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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.
MAPKAPK2 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
63.3
Number of samples
64
Samples
Sample
Description
TPM
TCGA-KN-8432-01A
0 years, female, white, stage:Stage II, alive, 76 days
171.2
TCGA-KO-8404-01A
0 years, male, white, stage:Stage IV, dead, 325 days
126.6
TCGA-KL-8326-01A
0 years, male, white, stage:Stage III, alive, 3322 days
120.7
TCGA-KM-8639-01A
0 years, male, white, stage:Stage I, alive, 953 days
113.1
TCGA-KL-8338-01A
0 years, male, white, stage:Stage III, alive, 2633 days
92.5
TCGA-KN-8423-01A
0 years, male, white, stage:Stage I, alive, 788 days
91.8
TCGA-KN-8433-01A
0 years, female, white, stage:Stage III, alive, 341 days
89.6
TCGA-KN-8426-01A
0 years, male, white, stage:Stage IV, alive, 108 days
86.0
TCGA-KL-8337-01A
0 years, male, black or african american, stage:Stage II, alive, 1364 days
85.8
TCGA-KL-8330-01A
0 years, female, black or african american, stage:Stage II, alive, 3304 days
85.4
TCGA-KO-8413-01A
0 years, male, white, stage:Stage I, alive, 3038 days
84.2
TCGA-KL-8329-01A
0 years, female, asian, stage:Stage I, alive, 2752 days
82.9
TCGA-KO-8411-01A
0 years, male, white, stage:Stage I, alive, 3958 days
80.9
TCGA-KO-8414-01A
0 years, female, white, stage:Stage II, alive, 3212 days
78.0
TCGA-KN-8434-01A
0 years, female, white, stage:Stage II, alive, 1797 days
74.8
TCGA-KL-8331-01A
0 years, female, white, stage:Stage II, alive, 3010 days
74.5
TCGA-KM-8440-01A
0 years, male, black or african american, stage:Stage III, alive, 1366 days
73.8
TCGA-KN-8429-01A
0 years, female, white, stage:Stage III, alive, 2650 days
73.4
TCGA-KM-8442-01A
0 years, male, stage:Stage II, alive, 1437 days
71.1
TCGA-KL-8336-01A
0 years, female, white, stage:Stage IV, dead, 920 days
70.6
TCGA-KL-8333-01A
0 years, male, white, stage:Stage II, alive, 2991 days
69.4
TCGA-KM-8441-01A
0 years, female, white, stage:Stage I, alive, 876 days
69.1
TCGA-KM-8439-01A
0 years, male, white, stage:Stage I, alive, 708 days
66.8
TCGA-KN-8436-01A
0 years, male, white, stage:Stage II, alive, 1288 days
66.4
TCGA-KN-8427-01A
0 years, male, white, stage:Stage IV, alive, 30 days
66.3
TCGA-KL-8324-01A
0 years, female, white, stage:Stage II, alive, 4676 days
65.6
TCGA-KL-8346-01A
0 years, male, white, stage:Stage II, alive, 1897 days
65.0
TCGA-KN-8424-01A
0 years, female, white, stage:Stage I, alive, 1983 days
62.5
TCGA-KN-8421-01A
0 years, female, white, stage:Stage II, alive, 2674 days
61.7
TCGA-KN-8419-01A
0 years, male, black or african american, stage:Stage II, alive, 714 days
61.6
TCGA-KO-8409-01A
0 years, male, white, stage:Stage II, alive, 3180 days
60.3
TCGA-KN-8425-01A
0 years, male, white, stage:Stage I, alive, 3179 days
60.2
TCGA-KO-8417-01A
0 years, female, white, stage:Stage I, alive, 2815 days
58.9
TCGA-KO-8410-01A
0 years, female, white, stage:Stage I, alive, 3136 days
58.6
TCGA-KL-8332-01A
0 years, male, white, stage:Stage I, alive, 2582 days
57.6
TCGA-KL-8344-01A
0 years, male, white, stage:Stage III, alive, 876 days
57.1
TCGA-KO-8415-01A
0 years, female, white, stage:Stage I, alive, 2939 days
56.8
TCGA-KL-8323-01A
0 years, female, white, stage:Stage III, dead, 1158 days
55.5
TCGA-KL-8340-01A
0 years, male, white, stage:Stage II, alive, 2024 days
51.7
TCGA-KL-8334-01A
0 years, female, white, stage:Stage III, alive, 2949 days
51.0
TCGA-KN-8418-01A
0 years, female, white, stage:Stage II, alive, 3935 days
51.0
TCGA-KN-8431-01A
0 years, female, stage:Stage II, alive, 588 days
50.9
TCGA-KN-8437-01A
0 years, female, white, stage:Stage I, alive, 3068 days
50.9
TCGA-KL-8325-01A
0 years, female, white, stage:Stage II, dead, 725 days
49.5
TCGA-KO-8405-01A
0 years, male, white, stage:Stage III, alive, 3056 days
48.7
TCGA-KL-8343-01A
0 years, male, white, stage:Stage III, dead, 2172 days
48.3
TCGA-KM-8477-01A
0 years, male, white, stage:Stage I, alive, 1553 days
47.2
TCGA-KM-8438-01A
0 years, female, white, stage:Stage II, alive, 4622 days
46.8
TCGA-KO-8408-01A
0 years, male, white, stage:Stage III, dead, 507 days
46.3
TCGA-KN-8435-01A
0 years, male, white, stage:Stage II, alive, 3498 days
45.5
TCGA-KM-8443-01A
0 years, male, white, stage:Stage II, alive, 1520 days
45.1
TCGA-KL-8342-01A
0 years, female, white, stage:Stage II, alive, 2248 days
43.9
TCGA-KN-8428-01A
0 years, male, white, stage:Stage II, dead, 1590 days
43.6
TCGA-KO-8407-01A
0 years, male, white, stage:Stage II, alive, 2820 days
42.5
TCGA-KL-8339-01A
0 years, male, white, stage:Stage IV, dead, 855 days
42.2
TCGA-KL-8328-01A
0 years, male, white, stage:Stage II, alive, 3127 days
41.4
TCGA-KO-8406-01A
0 years, female, white, stage:Stage I, alive, 3145 days
41.4
TCGA-KL-8335-01A
0 years, male, white, stage:Stage III, alive, 2815 days
40.9
TCGA-KL-8345-01A
0 years, male, white, stage:Stage III, alive, 1665 days
37.5
TCGA-KL-8341-01A
0 years, male, asian, stage:Stage IV, dead, 754 days
37.3
TCGA-KO-8416-01A
0 years, male, white, stage:Stage III, alive, 2752 days
31.9
TCGA-KL-8327-01A
0 years, female, white, stage:Stage I, alive, 4169 days
27.5
TCGA-KO-8403-01A
0 years, male, white, stage:Stage I, alive, 3208 days
23.8
TCGA-KM-8476-01A
0 years, male, white, stage:Stage I, alive, 3745 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.
