN0M0, alive, 3090 days
80.4
ccRCC-54
0 years, male, NA, stage:pT1bN0M0, alive, 1200 days
80.2
ccRCC-8
0 years, male, NA, stage:pT1bN0M0, alive, 2400 days
79.4
ccRCC-81
0 years, male, NA, stage:pT3aN2M0, dead, 1290 days
78.6
ccRCC-42
0 years, male, NA, stage:pT3aN0M0, alive, 1170 days
75.5
ccRCC-14
0 years, male, NA, stage:pT3cN0M0, alive, 2280 days
71.3
ccRCC-34
0 years, male, NA, stage:pT3bN0M1, alive, 1530 days
71.3
ccRCC-22
0 years, male, NA, stage:pT3bN0M0, dead, 330 days
67.2
ccRCC-46
0 years, male, NA, stage:pT1bN0M0, alive, 990 days
67.0
ccRCC-45
0 years, male, NA, stage:pT1aN0M0, alive, 1020 days
66.5
ccRCC-10
0 years, male, NA, stage:pT3aN2M1, dead, 90 days
66.1
ccRCC-55
0 years, female, NA, stage:pT3bN0M0, alive, 1260 days
64.8
ccRCC-56
0 years, male, NA, stage:pT1aN0M0, alive, 1950 days
64.7
ccRCC-106
0 years, male, NA, stage:pT1aN0M0, dead, 1890 days
63.4
ccRCC-9
0 years, male, NA, stage:pT2N1M1, dead, 360 days
55.6
ccRCC-27
0 years, male, NA, stage:pT1aN0M0, alive, 1590 days
54.1
ccRCC-38
0 years, male, NA, stage:pT1aN0M0, alive, 1380 days
52.1
ccRCC-84
0 years, male, NA, stage:pT1bN0M0, alive, 2010 days
50.4
ccRCC-98
0 years, male, NA, stage:pT1aN0M0, alive, 30 days
48.3
ccRCC-26
0 years, male, NA, stage:pT1bN0M0, alive, 1800 days
48.1
ccRCC-65
0 years, male, NA, stage:pT3bN0M1, dead, 300 days
47.7
ccRCC-30
0 years, male, NA, stage:pT2N0M0, dead, 420 days
33.9
ccRCC-102
0 years, male, NA, stage:pT1bN0M0, alive, 4260 days
25.3
ccRCC-37
0 years, female, NA, stage:pT1aN0M0, alive, 1500 days
16.9
ccRCC-41
0 years, male, NA, stage:pT3bN0M0, dead, 540 days
16.7
ccRCC-2
0 years, male, NA, stage:pT1aN0M1, dead, 2190 days
The Survival Scatter plot shows the clinical status (i.e. dead or alive) for all individuals in the patient cohort, based on the same data that underlies the corresponding Kaplan-Meier plots. Patients that are alive at last time for follow-up are shown in blue and patients who have died during the study are shown in red.
The x-axis shows the expression levels (FPKM) of the investigated gene in the tumor tissue at the time of diagnosis. The y-axis shows the follow-up time after diagnosis (years). Both axes are complimented with kernel density curves demonstrating the data density over the axes. The top density plot shows the expression levels (FPKM) distribution among dead (red) and alive patients (blue). The right density plot shows the data density of the survived years of dead patients with high and low expression levels respectively, stratified using the cutoff indicated by the vertical dashed line through the Survival Scatter plot. This cutoff is automatically defined based on the FPKM cutoff that minimizes the p-score. The cutoff can be changed by dragging the vertical line or by entering a cutoff value in the square labeled "Current cut-off".
Under the Survival Scatter plot the p-score landscape (black curve; left axis) is shown together with dead median separation (red curve; right axis). Dead median separation is the difference in median mRNA expression between patients who have died with high and low expression, respectively. It is calculated as follows: median FPKM expression of dead patients with high expression - median FPKM expression of dead patients with low expression. This is intended to aid the user in visually exploring custom cutoffs and the associated p-scores and dead median separation.
Individual patient data is displayed and can be filtered by clicking on one or more of the category buttons on the top of the page. Categories describing expression level and patient information include: high, low, alive, dead, female, male and tumor stages. The scale of the x-axis can be toggled between linear and log-scale by clicking on the "x log" button. Mouse-over function shows TCGA ID, patient information and mRNA expression (FPKM) for each patient.
& Survival analysisi
Kaplan-Meier plots summarize results from analysis of correlation between mRNA expression level and patient survival. Patients were divided based on level of expression into one of the two groups "low" (under cut off) or "high" (over cut off). X-axis shows time for survival (years) and y-axis shows the probability of survival, where 1.0 corresponds to 100 percent.
CDK18 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
23.3
Number of samples
282
Samples
Sample
Description
TPM
TCGA-BQ-5892-01A
0 years, male, white, stage:Stage I, alive, 364 days
151.7
TCGA-5P-A9JV-01A
0 years, male, white, stage:'--, alive, 2043 days
145.0
TCGA-2Z-A9JK-01A
0 years, male, white, stage:Stage III, alive, 1186 days
133.0
TCGA-AL-3473-01A
0 years, male, white, stage:Stage II, alive, 1906 days
118.9
TCGA-WN-A9G9-01A
0 years, male, white, stage:Stage I, alive, 791 days
111.5
TCGA-5P-A9JU-01A
0 years, male, white, stage:Stage III, alive, 373 days
111.0
TCGA-Y8-A896-01A
0 years, male, white, stage:Stage III, alive, 567 days
91.6
TCGA-AL-7173-01A
0 years, female, white, stage:Stage IV, alive, 2060 days
80.1
TCGA-BQ-5890-01A
0 years, male, white, stage:Stage III, alive, 233 days
73.2
TCGA-2Z-A9JI-01A
0 years, male, white, stage:Stage III, alive, 1567 days
67.5
TCGA-G7-A8LD-01A
0 years, male, white, stage:Stage III, dead, 514 days
66.7
TCGA-2Z-A9J9-01A
0 years, male, black or african american, stage:Stage I, alive, 2294 days
63.1
TCGA-A4-7828-01A
0 years, female, black or african american, stage:Stage I, alive, 238 days
56.4
TCGA-G7-6796-01A
0 years, male, white, stage:Stage I, alive, 2173 days
52.8
TCGA-DZ-6133-01A
0 years, female, white, stage:Stage I, dead, 1557 days
51.7
TCGA-G7-6789-01A
0 years, female, white, stage:Stage IV, dead, 122 days
50.8
TCGA-F9-A8NY-01A
0 years, female, asian, stage:Stage IV, alive, 36 days
49.0
TCGA-DW-5560-01A
0 years, female, white, stage:Stage I, alive, 1486 days
48.7
TCGA-A4-A5Y0-01A
0 years, female, white, stage:Stage I, alive, 252 days
48.5
TCGA-EV-5902-01A
0 years, male, white, stage:Stage I, alive, 578 days
48.2
TCGA-UZ-A9PN-01A
0 years, male, white, stage:Stage III, dead, 1136 days
46.7
TCGA-G7-6793-01A
0 years, female, white, stage:Stage IV, dead, 336 days
45.8
TCGA-A4-8098-01A
0 years, male, black or african american, stage:Stage I, alive, 896 days
45.5
TCGA-B9-A44B-01A
0 years, male, black or african american, stage:Stage III, alive, 361 days
44.7
TCGA-BQ-5877-01A
0 years, male, black or african american, stage:Stage IV, dead, 270 days
41.8
TCGA-BQ-7051-01A
0 years, male, white, stage:Stage II, alive, 1533 days
41.4
TCGA-IA-A40Y-01A
0 years, female, white, stage:Stage III, alive, 62 days
40.8
TCGA-BQ-5879-01A
0 years, female, white, stage:Stage III, dead, 697 days
40.5
TCGA-GL-A4EM-01A
0 years, male, white, stage:Stage I, alive, 32 days
39.7
TCGA-B3-8121-01A
0 years, female, black or african american, stage:Stage I, alive, 379 days
39.7
TCGA-5P-A9K2-01A
0 years, male, white, stage:'--, alive, 2392 days
37.9
TCGA-Y8-A8RZ-01A
0 years, male, white, stage:Stage I, alive, 205 days
37.8
TCGA-2Z-A9JJ-01A
0 years, female, white, stage:Stage I, alive, 1213 days
37.7
TCGA-BQ-5883-01A
0 years, female, black or african american, stage:Stage I, alive, 1242 days
36.6
TCGA-BQ-7046-01A
0 years, male, white, stage:Stage I, alive, 2948 days
36.5
TCGA-5P-A9KE-01A
0 years, male, white, stage:'--, alive, 824 days
35.8
TCGA-A4-A5Y1-01A
0 years, male, white, stage:Stage III, dead, 395 days
35.7
TCGA-BQ-5891-01A
0 years, female, white, stage:Stage III, alive, 29 days
35.7
TCGA-BQ-7061-01A
0 years, female, white, stage:Stage I, alive, 218 days
35.4
TCGA-BQ-5882-01A
0 years, male, stage:Stage III, dead, 658 days
35.4
TCGA-V9-A7HT-01A
0 years, male, black or african american, stage:Stage II, alive, 965 days
35.1
TCGA-UZ-A9PP-01A
0 years, male, white, stage:Stage I, alive, 3010 days
33.3
TCGA-A4-7288-01A
0 years, female, white, stage:'--, alive, 1857 days
33.3
TCGA-KV-A74V-01A
0 years, male, white, stage:Stage I, alive, 347 days
32.8
TCGA-P4-A5E8-01A
0 years, male, white, stage:Stage III, dead, 1306 days
32.7
TCGA-BQ-5885-01A
0 years, male, white, stage:Stage III, alive, 921 days
32.2
TCGA-A4-8310-01A
0 years, male, white, stage:Stage III, alive, 780 days
30.9
TCGA-UZ-A9PL-01A
0 years, male, white, stage:Stage II, alive, 3152 days
30.9
TCGA-GL-A9DE-01A