MAPKAPK2 is not prognostic in Kidney Renal Clear Cell Carcinoma (TCGA)
Stage:
Survival analysis
Current cut offi
Current cut-off shows the cut-off (FPKM) currently selected. It may be changed manually. When the current cut-off is changed, the vertical dashed line indicating cut-off, the interactive survival scatter plot and the Kaplan-Meier curve will be automatically adjusted to show results accordingly.
:
Best expression cut offi
Based on the FPKM value of each gene, patients were classified into two groups and association between prognosis (survival) and gene expression (FPKM) was examined. The best expression cut-off refers the FPKM value that yields maximal difference with regard to survival between the two groups at the lowest log-rank P-value. Best expression cut-off was selected based on survival analysis .
When clicking on this number, the vertical dashed line indicating cut-off, the interactive survival plot, and the Kaplan-Meier curve will be adjusted to show results based on the best expression cut-off.
Median expression refers to the median FPKM value calculated based on the gene expression (FPKM) data from all patients in this dataset. When clicking on this number, the vertical dashed line indicating cut-off, the interactive survival plot, and the Kaplan-Meier curve will be adjusted to show results based on the median expression.
Median follow up time refers to the median time (years) after diagnosis with this type of cancer, based on clinical data from all patients in this dataset.
: N/A
P scorei
Log-rank P value for Kaplan-Meier plot showing results from analysis of correlation between mRNA expression level and patient survival.
N/A
5-year survival highi
5-year survival for patients with higher expression than the expression cutoff.
For melanoma and glioma, 3-year survival is shown.
N/A
5-year survival lowi
5-year survival for patients with lower expression than the expression cutoff.
For melanoma and glioma, 3-year survival is shown.
N/A
TCGA RNA samplesi
RNA-seq data is reported as average FPKM (number Fragments Per Kilobase of exon per Million reads), generated by the The Cancer Genome Atlas (TCGA) .
Normal distribution across the dataset is visualized with box plots, shown as median and 25th and 75th percentiles. Points are displayed as outliers if they are above or below 1.5 times the interquartile range. FPKM values of the individual samples are presented next to the box plot.
Average TPM
69.3
Number of samples
521
Samples
Sample
Description
TPM
TCGA-CJ-4876-01A
0 years, male, white, stage:Stage II, alive, 1955 days
170.9
TCGA-CJ-6032-01A
0 years, female, white, stage:Stage II, alive, 3639 days
169.4
TCGA-CJ-5675-01A
0 years, male, white, stage:Stage II, alive, 3936 days
162.8
TCGA-CZ-5982-01A
0 years, female, white, stage:Stage I, alive, 2439 days
157.6
TCGA-AK-3450-01A
0 years, female, white, stage:Stage I, alive, 1508 days
155.7
TCGA-A3-3382-01A
0 years, male, white, stage:Stage I, alive, 574 days
149.7
TCGA-BP-4174-01A
0 years, male, white, stage:Stage II, alive, 1879 days
145.3
TCGA-B4-5377-01A
0 years, female, white, stage:Stage IV, alive, 365 days
131.2
TCGA-DV-A4VZ-01A
0 years, male, black or african american, stage:Stage I, alive, 365 days
127.7
TCGA-B4-5843-01A
0 years, male, white, stage:Stage I, alive, 11 days
124.3
TCGA-BP-4761-01A
0 years, male, white, stage:Stage III, alive, 182 days
123.9
TCGA-CW-5587-01A
0 years, female, white, stage:Stage III, alive, 2226 days
120.0
TCGA-B0-4838-01A
0 years, female, white, stage:Stage I, dead, 834 days
119.9
TCGA-CZ-4859-01A
0 years, female, white, stage:Stage I, alive, 1787 days
118.3
TCGA-B4-5844-01A
0 years, female, white, stage:Stage II, alive, 7 days
117.3
TCGA-A3-3373-01A
0 years, female, white, stage:Stage I, alive, 1621 days
116.5
TCGA-CJ-4878-01A
0 years, female, white, stage:Stage III, alive, 2186 days
115.8
TCGA-B8-5553-01A
0 years, female, white, stage:Stage I, alive, 435 days
115.1
TCGA-B0-4848-01A
0 years, male, white, stage:Stage III, dead, 883 days
112.4
TCGA-CJ-4893-01A
0 years, female, white, stage:Stage I, alive, 750 days
112.2
TCGA-EU-5907-01A
0 years, male, white, stage:Stage III, alive, 127 days
111.8
TCGA-CJ-5680-01A
0 years, female, white, stage:Stage IV, dead, 768 days
110.8
TCGA-A3-3372-01A
0 years, male, white, stage:Stage III, alive, 735 days
110.5
TCGA-GK-A6C7-01A
0 years, female, black or african american, stage:Stage I, alive, 61 days
110.3
TCGA-CJ-5679-01A
0 years, male, white, stage:Stage III, dead, 679 days