0 years, male, black or african american, stage:Stage I, alive, 496 days
30.7
TCGA-A4-7585-01A
0 years, male, white, stage:Stage III, dead, 1070 days
30.6
TCGA-DZ-6134-01A
0 years, male, white, stage:Stage I, alive, 1856 days
30.1
TCGA-A4-7997-01A
0 years, male, white, stage:Stage I, alive, 927 days
30.0
TCGA-SX-A7SM-01A
0 years, male, black or african american, stage:Stage IV, dead, 363 days
29.6
TCGA-2Z-A9JS-01A
0 years, male, white, stage:Stage I, dead, 492 days
29.0
TCGA-BQ-5878-01A
0 years, female, white, stage:Stage III, alive, 1938 days
28.9
TCGA-A4-7584-01A
0 years, male, black or african american, stage:Stage I, alive, 650 days
28.6
TCGA-A4-8515-01A
0 years, male, american indian or alaska native, stage:Stage I, alive, 709 days
28.1
TCGA-B1-A655-01A
0 years, female, white, stage:Stage I, alive, 510 days
28.1
TCGA-HE-7129-01A
male, stage:Stage II, alive, 2492 days
27.7
TCGA-A4-A57E-01A
0 years, male, white, stage:Stage IV, dead, 258 days
26.9
TCGA-A4-A5XZ-01A
0 years, female, white, stage:Stage II, alive, 479 days
26.7
TCGA-UZ-A9Q1-01A
0 years, female, white, stage:Stage I, alive, 730 days
26.7
TCGA-UZ-A9PV-01A
0 years, male, white, stage:Stage I, alive, 1444 days
26.4
TCGA-5P-A9KC-01A
0 years, female, white, stage:'--, alive, 377 days
26.3
TCGA-A4-8518-01A
0 years, male, white, stage:Stage I, alive, 600 days
25.9
TCGA-4A-A93X-01A
0 years, male, white, stage:Stage IV, alive, 390 days
25.9
TCGA-5P-A9K4-01A
0 years, male, white, stage:'--, alive, 2184 days
25.8
TCGA-GL-A9DC-01A
0 years, female, white, stage:Stage I, alive, 392 days
25.8
TCGA-BQ-7045-01A
0 years, male, black or african american, stage:Stage I, dead, 1468 days
25.7
TCGA-F9-A4JJ-01A
0 years, female, black or african american, stage:Stage III, dead, 325 days
25.7
TCGA-BQ-5875-01A
0 years, female, white, stage:Stage III, alive, 2639 days
25.6
TCGA-P4-AAVM-01A
0 years, male, white, stage:Stage I, alive, 1539 days
25.1
TCGA-2Z-A9J8-01A
0 years, male, white, stage:Stage I, alive, 2790 days
25.0
TCGA-BQ-5894-01A
0 years, male, stage:Stage IV, alive, 84 days
24.8
TCGA-UZ-A9Q0-01A
0 years, male, white, stage:Stage I, alive, 3368 days
24.4
TCGA-SX-A7SO-01A
0 years, male, white, stage:Stage I, alive, 1257 days
24.2
TCGA-P4-A5EB-01A
0 years, male, white, stage:Stage I, alive, 2477 days
24.2
TCGA-GL-7966-01A
0 years, female, white, stage:Stage III, alive, 112 days
23.8
TCGA-BQ-5884-01A
0 years, female, black or african american, stage:Stage I, alive, 792 days
23.8
TCGA-BQ-5889-01A
0 years, male, white, stage:Stage IV, dead, 329 days
23.4
TCGA-2Z-A9JR-01A
0 years, male, white, stage:Stage I, alive, 161 days
23.3
TCGA-UZ-A9PM-01A
0 years, male, white, stage:Stage II, alive, 3811 days
23.2
TCGA-5P-A9K0-01A
0 years, male, white, stage:'--, alive, 677 days
22.9
TCGA-BQ-7059-01A
0 years, male, white, stage:Stage I, alive, 232 days
22.9
TCGA-B1-5398-01A
0 years, male, white, stage:Stage III, alive, 1251 days
22.7
TCGA-DZ-6131-01A
0 years, male, white, stage:Stage III, alive, 2429 days
22.5
TCGA-EV-5903-01A
0 years, male, white, stage:Stage I, alive, 757 days
22.3
TCGA-B9-5155-01A
0 years, male, white, stage:Stage III, alive, 665 days
22.1
TCGA-P4-AAVK-01A
0 years, male, white, stage:Stage III, alive, 1590 days
22.0
TCGA-SX-A7SN-01A
0 years, male, white, stage:Stage I, alive, 578 days
21.9
TCGA-BQ-7053-01A
0 years, female, black or african american, stage:Stage III, alive, 1516 days
21.8
TCGA-BQ-7048-01A
0 years, male, white, stage:Stage III, alive, 2839 days
21.4
TCGA-B9-4117-01A
0 years, female, black or african american, stage:'--, alive, 14 days
21.4
TCGA-B1-A47O-01A
0 years, female, white, stage:Stage I, alive, 842 days
21.3
TCGA-GL-A59R-01A
0 years, male, white, stage:Stage III, alive, 378 days
21.3
TCGA-BQ-5887-01A
0 years, male, white, stage:Stage III, alive, 771 days
21.2
TCGA-F9-A7VF-01A
0 years, female, white, stage:Stage I, alive, 73 days
21.2
TCGA-DW-7838-01A
0 years, male, white, stage:Stage I, alive, 744 days
21.0
TCGA-B3-4104-01A
0 years, male, white, stage:Stage II, alive, 1049 days
21.0
TCGA-G7-6795-01A
0 years, male, white, stage:Stage I, alive, 1194 days
21.0
TCGA-A4-A48D-01A
0 years, male, black or african american, stage:Stage I, alive, 379 days
20.9
TCGA-SX-A7SP-01A
0 years, female, white, stage:Stage I, dead, 496 days
20.8
TCGA-P4-A5E6-01A
0 years, male, black or african american, stage:Stage III, alive, 3035 days
20.8
TCGA-IA-A83V-01A
0 years, male, white, stage:Stage I, dead, 2941 days
20.7
TCGA-B9-5156-01A
0 years, male, white, stage:'--, alive, 1338 days
20.6
TCGA-A4-7915-01A
0 years, female, black or african american, stage:Stage II, alive, 7 days
20.6
TCGA-MH-A55W-01A
0 years, male, black or african american, stage:Stage I, alive, 1043 days
20.5
TCGA-BQ-7044-01A
0 years, male, white, stage:Stage III, alive, 3760 days
20.4
TCGA-BQ-7060-01A
0 years, male, american indian or alaska native, stage:Stage I, alive, 214 days
20.3
TCGA-HE-A5NH-01A
0 years, male, stage:Stage I, alive, 791 days
20.2
TCGA-IZ-8195-01A
0 years, male, white, stage:Stage II, alive, 677 days
20.0
TCGA-UZ-A9PO-01A
0 years, male, white, stage:Stage I, alive, 1911 days
20.0
TCGA-BQ-5893-01A
0 years, male, white, stage:Stage IV, dead, 241 days
20.0
TCGA-B9-A69E-01A
0 years, male, white, stage:Stage III, alive, 452 days
20.0
TCGA-A4-8630-01A
0 years, female, white, stage:Stage I, alive, 436 days
19.5
TCGA-SX-A7SQ-01A
0 years, male, white, stage:Stage I, alive, 1266 days
19.5
TCGA-P4-A5E7-01A
0 years, female, white, stage:Stage I, alive, 2649 days
19.4
TCGA-2Z-A9J2-01A
0 years, female, white, stage:Stage I, alive, 1795 days
19.4
TCGA-BQ-5880-01A
0 years, male, white, stage:Stage III, dead, 1314 days
19.3
TCGA-A4-7734-01A
0 years, female, white, stage:Stage I, alive, 27 days
19.3
TCGA-Y8-A897-01A
0 years, female, white, stage:Stage I, alive, 549 days
19.2
TCGA-A4-8517-01A
0 years, male, white, stage:Stage I, alive, 597 days
19.0
TCGA-Y8-A895-01A
0 years, male, white, stage:Stage I, alive, 484 days
19.0
TCGA-SX-A71U-01A
0 years, male, white, stage:Stage I, alive, 1357 days
18.9
TCGA-UZ-A9PQ-01A
0 years, male, black or african american, stage:Stage III, dead, 2624 days
18.9
TCGA-A4-A5DU-01A
0 years, female, white, stage:Stage I, alive, 496 days
18.8
TCGA-HE-A5NF-01A
0 years, male, stage:Stage I, alive, 2582 days
18.7
TCGA-5P-A9K6-01A
0 years, male, white, stage:'--, alive, 1914 days
18.6
TCGA-UZ-A9PZ-01A
0 years, male, white, stage:Stage III, alive, 657 days
18.5
TCGA-DW-7840-01A
0 years, male, black or african american, stage:Stage I, alive, 114 days
18.4
TCGA-5P-A9JY-01A
0 years, male, white, stage:'--, dead, 1508 days
18.3
TCGA-2Z-A9J1-01A
0 years, male, white, stage:Stage I, alive, 2298 days
18.2
TCGA-2Z-A9JD-01A
0 years, male, white, stage:Stage I, alive, 1060 days
18.2
TCGA-A4-A4ZT-01A
0 years, female, white, stage:Stage I, alive, 516 days
18.2
TCGA-B9-4116-01A
0 years, female, black or african american, stage:'--, alive, 627 days
18.2
TCGA-2K-A9WE-01A
0 years, male, white, stage:Stage II, alive, 214 days
18.1
TCGA-5P-A9JW-01A
0 years, male, white, stage:'--, alive, 3241 days
18.1
TCGA-BQ-7050-01A
0 years, female, white, stage:Stage I, alive, 1864 days
18.0
TCGA-G7-A8LC-01A
0 years, male, white, stage:Stage I, alive, 702 days
18.0
TCGA-5P-A9KF-01A
0 years, male, white, stage:'--, alive, 845 days
17.9
TCGA-SX-A71R-01A
0 years, male, white, stage:Stage I, alive, 1457 days
17.7
TCGA-HE-A5NJ-01A
0 years, male, stage:'--, alive, 1726 days
17.6
TCGA-HE-7130-01A
female, stage:Stage III, alive, 1770 days
17.6
TCGA-IA-A40X-01A
0 years, female, black or african american, stage:Stage I, alive, 608 days
17.6
TCGA-DZ-6132-01A
0 years, male, stage:Stage I, alive, 2460 days
17.5
TCGA-IZ-A6M8-01A
0 years, male, black or african american, stage:Stage I, alive, 497 days
17.5
TCGA-IA-A40U-01A
0 years, male, white, stage:Stage III, alive, 511 days
17.4
TCGA-UZ-A9PU-01A
0 years, male, white, stage:Stage I, dead, 933 days
17.3