108.6
TCGA-B8-5159-01A
0 years, female, white, stage:Stage I, alive, 722 days
108.0
TCGA-DV-5567-01A
0 years, female, black or african american, stage:Stage I, alive, 2004 days
107.6
TCGA-CJ-4904-01A
0 years, female, white, stage:Stage IV, alive, 3302 days
106.3
TCGA-B0-4701-01A
0 years, female, white, stage:Stage IV, dead, 238 days
105.8
TCGA-B0-5110-01A
0 years, female, white, stage:Stage I, alive, 2009 days
105.1
TCGA-B0-4836-01A
0 years, male, white, stage:Stage IV, dead, 1238 days
105.0
TCGA-CW-6093-01A
0 years, male, white, stage:Stage I, alive, 3146 days
104.9
TCGA-B8-4148-01A
0 years, female, white, stage:Stage I, alive, 1520 days
103.0
TCGA-AK-3445-01A
0 years, male, white, stage:Stage III, alive, 2392 days
102.9
TCGA-B0-5695-01A
0 years, female, white, stage:Stage I, alive, 2150 days
101.1
TCGA-CJ-5681-01A
0 years, female, white, stage:Stage IV, dead, 552 days
100.1
TCGA-BP-4176-01A
0 years, male, white, stage:Stage I, alive, 1955 days
99.9
TCGA-CW-5591-01A
0 years, male, white, stage:Stage IV, alive, 2271 days
99.3
TCGA-B8-5545-01A
0 years, male, black or african american, stage:Stage I, alive, 1525 days
99.3
TCGA-BP-4790-01A
0 years, male, white, stage:Stage I, dead, 1111 days
98.9
TCGA-B0-5099-01A
0 years, female, white, stage:Stage III, dead, 485 days
98.6
TCGA-CJ-4892-01A
0 years, female, white, stage:Stage I, alive, 1521 days
98.4
TCGA-B0-4842-01A
0 years, female, white, stage:Stage III, dead, 1724 days
98.3
TCGA-BP-4963-01A
0 years, male, white, stage:Stage I, alive, 1834 days
97.7
TCGA-BP-4164-01A
0 years, female, white, stage:Stage III, dead, 992 days
97.4
TCGA-BP-4781-01A
0 years, male, white, stage:Stage I, alive, 2080 days
97.3
TCGA-DV-5576-01A
0 years, female, black or african american, stage:Stage I, dead, 727 days
97.1
TCGA-CJ-4640-01A
0 years, male, white, stage:Stage III, alive, 3480 days
96.8
TCGA-BP-4974-01A
0 years, male, white, stage:Stage IV, dead, 211 days
96.6
TCGA-B0-4945-01A
0 years, female, white, stage:Stage I, dead, 2145 days
96.5
TCGA-CW-6087-01A
0 years, male, white, stage:Stage IV, dead, 41 days
96.4
TCGA-AK-3461-01A
0 years, male, white, stage:Stage I, alive, 2217 days
96.2
TCGA-B0-4693-01A
0 years, female, white, stage:Stage III, dead, 77 days
95.3
TCGA-BP-5202-01A
0 years, male, white, stage:Stage III, alive, 29 days
95.2
TCGA-DV-5575-01A
0 years, female, white, stage:Stage I, alive, 1729 days
95.0
TCGA-CJ-4644-01A
0 years, female, white, stage:Stage IV, dead, 336 days
95.0
TCGA-CZ-5462-01A
0 years, male, white, stage:Stage IV, dead, 311 days
94.7
TCGA-CW-6088-01A
0 years, male, white, stage:Stage I, alive, 3222 days
94.6
TCGA-B0-5696-01A
0 years, male, white, stage:Stage III, alive, 2609 days
94.3
TCGA-CJ-4634-01A
0 years, female, white, stage:Stage I, alive, 3498 days
94.3
TCGA-BP-4760-01A
0 years, male, black or african american, stage:Stage I, alive, 2361 days
93.9
TCGA-B4-5835-01A
0 years, female, white, stage:Stage I, alive, 16 days
93.7
TCGA-B0-5705-01A
0 years, female, white, stage:Stage I, alive, 4537 days
93.5
TCGA-B4-5836-01A
0 years, female, white, stage:Stage I, alive, 141 days
93.2
TCGA-BP-5173-01A
0 years, male, white, stage:Stage I, dead, 62 days
93.2
TCGA-BP-4774-01A
0 years, female, white, stage:Stage I, alive, 1885 days
92.9
TCGA-B0-4707-01A
0 years, male, white, stage:Stage III, dead, 600 days
92.9
TCGA-DV-5565-01A
0 years, male, white, stage:Stage I, alive, 1329 days
92.2
TCGA-BP-4329-01A
0 years, male, white, stage:Stage III, dead, 845 days
91.9
TCGA-A3-3320-01A
0 years, female, white, stage:Stage I, alive, 1508 days
91.8
TCGA-T7-A92I-01A
0 years, female, black or african american, stage:Stage I, alive, 356 days
91.8
TCGA-A3-3359-01A
0 years, female, white, stage:Stage I, alive, 2504 days
91.6
TCGA-A3-3376-01A
0 years, male, black or african american, stage:Stage I, dead, 1696 days
91.5
TCGA-B0-5693-01A
0 years, female, white, stage:Stage I, alive, 4074 days
91.2
TCGA-B0-4844-01A
0 years, male, white, stage:Stage IV, dead, 313 days
90.8
TCGA-B8-A8YJ-01A
0 years, female, black or african american, stage:Stage I, alive, 431 days
90.7
TCGA-BP-4769-01A
0 years, male, white, stage:Stage I, alive, 1876 days
90.5
TCGA-BP-4340-01A
0 years, female, white, stage:Stage I, dead, 562 days
90.4
TCGA-A3-3307-01A
0 years, male, stage:Stage III, alive, 1436 days
90.4
TCGA-CJ-4639-01A
0 years, female, white, stage:Stage II, alive, 3229 days
90.1
TCGA-BP-4765-01A
0 years, male, white, stage:Stage I, alive, 2184 days
90.1
TCGA-B8-A7U6-01A