TCGA-EV-5901-01A
0 years, female, white, stage:Stage I, alive, 1040 days
17.2
TCGA-F9-A7Q0-01A
0 years, female, asian, stage:Stage I, alive, 398 days
17.1
TCGA-MH-A855-01A
0 years, female, black or african american, stage:Stage II, alive, 369 days
17.1
TCGA-UZ-A9PJ-01A
0 years, male, white, stage:Stage I, dead, 797 days
16.9
TCGA-Y8-A8RY-01A
0 years, male, white, stage:Stage I, alive, 769 days
16.9
TCGA-2Z-A9JM-01A
0 years, male, white, stage:Stage I, alive, 934 days
16.8
TCGA-2Z-A9JG-01A
0 years, male, white, stage:Stage I, alive, 1662 days
16.8
TCGA-SX-A7SR-01A
0 years, male, white, stage:Stage II, alive, 805 days
16.8
TCGA-A4-7286-01A
0 years, male, white, stage:'--, alive, 554 days
16.8
TCGA-GL-A59T-01A
0 years, male, white, stage:Stage I, alive, 546 days
16.6
TCGA-DW-7834-01A
0 years, male, white, stage:Stage I, alive, 3950 days
16.6
TCGA-BQ-7062-01A
0 years, male, black or african american, stage:Stage I, alive, 116 days
16.4
TCGA-BQ-5888-01A
0 years, female, white, stage:Stage I, alive, 403 days
16.3
TCGA-AT-A5NU-01A
0 years, male, white, stage:Stage I, alive, 67 days
16.2
TCGA-GL-7773-01A
0 years, male, white, stage:Stage I, alive, 393 days
16.2
TCGA-UZ-A9PX-01A
0 years, male, white, stage:Stage I, alive, 1981 days
16.0
TCGA-B3-3926-01A
0 years, female, white, stage:Stage I, alive, 883 days
16.0
TCGA-5P-A9K9-01A
0 years, female, white, stage:'--, dead, 589 days
16.0
TCGA-SX-A71W-01A
0 years, male, white, stage:Stage I, alive, 1076 days
16.0
TCGA-IZ-8196-01A
0 years, male, white, stage:Stage I, alive, 649 days
15.9
TCGA-Y8-A8S1-01A
0 years, male, white, stage:Stage I, alive, 404 days
15.7
TCGA-MH-A55Z-01A
0 years, male, black or african american, stage:Stage I, alive, 845 days
15.7
TCGA-O9-A75Z-01A
0 years, male, white, stage:Stage I, alive, 471 days
15.7
TCGA-AL-3468-01A
0 years, male, white, stage:Stage II, dead, 2331 days
15.7
TCGA-2Z-A9JP-01A
0 years, male, white, stage:Stage I, alive, 893 days
15.6
TCGA-5P-A9JZ-01A
0 years, female, white, stage:'--, alive, 2744 days
15.6
TCGA-G7-6792-01A
0 years, male, black or african american, stage:Stage I, alive, 2765 days
15.6
TCGA-GL-A9DD-01A
0 years, male, white, stage:Stage I, alive, 341 days
15.5
TCGA-G7-A4TM-01A
0 years, male, black or african american, stage:Stage I, alive, 768 days
15.5
TCGA-DW-7842-01A
0 years, male, white, stage:Stage I, alive, 92 days
15.4
TCGA-A4-8311-01A
0 years, male, white, stage:Stage I, alive, 729 days
15.3
TCGA-2Z-A9J7-01A
0 years, male, white, stage:Stage IV, dead, 139 days
15.3
TCGA-KV-A6GD-01A
0 years, male, white, stage:Stage I, alive, 560 days
15.3
TCGA-F9-A97G-01A
0 years, male, asian, stage:Stage III, alive, 13 days
15.2
TCGA-2Z-A9J6-01A
0 years, male, white, stage:Stage I, alive, 1731 days
15.2
TCGA-UZ-A9PS-01A
0 years, female, black or african american, stage:Stage II, alive, 2167 days
15.2
TCGA-A4-7583-01A
0 years, male, black or african american, stage:Stage I, alive, 3 days
15.2
TCGA-GL-6846-01A
0 years, male, white, stage:Stage IV, alive, 5925 days
15.1
TCGA-IZ-A6M9-01A
0 years, male, white, stage:Stage I, alive, 376 days
15.1
TCGA-AL-3466-01A
0 years, male, white, stage:Stage IV, dead, 293 days
15.1
TCGA-B3-3925-01A
0 years, male, white, stage:Stage III, alive, 1029 days
15.1
TCGA-B1-A47M-01A
0 years, male, black or african american, stage:Stage III, alive, 659 days
15.0
TCGA-BQ-7058-01A
0 years, male, white, stage:Stage III, dead, 343 days
15.0
TCGA-Y8-A894-01A
0 years, female, white, stage:Stage I, alive, 567 days
14.9
TCGA-2Z-A9J3-01A
0 years, male, white, stage:Stage II, dead, 1771 days
14.9
TCGA-G7-A8LE-01A
0 years, male, white, stage:Stage I, alive, 2453 days
14.8
TCGA-Y8-A8S0-01A
0 years, male, white, stage:Stage I, alive, 183 days
14.8
TCGA-2Z-A9J5-01A
0 years, male, white, stage:Stage II, alive, 3050 days
14.7
TCGA-AL-A5DJ-01A
0 years, female, white, stage:Stage III, dead, 1498 days
14.6
TCGA-IA-A83W-01A
0 years, male, white, stage:Stage I, dead, 2043 days
14.5
TCGA-2Z-A9JN-01A
0 years, female, black or african american, stage:Stage I, alive, 740 days
14.5
TCGA-G7-7501-01A
0 years, female, black or african american, stage:Stage III, dead, 624 days
14.5
TCGA-IA-A83T-01A
0 years, male, white, stage:'--, dead, 2684 days
14.3
TCGA-MH-A856-01A
0 years, male, white, stage:Stage I, alive, 947 days
14.3
TCGA-BQ-7056-01A
0 years, female, white, stage:Stage III, alive, 612 days
14.3
TCGA-J7-A8I2-01A
0 years, male, asian, stage:Stage I, alive, 307 days
14.2
TCGA-SX-A71S-01A
0 years, female, white, stage:Stage I, alive, 1504 days
14.2
TCGA-P4-AAVO-01A
0 years, male, white, stage:Stage I, alive, 2400 days
14.1
TCGA-GL-8500-01A
0 years, male, white, stage:Stage I, alive, 841 days
14.0
TCGA-Y8-A898-01A
0 years, male, white, stage:Stage I, alive, 475 days
14.0
TCGA-A4-8516-01A
0 years, male, white, stage:Stage III, alive, 23 days
14.0
TCGA-4A-A93Y-01A
0 years, female, black or african american, stage:Stage II, alive, 352 days
13.9
TCGA-J7-6720-01A
0 years, male, asian, stage:Stage I, alive, 388 days
13.7
TCGA-B1-A657-01A
0 years, male, white, stage:Stage I, alive, 641 days
13.6
TCGA-DW-7841-01A
0 years, male, black or african american, stage:Stage I, alive, 445 days
13.6
TCGA-B9-A5W9-01A
0 years, male, white, stage:Stage I, alive, 5 days
13.5
TCGA-HE-A5NI-01A
0 years, male, stage:Stage I, alive, 360 days
13.5
TCGA-B1-7332-01A
0 years, female, black or african american, stage:Stage II, alive, 1141 days
13.4
TCGA-HE-A5NK-01A
0 years, male, stage:'--, alive, 2228 days
13.4
TCGA-BQ-7049-01A
0 years, female, white, stage:Stage I, dead, 1364 days
13.3
TCGA-UZ-A9PK-01A
0 years, male, white, stage:Stage I, alive, 3571 days
13.3
TCGA-DW-7837-01A
0 years, male, black or african american, stage:Stage I, alive, 1142 days
13.3
TCGA-B9-A8YH-01A
0 years, male, black or african american, stage:Stage I, alive, 532 days
12.9
TCGA-SX-A7SU-01A
0 years, male, stage:Stage I, alive, 1331 days
12.9
TCGA-5P-A9KA-01A
0 years, male, white, stage:'--, alive, 395 days
12.8
TCGA-B9-A5W7-01A
0 years, male, black or african american, stage:Stage I, alive, 585 days
12.6
TCGA-UN-AAZ9-01A
0 years, female, black or african american, stage:Stage I, alive, 548 days
12.5
TCGA-UZ-A9PR-01A
0 years, male, white, stage:Stage I, alive, 2191 days
12.5
TCGA-HE-A5NL-01A
0 years, male, stage:Stage I, alive, 767 days
12.5
TCGA-B9-4115-01A
0 years, male, black or african american, stage:Stage I, alive, 803 days
12.5
TCGA-BQ-5876-01A
0 years, male, white, stage:Stage I, alive, 586 days
12.3
TCGA-B9-A8YI-01A
0 years, male, black or african american, stage:Stage I, alive, 374 days
12.3
TCGA-G7-6797-01A
0 years, male, white, stage:Stage III, alive, 765 days
12.2
TCGA-DW-7836-01A
0 years, male, white, stage:Stage I, alive, 1093 days
12.2
TCGA-BQ-5881-01A
0 years, male, white, stage:Stage I, alive, 1454 days
12.1
TCGA-SX-A7SL-01A
0 years, male, stage:Stage I, alive, 823 days
12.1
TCGA-SX-A71V-01A
0 years, male, white, stage:Stage I, alive, 876 days
12.0
TCGA-PJ-A5Z8-01A
0 years, female, white, stage:Stage I, alive, 600 days
12.0
TCGA-B9-A5W8-01A
0 years, male, black or african american, stage:Stage II, alive, 524 days
11.9
TCGA-J7-8537-01A
0 years, female, asian, stage:Stage III, dead, 321 days
11.9
TCGA-DZ-6135-01A
0 years, male, stage:Stage I, alive, 2269 days
11.9
TCGA-IA-A83S-01A
0 years, male, white, stage:'--, dead, 2609 days
11.8
TCGA-MH-A560-01A
0 years, male, white, stage:Stage I, alive, 924 days
11.8
TCGA-P4-A5ED-01A
0 years, male, white, stage:Stage I, alive, 2816 days
11.7
TCGA-2Z-A9JL-01A
0 years, male, black or african american, stage:Stage I, alive, 1006 days
11.5
TCGA-PJ-A5Z9-01A
0 years, female, white, stage:Stage I, alive, 540 days
11.4
TCGA-4A-A93W-01A
0 years, female, white, stage:Stage I, alive, 4 days
11.4
TCGA-A4-8312-01A
0 years, male, black or african american, stage:Stage I, alive, 708 days
11.3
TCGA-A4-7732-01A
0 years, male, black or african american, stage:'--, alive, 582 days
11.2
TCGA-B1-A656-01A