0 years, female, black or african american, stage:Stage I, alive, 495 days
89.9
TCGA-A3-3347-01A
0 years, female, white, stage:Stage III, dead, 1610 days
89.9
TCGA-B0-5692-01A
0 years, female, white, stage:Stage III, alive, 3944 days
89.3
TCGA-A3-3343-01A
0 years, male, white, stage:Stage II, alive, 945 days
89.2
TCGA-B4-5838-01A
0 years, male, white, stage:'--, alive, 166 days
89.1
TCGA-BP-5004-01A
0 years, male, white, stage:Stage I, alive, 1126 days
88.6
TCGA-B0-5691-01A
0 years, female, white, stage:Stage I, alive, 3431 days
88.2
TCGA-B0-5698-01A
0 years, male, black or african american, stage:Stage I, alive, 3631 days
87.7
TCGA-B0-5703-01A
0 years, male, white, stage:Stage I, alive, 2246 days
87.6
TCGA-BP-4766-01A
0 years, female, white, stage:Stage I, alive, 1462 days
87.6
TCGA-A3-3365-01A
0 years, male, white, stage:Stage I, alive, 873 days
87.5
TCGA-DV-5569-01A
0 years, female, white, stage:Stage I, alive, 355 days
87.5
TCGA-A3-A6NJ-01A
0 years, female, black or african american, stage:Stage I, alive, 468 days
87.4
TCGA-B0-4849-01A
0 years, male, white, stage:Stage III, dead, 69 days
87.1
TCGA-BP-5200-01A
0 years, male, white, stage:Stage II, alive, 1063 days
86.7
TCGA-B2-5636-01A
0 years, male, white, stage:Stage I, alive, 919 days
86.7
TCGA-B0-5713-01A
0 years, female, white, stage:Stage III, alive, 2782 days
86.6
TCGA-BP-5201-01A
0 years, male, white, stage:Stage IV, alive, 951 days
86.5
TCGA-A3-3378-01A
0 years, male, white, stage:Stage I, alive, 630 days
86.3
TCGA-BP-4331-01A
0 years, male, white, stage:Stage I, dead, 2454 days
85.9
TCGA-CZ-5467-01A
0 years, female, white, stage:Stage III, dead, 73 days
85.9
TCGA-CZ-5987-01A
0 years, male, white, stage:Stage IV, dead, 445 days
85.8
TCGA-B0-5119-01A
0 years, female, white, stage:Stage I, alive, 1552 days
85.4
TCGA-B8-5164-01A
0 years, male, white, stage:Stage III, alive, 26 days
85.3
TCGA-BP-4338-01A
0 years, male, white, stage:Stage I, alive, 2859 days
85.0
TCGA-B0-5690-01A
0 years, female, white, stage:Stage I, alive, 3392 days
85.0
TCGA-A3-3349-01A
0 years, female, white, stage:Stage I, alive, 1385 days
85.0
TCGA-B0-5812-01A
0 years, male, white, stage:Stage I, alive, 3834 days
84.9
TCGA-CJ-4905-01A
0 years, female, white, stage:Stage I, alive, 1496 days
84.7
TCGA-DV-5566-01A
0 years, female, white, stage:Stage I, alive, 1398 days
84.7
TCGA-CJ-4894-01A
0 years, male, white, stage:Stage III, dead, 841 days
84.6
TCGA-B8-5158-01A
0 years, male, white, stage:Stage III, alive, 1218 days
84.3
TCGA-B0-5120-01A
0 years, female, white, stage:Stage I, alive, 1169 days
84.1
TCGA-CJ-4643-01A
0 years, female, white, stage:Stage II, alive, 1793 days
83.6
TCGA-BP-4173-01A
0 years, male, white, stage:Stage II, alive, 1893 days
83.5
TCGA-BP-4161-01A
0 years, male, white, stage:Stage I, alive, 2746 days
83.3
TCGA-A3-3351-01A
0 years, male, white, stage:Stage II, alive, 910 days
82.9
TCGA-BP-4770-01A
0 years, female, white, stage:Stage IV, dead, 329 days
82.6
TCGA-CZ-5986-01A
0 years, male, white, stage:Stage I, alive, 373 days
82.5
TCGA-CZ-4865-01A
0 years, female, white, stage:Stage I, dead, 166 days
82.5
TCGA-CZ-5984-01A
0 years, male, white, stage:Stage I, alive, 2067 days
82.2
TCGA-B0-5700-01A
0 years, male, white, stage:Stage I, alive, 1790 days
82.1
TCGA-AK-3455-01A
0 years, female, white, stage:Stage III, dead, 683 days
81.9
TCGA-CJ-4635-01A
0 years, male, white, stage:Stage I, alive, 1416 days
81.7
TCGA-CJ-4920-01A
0 years, female, white, stage:Stage I, dead, 139 days
81.5
TCGA-A3-3331-01A
0 years, female, white, stage:Stage I, alive, 1257 days
81.5
TCGA-B2-A4SR-01A
0 years, male, black or african american, stage:Stage II, alive, 507 days
81.3
TCGA-A3-3370-01A
0 years, female, white, stage:Stage I, alive, 2274 days
81.1
TCGA-CZ-5988-01A
0 years, male, white, stage:Stage I, alive, 693 days
81.1
TCGA-BP-5181-01A
0 years, female, white, stage:Stage I, alive, 1495 days
81.0
TCGA-BP-5199-01A
0 years, male, white, stage:Stage II, alive, 1355 days
80.9
TCGA-CJ-4916-01A
0 years, female, white, stage:Stage III, alive, 1373 days
80.9
TCGA-CJ-6028-01A
0 years, male, white, stage:Stage IV, dead, 1625 days
80.7
TCGA-BP-4347-01A
0 years, male, white, stage:Stage III, alive, 1367 days
80.7
TCGA-B0-5712-01A
0 years, female, black or african american, stage:Stage IV, alive, 2722 days
80.6
TCGA-A3-A6NL-01A
0 years, female, black or african american, stage:Stage I, alive, 689 days
80.6
TCGA-CW-5581-01A
0 years, male, white, stage:Stage I, alive, 2799 days
80.5
TCGA-A3-A8CQ-01A
0 years, female, black or african american, stage:Stage I, alive, 3 days
80.5
TCGA-B0-5094-01A
0 years, male, white, stage:Stage IV, dead, 333 days
80.3
TCGA-G6-A8L7-01A
0 years, female, black or african american, stage:Stage I, alive, 2133 days
80.3
TCGA-BP-4170-01A
0 years, female, white, stage:Stage I, dead, 2343 days
80.1
TCGA-CZ-4863-01A
0 years, female, white, stage:Stage III, alive, 1928 days
80.0
TCGA-BP-4795-01A
0 years, female, white, stage:Stage I, alive, 620 days
80.0
TCGA-CZ-4864-01A
0 years, male, white, stage:Stage II, dead, 1315 days
79.8
TCGA-BP-4961-01A
0 years, male, white, stage:Stage I, alive, 1935 days
79.7
TCGA-B8-A54J-01A
0 years, male, black or african american, stage:Stage II, alive, 528 days
79.5
TCGA-B0-4710-01A
0 years, female, white, stage:Stage III, alive, 1755 days
79.4
TCGA-B0-4827-01A
0 years, female, white, stage:Stage III, dead, 885 days
79.3
TCGA-B0-4846-01A
0 years, male, white, stage:Stage IV, dead, 1200 days
79.0
TCGA-A3-3362-01A
0 years, female, white, stage:Stage I, alive, 1559 days
79.0
TCGA-CW-5590-01A
0 years, male, white, stage:Stage IV, dead, 1075 days
79.0
TCGA-BP-5186-01A
0 years, female, white, stage:Stage I, alive, 693 days
79.0
TCGA-CZ-4862-01A
0 years, male, white, stage:Stage I, alive, 3271 days
79.0
TCGA-B0-5710-01A
0 years, male, white, stage:Stage I, alive, 2430 days
79.0
TCGA-BP-5168-01A
0 years, male, white, stage:Stage I, dead, 1463 days
78.9
TCGA-BP-4976-01A
0 years, male, white, stage:Stage I, alive, 1632 days
78.9
TCGA-A3-A6NN-01A
0 years, male, black or african american, stage:Stage I, alive, 3 days
78.8
TCGA-BP-4987-01A
0 years, female, asian, stage:Stage I, alive, 1124 days
78.5
TCGA-BP-4327-01A
0 years, female, white, stage:Stage II, dead, 109 days
78.4
TCGA-BP-4344-01A
0 years, female, white, stage:Stage I, alive, 1666 days
78.2
TCGA-CW-5583-01A
0 years, female, white, stage:Stage I, alive, 2489 days
78.2
TCGA-CZ-5461-01A
0 years, male, white, stage:Stage IV, dead, 330 days
78.1
TCGA-A3-3308-01A
0 years, female, white, stage:Stage III, alive, 16 days
78.0
TCGA-3Z-A93Z-01A
0 years, male, black or african american, stage:Stage I, alive, 385 days
77.9
TCGA-A3-3306-01A
0 years, male, white, stage:Stage I, alive, 1120 days
77.9
TCGA-CJ-4881-01A
0 years, male, white, stage:Stage III, alive, 2014 days
77.8
TCGA-B0-5096-01A
0 years, female, white, stage:Stage III, dead, 68 days
77.8
TCGA-BP-4162-01A
0 years, female, white, stage:Stage I, alive, 3074 days
77.7
TCGA-CJ-6027-01A
0 years, male, white, stage:Stage I, dead, 3615 days
77.6
TCGA-B0-5113-01A
0 years, female, white, stage:Stage III, alive, 1175 days
77.3
TCGA-A3-3387-01A
0 years, male, white, stage:Stage I, alive, 617 days
77.3
TCGA-B0-5400-01A
0 years, female, white, stage:Stage III, alive, 1733 days
77.2
TCGA-AS-3778-01A
0 years, male, white, stage:Stage I, alive, 43 days
77.1
TCGA-B2-5639-01A
0 years, male, white, stage:Stage IV, dead, 1003 days
76.9
TCGA-B0-4810-01A
0 years, male, white, stage:Stage III, dead, 478 days
76.7
TCGA-B2-4101-01A
0 years, male, white, stage:Stage II, alive, 648 days
76.7
TCGA-BP-4801-01A
0 years, male, white, stage:Stage I, alive, 1124 days
76.7
TCGA-BP-4986-01A
0 years, male, white, stage:Stage I, alive, 785 days
76.7
TCGA-B0-4833-01A
0 years, female, white, stage:Stage I, dead, 2386 days
76.4
TCGA-CJ-4874-01A
0 years, female, white, stage:Stage I, alive, 2283 days
76.3
TCGA-B8-A54H-01A
0 years, female, black or african american, stage:Stage II, alive, 256 days
76.3
TCGA-CJ-4641-01A
0 years, female, white, stage:Stage IV, dead, 1661 days
75.9
TCGA-EU-5906-01A
0 years, male, white, stage:Stage I, alive, 206 days
75.9
TCGA-CJ-4637-01A
0 years, female, white, stage:Stage IV, dead, 2227 days
75.8
TCGA-BP-4807-01A
0 years, male, white, stage:Stage I, alive, 211 days
75.7
TCGA-B0-5097-01A
0 years, female, white, stage:Stage III, alive, 665 days
75.5
TCGA-CJ-4886-01A
0 years, female, white, stage:Stage I, alive, 1952 days
75.5
TCGA-G6-A8L8-01A
0 years, female, black or african american, stage:Stage I, dead, 1091 days
75.4
TCGA-CJ-5686-01A
0 years, female, white, stage:Stage I, alive, 2038 days
75.2
TCGA-BP-5187-01A
0 years, male, white, stage:Stage I, alive, 406 days
75.2
TCGA-CZ-5465-01A
0 years, female, stage:Stage III, dead, 2564 days
75.2
TCGA-CZ-5468-01A
0 years, male, white, stage:Stage IV, dead, 59 days
75.1
TCGA-CZ-4854-01A
0 years, male, white, stage:Stage I, dead, 1404 days
75.0
TCGA-BP-5183-01A
0 years, male, white, stage:Stage III, alive, 1291 days
75.0
TCGA-CZ-5452-01A