0 years, male, white, stage:Stage I, alive, 618 days
11.2
TCGA-5P-A9K3-01A
0 years, male, white, stage:'--, dead, 471 days
11.1
TCGA-5P-A9K8-01A
0 years, female, white, stage:'--, alive, 1309 days
10.8
TCGA-BQ-5886-01A
0 years, male, white, stage:Stage III, alive, 792 days
10.8
TCGA-B9-4113-01A
0 years, male, black or african american, stage:Stage I, dead, 1536 days
10.5
TCGA-MH-A562-01A
0 years, male, black or african american, stage:Stage I, alive, 616 days
10.5
TCGA-2Z-A9JE-01A
0 years, male, white, stage:Stage I, alive, 1728 days
10.5
TCGA-MH-A561-01A
0 years, male, white, stage:Stage I, alive, 841 days
10.4
TCGA-MH-A857-01A
0 years, male, black or african american, stage:Stage I, alive, 890 days
10.4
TCGA-AL-3467-01A
0 years, female, white, stage:'--, alive, 2135 days
10.3
TCGA-MH-A854-01A
0 years, female, black or african american, stage:Stage I, alive, 536 days
10.3
TCGA-A4-7287-01A
0 years, female, white, stage:Stage I, dead, 597 days
10.0
TCGA-Q2-A5QZ-01A
0 years, female, black or african american, stage:Stage III, alive, 428 days
9.8
TCGA-2Z-A9JO-01A
0 years, female, black or african american, stage:Stage I, alive, 949 days
9.7
TCGA-B9-4617-01A
0 years, male, black or african american, stage:'--, alive, 35 days
9.5
TCGA-DW-5561-01A
0 years, male, black or african american, stage:Stage I, alive, 414 days
9.3
TCGA-B1-A654-01A
0 years, female, black or african american, stage:Stage I, alive, 616 days
9.1
TCGA-DW-7839-01A
0 years, female, white, stage:Stage I, alive, 419 days
8.9
TCGA-B9-4114-01A
0 years, male, black or african american, stage:'--, alive, 857 days
8.7
TCGA-WN-AB4C-01A
0 years, female, white, stage:Stage I, alive, 1188 days
8.4
TCGA-B3-4103-01A
0 years, male, white, stage:Stage I, alive, 930 days
8.3
TCGA-2Z-A9JT-01A
0 years, male, white, stage:Stage I, alive, 684 days
8.3
TCGA-B3-A6W5-01A
0 years, male, black or african american, stage:Stage I, alive, 309 days
8.3
TCGA-5P-A9KH-01A
0 years, male, white, stage:'--, alive, 2051 days
8.2
TCGA-B1-A47N-01A
0 years, male, white, stage:Stage I, alive, 1110 days
8.0
TCGA-AL-3472-01A
0 years, male, black or african american, stage:'--, alive, 2029 days
7.7
TCGA-G7-A8LB-01A
0 years, male, white, stage:Stage IV, alive, 547 days
7.6
TCGA-P4-A5EA-01A
0 years, female, white, stage:Stage III, dead, 201 days
7.1
TCGA-BQ-7055-01A
0 years, male, white, stage:Stage I, alive, 799 days
5.9
TCGA-2Z-A9JQ-01A
0 years, male, white, stage:Stage I, alive, 778 days
5.8
TCGA-SX-A7SS-01A
0 years, male, white, stage:Stage I, alive, 1615 days
3.7
TCGA-KV-A6GE-01A
0 years, male, white, stage:Stage I, alive, 885 days
2.6
TCGA-A4-A6HP-01A
0 years, male, white, stage:Stage I, alive, 379 days
0.0
TCGA-P4-AAVL-01A
0 years, male, white, stage:Stage III, dead, 487 days
0.0
TCGA-AL-3471-01A
0 years, male, white, stage:Stage I, dead, 1500 days
0.0
Show allShow less
RENAL CELL CARCINOMA - Protein relative expression (CPTAC)
Number of samples
194
Samples
Sample ID
Sample type
nRPX
CPT0000640003
Tumor
1.4
CPT0006440003
Tumor
1.1
CPT0014370004
Tumor
1.1
CPT0000870016
Tumor
1.1
CPT0007860003
Tumor
1.0
CPT0001540009
Tumor
1.0
CPT0025880003
Tumor
0.9
CPT0085670003
Tumor
0.9
CPT0006630003
Tumor
0.9
CPT0026410003
Tumor
0.9
CPT0071150004
Tumor
0.9
CPT0078990003
Tumor
0.9
CPT0010160003
Tumor
0.9
CPT0017410003
Tumor
0.8
CPT0001220008
Tumor
0.8
CPT0076330003
Tumor
0.8
CPT0086030003
Tumor
0.8
CPT0015810003
Tumor
0.8
CPT0007320003
Tumor
0.8
CPT0065870003
Tumor
0.8
CPT0086950003
Tumor
0.8
CPT0065810003
Tumor
0.7
CPT0012370003
Tumor
0.7
CPT0063320003
Tumor
0.7
CPT0081990003
Tumor
0.7
CPT0069000003
Tumor
0.6
CPT0077490003
Tumor
0.6
CPT0000780007
Tumor
0.6
CPT0009000003
Tumor
0.6
CPT0019130003
Tumor
0.6
CPT0078830003
Tumor
0.6
CPT0063630003
Tumor
0.6
CPT0077110003
Tumor
0.6
CPT0079480003
Tumor
0.6
CPT0066470004
Tumor
0.6
CPT0025290003
Tumor
0.6
CPT0025110003
Tumor
0.6
CPT0010110003
Tumor
0.6
CPT0012280003
Tumor
0.6
CPT0006900003
Tumor
0.6
CPT0025050003
Tumor
0.5