0 years, male, white, stage:Stage II, alive, 1789 days
74.8
TCGA-CJ-4908-01A
0 years, male, white, stage:Stage I, alive, 1531 days
74.6
TCGA-EU-5904-01A
0 years, female, white, stage:Stage I, alive, 551 days
74.5
TCGA-BP-4991-01A
0 years, male, white, stage:Stage I, alive, 1413 days
74.3
TCGA-BP-4768-01A
0 years, female, white, stage:Stage I, alive, 400 days
74.0
TCGA-B8-5550-01A
0 years, male, white, stage:Stage III, alive, 1476 days
74.0
TCGA-BP-5189-01A
0 years, male, white, stage:Stage I, dead, 822 days
74.0
TCGA-BP-4789-01A
0 years, male, white, stage:Stage I, alive, 1489 days
74.0
TCGA-B0-5108-01A
0 years, male, white, stage:Stage III, alive, 1782 days
73.9
TCGA-BP-4345-01A
0 years, male, white, stage:Stage III, alive, 1516 days
73.8
TCGA-B0-4823-01A
0 years, male, white, stage:Stage I, dead, 454 days
73.7
TCGA-BP-4782-01A
0 years, female, white, stage:Stage I, alive, 354 days
73.7
TCGA-A3-3319-01A
0 years, male, white, stage:Stage I, alive, 1130 days
73.6
TCGA-BP-5192-01A
0 years, male, white, stage:Stage I, alive, 714 days
73.3
TCGA-CZ-5453-01A
0 years, male, white, stage:Stage II, dead, 2419 days
73.3
TCGA-A3-3325-01A
0 years, male, white, stage:Stage I, dead, 1170 days
73.2
TCGA-AK-3431-01A
0 years, female, white, stage:Stage II, dead, 2241 days
73.1
TCGA-BP-4784-01A
0 years, female, white, stage:Stage I, alive, 1854 days
73.0
TCGA-B0-4696-01A
0 years, male, white, stage:Stage III, dead, 866 days
72.7
TCGA-A3-3316-01A
0 years, male, white, stage:Stage II, alive, 1493 days
72.7
TCGA-CZ-5463-01A
0 years, male, white, stage:Stage II, alive, 662 days
72.7
TCGA-B0-5711-01A
0 years, male, white, stage:Stage III, alive, 3989 days
72.6
TCGA-BP-5195-01A
0 years, male, white, stage:Stage I, alive, 749 days
72.5
TCGA-CJ-5684-01A
0 years, male, white, stage:Stage III, alive, 2231 days
72.4
TCGA-BP-4993-01A
0 years, male, white, stage:Stage I, alive, 177 days
72.2
TCGA-A3-A6NI-01A
0 years, male, black or african american, stage:Stage I, alive, 1018 days
72.2
TCGA-BP-4962-01A
0 years, male, white, stage:Stage II, alive, 1785 days
72.2
TCGA-B0-4706-01A
0 years, male, white, stage:Stage III, dead, 65 days
72.0
TCGA-BP-4160-01A
0 years, male, white, stage:Stage III, alive, 2881 days
71.9
TCGA-BP-4771-01A
0 years, male, white, stage:Stage IV, dead, 162 days
71.8
TCGA-BP-4354-01A
0 years, male, white, stage:Stage IV, dead, 1034 days
71.7
TCGA-BP-5006-01A
0 years, male, white, stage:Stage I, alive, 840 days
71.6
TCGA-B0-5092-01A
0 years, female, white, stage:Stage IV, dead, 459 days
71.6
TCGA-CJ-4899-01A
0 years, male, asian, stage:Stage I, alive, 1528 days
71.5
TCGA-MM-A563-01A
0 years, male, black or african american, stage:'--, alive, 591 days
71.5
TCGA-CW-5580-01A
0 years, female, white, stage:Stage IV, dead, 1964 days
71.4
TCGA-B0-4703-01A
0 years, male, white, stage:Stage IV, dead, 182 days
71.4
TCGA-A3-3346-01A
0 years, male, white, stage:Stage I, dead, 137 days
71.2
TCGA-A3-3352-01A
0 years, male, white, stage:Stage III, dead, 561 days
71.1
TCGA-B4-5378-01A
0 years, male, white, stage:Stage I, alive, 175 days
71.1
TCGA-BP-4998-01A
0 years, male, asian, stage:Stage I, alive, 932 days
71.1
TCGA-CJ-4907-01A
0 years, male, white, stage:Stage III, alive, 1499 days
70.8
TCGA-CJ-4918-01A
0 years, male, white, stage:Stage IV, dead, 93 days
70.8
TCGA-DV-A4W0-01A
0 years, male, black or african american, stage:Stage I, alive, 2470 days
70.7
TCGA-B2-4102-01A
0 years, male, white, stage:Stage I, alive, 952 days
70.5
TCGA-CJ-4897-01A
0 years, female, white, stage:Stage III, alive, 3341 days
70.1
TCGA-BP-4177-01A
0 years, male, white, stage:Stage I, alive, 1670 days
70.0
TCGA-AK-3434-01A
0 years, male, white, stage:Stage I, alive, 2087 days
69.8
TCGA-B8-A54F-01A
0 years, female, black or african american, stage:Stage I, alive, 519 days
69.8
TCGA-B0-4690-01A
0 years, male, white, stage:Stage IV, dead, 43 days
69.7
TCGA-BP-4355-01A
0 years, female, white, stage:Stage III, dead, 953 days
69.6
TCGA-BP-4352-01A
0 years, female, white, stage:Stage IV, dead, 344 days
69.6
TCGA-B0-5095-01A
0 years, male, white, stage:Stage III, dead, 245 days
69.3
TCGA-CZ-5985-01A
0 years, male, white, stage:Stage II, alive, 1997 days
69.3
TCGA-AK-3428-01A
0 years, male, white, stage:Stage III, alive, 3728 days
69.2
TCGA-CZ-5455-01A
0 years, male, white, stage:Stage IV, dead, 561 days
69.1
TCGA-B0-5107-01A
0 years, female, white, stage:Stage IV, dead, 927 days
69.1
TCGA-CJ-4889-01A
0 years, female, white, stage:Stage I, alive, 1946 days
69.0
TCGA-CZ-4853-01A