CPT0009060003
Tumor
0.5
CPT0025350003
Tumor
0.5
CPT0086870003
Tumor
0.5
CPT0088630003
Tumor
0.5
CPT0077310003
Tumor
0.5
CPT0012900004
Tumor
0.5
CPT0065750003
Tumor
0.5
CPT0023690003
Tumor
0.5
CPT0021240003
Tumor
0.5
CPT0001500009
Tumor
0.5
CPT0065930003
Tumor
0.4
CPT0078930003
Tumor
0.4
CPT0025580004
Tumor
0.4
CPT0078510003
Tumor
0.4
CPT0086360003
Tumor
0.4
CPT0081600003
Tumor
0.4
CPT0089460004
Tumor
0.4
CPT0001340003
Tumor
0.4
CPT0092790003
Tumor
0.4
CPT0079270003
Tumor
0.4
CPT0089020003
Tumor
0.3
CPT0019990003
Tumor
0.3
CPT0088690003
Tumor
0.3
CPT0092730003
Tumor
0.3
CPT0001260009
Tumor
0.3
CPT0084560003
Tumor
0.3
CPT0002350011
Tumor
0.3
CPT0015730003
Tumor
0.3
CPT0069160003
Tumor
0.3
CPT0011240003
Tumor
0.3
CPT0088900003
Tumor
0.3
CPT0065690003
Tumor
0.3
CPT0015910003
Tumor
0.3
CPT0087040003
Tumor
0.2
CPT0092290003
Tumor
0.2
CPT0075720003
Tumor
0.2
CPT0086820003
Tumor
0.2
CPT0079410003
Tumor
0.2
CPT0065430003
Tumor
0.2
CPT0079230003
Tumor
0.2
CPT0012670003
Tumor
0.2
CPT0012080003
Tumor
0.2
CPT0088760003
Tumor
0.2
CPT0092160003
Tumor
0.2
CPT0088480003
Tumor
0.2
CPT0081880003
Tumor
0.1
CPT0001180009
Tumor
0.1
CPT0014450004
Tumor
0.1
CPT0079380003
Tumor
0.1
CPT0064370003
Tumor
0.1
CPT0025230003
Tumor
0.1
CPT0012550003
Tumor
0.1
CPT0020120003
Tumor
0.1
CPT0066480003
Tumor
0.1
CPT0014160003
Tumor
0.0
CPT0025170003
Tumor
0.0
CPT0023350003
Tumor
0.0
CPT0075560003
Tumor
-0.1
CPT0024670003
Tumor
-0.2
CPT0075130003
Tumor
-0.2
CPT0011410003
Tumor
-0.3
CPT0012770003
Normal
-0.3
CPT0012570003
Normal
-0.4
CPT0023710001
Normal
-0.4
CPT0020020001
Normal
-0.4
CPT0078840001
Normal
-0.4
CPT0065450001
Normal
-0.4
CPT0000890001
Normal
-0.4
CPT0066430001
Normal
-0.4
CPT0009020003
Normal
-0.4
CPT0006730001
Normal
-0.4
CPT0077500001
Normal
-0.4
CPT0086970003
Normal
-0.4
CPT0006950001
Normal
-0.4
CPT0025610001
Normal
-0.4
CPT0075570001
Normal
-0.4
CPT0001550001
Normal
-0.5
CPT0025060001
Normal
-0.5
CPT0009080003
Normal
-0.5
CPT0010170001
Normal
-0.5
CPT0013790003
Normal
-0.5
CPT0092310003
Normal
-0.5
CPT0024680001
Normal
-0.5
CPT0081620001
Normal
-0.5
CPT0000790001
Normal
-0.5
CPT0014350001
Normal
-0.5
CPT0025920001
Normal
-0.5
CPT0092740003
Normal
-0.5
CPT0012180003
Tumor
-0.5
CPT0092800003
Normal
-0.5
CPT0079300001
Normal
-0.5
CPT0079180003
Tumor
-0.6
CPT0076350001
Normal
-0.6
CPT0092190003
Normal
-0.6
CPT0086370003
Normal
-0.6
CPT0010120001
Normal
-0.6
CPT0064400001
Normal
-0.6
CPT0069010001
Normal
-0.6
CPT0012090003
Normal
-0.6
CPT0088550004
Tumor
-0.6
CPT0002370001
Normal
-0.6
CPT0023360001
Normal
-0.6
CPT0026420001
Normal
-0.6
CPT0077140001
Normal
-0.6
CPT0079430001
Normal
-0.6
CPT0087050003
Normal
-0.6
CPT0079510001
Normal
-0.6
CPT0020130001
Normal
-0.6
CPT0069190001
Normal
-0.6
CPT0088710001
Normal
-0.6
CPT0066520001
Normal
-0.6
CPT0012920003
Normal
-0.6
CPT0001350001
Normal
-0.6
CPT0017850003
Tumor
-0.6
CPT0086830003
Normal
-0.7
CPT0014470001
Normal
-0.7
CPT0088640003
Normal
-0.7
CPT0078530001
Normal
-0.7
CPT0082010001
Normal
-0.7
CPT0019160001
Normal
-0.7
CPT0089480003
Normal
-0.7
CPT0007470001
Normal
-0.7
CPT0088920001
Normal
-0.7
CPT0014130001
Normal
-0.7
CPT0078940001
Normal
-0.7
CPT0063640001
Normal
-0.7
CPT0089040001
Normal
-0.7
CPT0017450001
Normal
-0.7
CPT0078670001
Normal
-0.7
CPT0001510001
Normal
-0.7
CPT0088570001
Normal
-0.7
CPT0079000001
Normal
-0.7
CPT0088780001
Normal
-0.7
CPT0006530001
Normal
-0.8
CPT0001230001
Normal
-0.8
CPT0086890003
Normal
-0.8
CPT0012290003
Normal
-0.8
CPT0001190001
Normal
-0.8
CPT0088500001
Normal
-0.8
CPT0084590001
Normal
-0.8
CPT0000660001
Normal
-0.8
CPT0063330001
Normal
-0.8
CPT0007870001
Normal
-0.8
CPT0065820001
Normal
-0.9
CPT0018250001
Normal
-0.9
CPT0012640003
Normal
-0.9
CPT0002270011
Tumor
-1.0
CPT0078660003
Tumor
-1.0
CPT0088970003
Tumor
-1.0
CPT0078800003
Tumor
-1.1
CPT0077320001
Normal
-1.1
CPT0075170001
Normal
-1.1
CPT0001270001
Normal
-1.2
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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.