0 years, male, white, stage:Stage I, alive, 774 days
68.9
TCGA-BP-5198-01A
0 years, male, white, stage:Stage III, alive, 603 days
68.9
TCGA-B0-5084-01A
0 years, male, white, stage:Stage IV, dead, 222 days
68.8
TCGA-B0-5709-01A
0 years, female, white, stage:Stage III, alive, 3974 days
68.8
TCGA-B4-5834-01A
0 years, male, white, stage:Stage I, alive, 38 days
68.5
TCGA-B8-A54K-01A
0 years, male, black or african american, stage:Stage I, alive, 469 days
68.5
TCGA-CJ-4888-01A
0 years, male, white, stage:Stage IV, dead, 1567 days
68.3
TCGA-BP-4775-01A
0 years, female, white, stage:Stage I, alive, 1843 days
68.2
TCGA-DV-5573-01A
0 years, male, white, stage:Stage I, alive, 1130 days
68.1
TCGA-AK-3440-01A
0 years, male, white, stage:Stage I, alive, 2865 days
68.1
TCGA-CW-5584-01A
0 years, male, white, stage:Stage III, dead, 164 days
68.0
TCGA-BP-4756-01A
0 years, female, asian, stage:Stage I, alive, 374 days
67.9
TCGA-CJ-4871-01A
0 years, male, white, stage:Stage IV, alive, 2423 days
67.8
TCGA-BP-4982-01A
0 years, male, white, stage:Stage I, alive, 1014 days
67.8
TCGA-A3-3317-01A
0 years, male, stage:Stage II, alive, 1491 days
67.8
TCGA-CJ-6033-01A
0 years, female, white, stage:Stage IV, dead, 224 days
67.6
TCGA-BP-5008-01A
0 years, male, white, stage:Stage I, alive, 1071 days
67.6
TCGA-CW-6097-01A
0 years, male, white, stage:Stage III, dead, 571 days
67.5
TCGA-CW-5589-01A
0 years, male, white, stage:Stage I, alive, 2378 days
67.4
TCGA-BP-4763-01A
0 years, female, white, stage:Stage I, dead, 1270 days
67.4
TCGA-CJ-4868-01A
0 years, male, white, stage:Stage IV, dead, 646 days
67.3
TCGA-B2-3924-01A
0 years, male, white, stage:Stage I, alive, 1092 days
67.3
TCGA-A3-A8OV-01A
0 years, male, black or african american, stage:Stage I, alive, 340 days
67.2
TCGA-B0-5701-01A
0 years, male, white, stage:Stage III, alive, 2461 days
67.1
TCGA-BP-4972-01A
0 years, female, white, stage:Stage III, alive, 1502 days
67.1
TCGA-A3-3335-01A
0 years, male, white, stage:Stage II, alive, 1886 days
67.1
TCGA-B0-4713-01A
0 years, female, white, stage:Stage III, dead, 202 days
67.1
TCGA-BP-5176-01A
0 years, female, white, stage:Stage I, dead, 1590 days
66.8
TCGA-BP-4970-01A
0 years, male, asian, stage:Stage III, alive, 433 days
66.8
TCGA-B0-4828-01A
0 years, male, white, stage:Stage IV, dead, 307 days
66.7
TCGA-B0-5077-01A
0 years, male, white, stage:Stage I, dead, 1317 days
66.4
TCGA-DV-A4VX-01A
0 years, male, black or african american, stage:Stage IV, dead, 1626 days
66.4
TCGA-BP-4330-01A
0 years, female, black or african american, stage:Stage III, alive, 1888 days
66.3
TCGA-B2-5641-01A
0 years, male, white, stage:Stage I, alive, 656 days
66.2
TCGA-MW-A4EC-01A
0 years, female, black or african american, stage:Stage I, alive, 498 days
66.1
TCGA-CJ-5678-01A
0 years, male, black or african american, stage:Stage IV, dead, 574 days
65.9
TCGA-CZ-5470-01A
0 years, female, stage:Stage II, alive, 386 days
65.9
TCGA-B0-5399-01A
0 years, male, white, stage:Stage I, alive, 1411 days
65.8
TCGA-CJ-5672-01A
0 years, male, white, stage:Stage I, dead, 1972 days
65.7
TCGA-BP-4332-01A
0 years, male, white, stage:Stage III, alive, 1133 days
65.1
TCGA-BP-4349-01A
0 years, female, white, stage:Stage I, alive, 372 days
65.0
TCGA-B0-4845-01A
0 years, male, white, stage:Stage IV, dead, 1986 days
65.0
TCGA-EU-5905-01A
0 years, female, white, stage:Stage I, alive, 119 days
64.8
TCGA-BP-4762-01A
0 years, male, white, stage:Stage I, dead, 1343 days
64.7
TCGA-A3-A8OW-01A
0 years, male, black or african american, stage:Stage III, alive, 323 days
64.7
TCGA-A3-3311-01A
0 years, male, stage:Stage I, dead, 1191 days
64.4
TCGA-BP-4999-01A
0 years, male, white, stage:Stage I, alive, 1266 days
64.4
TCGA-B8-5551-01A
0 years, female, black or african american, stage:Stage I, alive, 16 days
64.2
TCGA-B0-4688-01A
0 years, male, white, stage:Stage IV, dead, 101 days
64.1
TCGA-B8-5165-01A
0 years, male, white, stage:Stage I, alive, 737 days
64.0
TCGA-DV-5568-01A
0 years, male, white, stage:Stage I, alive, 370 days
63.9
TCGA-BP-5184-01A
0 years, male, white, stage:Stage I, alive, 1133 days
63.9
TCGA-B0-5697-01A
0 years, male, white, stage:Stage I, alive, 2630 days
63.8
TCGA-BP-4803-01A
0 years, male, white, stage:Stage III, alive, 204 days
63.7
TCGA-AK-3443-01A
0 years, male, white, stage:Stage II, alive, 1423 days
63.7
TCGA-CJ-4882-01A
0 years, male, black or african american, stage:Stage III, alive, 1883 days
63.7
TCGA-A3-3322-01A
0 years, male, white, stage:Stage I, alive, 1478 days
63.6
TCGA-CJ-5683-01A
0 years, male, white, stage:Stage I, alive, 1889 days
63.6
TCGA-B0-4699-01A
0 years, male, white, stage:Stage IV, dead, 110 days
63.4
TCGA-BP-4797-01A
0 years, male, white, stage:Stage III, alive, 1107 days
63.4
TCGA-BP-4965-01A
0 years, male, white, stage:Stage I, alive, 1871 days
63.3
TCGA-B8-4620-01A
0 years, female, white, stage:Stage III, alive, 777 days
62.9
TCGA-CJ-4902-01A
0 years, male, white, stage:Stage III, alive, 1520 days
62.7
TCGA-CZ-5458-01A
0 years, male, white, stage:Stage III, alive, 2789 days
62.7
TCGA-B0-4694-01A
0 years, male, white, stage:Stage III, dead, 106 days
62.6
TCGA-A3-3323-01A
0 years, male, white, stage:Stage I, alive, 1106 days
62.5
TCGA-A3-3329-01A
0 years, male, white, stage:Stage I, alive, 1624 days
62.5
TCGA-B8-4622-01A
0 years, male, white, stage:Stage IV, alive, 1525 days
62.3
TCGA-B0-5699-01A
0 years, male, white, stage:Stage I, alive, 3841 days
62.3
TCGA-B0-4700-01A
0 years, male, white, stage:Stage IV, dead, 1980 days
62.3
TCGA-CZ-4856-01A
0 years, female, white, stage:Stage I, alive, 18 days
62.3
TCGA-B0-4852-01A
0 years, female, white, stage:Stage II, dead, 1121 days
62.2
TCGA-BP-5007-01A
0 years, male, white, stage:Stage II, alive, 1140 days
62.0
TCGA-AK-3425-01A
0 years, male, white, stage:Stage I, alive, 3343 days
61.9
TCGA-B0-4815-01A
0 years, male, white, stage:Stage III, dead, 1588 days
61.8
TCGA-BP-4337-01A
0 years, female, white, stage:Stage III, dead, 2 days
61.7
TCGA-AK-3429-01A
0 years, female, white, stage:Stage II, alive, 3328 days
61.6
TCGA-BP-4787-01A
0 years, female, white, stage:Stage IV, dead, 480 days
61.6
TCGA-B0-5694-01A
0 years, male, white, stage:Stage III, dead, 480 days
61.6
TCGA-BP-4995-01A
0 years, male, white, stage:Stage I, alive, 1371 days
61.6
TCGA-A3-3385-01A
0 years, female, white, stage:Stage I, alive, 1993 days
61.6
TCGA-B0-5100-01A
0 years, male, black or african american, stage:Stage III, dead, 1913 days
61.6
TCGA-BP-4325-01A
0 years, female, white, stage:Stage I, alive, 2964 days
61.5
TCGA-B8-4151-01A
0 years, female, white, stage:Stage III, alive, 1299 days
61.4
TCGA-B0-5080-01A
0 years, male, white, stage:Stage IV, dead, 342 days
61.3
TCGA-CJ-4870-01A
0 years, female, black or african american, stage:Stage III, alive, 1498 days
61.1
TCGA-B8-5549-01A
0 years, male, white, stage:Stage I, alive, 194 days
60.8
TCGA-CZ-5451-01A
0 years, male, white, stage:Stage II, alive, 1929 days
60.5
TCGA-CJ-5682-01A
0 years, male, white, stage:Stage IV, alive, 3736 days
60.5
TCGA-CJ-4885-01A
0 years, male, white, stage:Stage IV, alive, 3451 days
60.4
TCGA-B8-A54E-01A
0 years, female, black or african american, stage:Stage I, alive, 909 days
60.3
TCGA-B0-5075-01A
0 years, female, white, stage:Stage III, dead, 637 days
60.2
TCGA-B0-4816-01A
0 years, male, white, stage:Stage II, dead, 1371 days
60.2
TCGA-BP-4804-01A
0 years, male, white, stage:Stage I, alive, 1459 days
60.1
TCGA-CJ-4638-01A
0 years, female, white, stage:Stage IV, dead, 431 days
59.9
TCGA-BP-4169-01A
0 years, female, white, stage:Stage II, dead, 701 days
59.5
TCGA-BP-4959-01A
0 years, male, white, stage:Stage I, alive, 2660 days
59.4
TCGA-BP-4975-01A
0 years, male, white, stage:Stage I, alive, 1433 days
59.4
TCGA-BP-4343-01A
0 years, male, white, stage:Stage III, dead, 1912 days
59.2
TCGA-B0-4818-01A
0 years, female, white, stage:Stage II, dead, 510 days
59.1
TCGA-B0-4837-01A
0 years, male, white, stage:Stage I, dead, 1378 days
59.0
TCGA-A3-3380-01A
0 years, male, stage:Stage I, alive, 567 days
59.0
TCGA-CJ-4869-01A
0 years, male, white, stage:Stage III, alive, 2554 days
58.9
TCGA-B0-4824-01A
0 years, female, white, stage:Stage I, dead, 1657 days
58.9
TCGA-BP-4994-01A
0 years, male, white, stage:Stage I, alive, 1308 days
58.8
TCGA-CJ-4890-01A
0 years, male, white, stage:Stage IV, alive, 3519 days
58.8
TCGA-B8-5163-01A
0 years, female, white, stage:Stage III, alive, 822 days
58.8
TCGA-BP-5180-01A
0 years, male, white, stage:Stage I, alive, 2263 days
58.5
TCGA-B0-4712-01A
0 years, male, white, stage:Stage IV, dead, 1337 days
58.2
TCGA-BP-4964-01A
0 years, female, white, stage:Stage I, alive, 1862 days
58.1
TCGA-CJ-5677-01A
0 years, female, white, stage:Stage IV, dead, 782 days
58.1
TCGA-CZ-5464-01A
0 years, male, white, stage:Stage IV, alive, 2128 days
57.8
TCGA-B8-5546-01A
0 years, female, black or african american, stage:Stage I, alive, 505 days
57.7
TCGA-CZ-4866-01A
0 years, female, white, stage:Stage I, alive, 3267 days
57.7
TCGA-B0-5109-01A
0 years, male, white, stage:Stage III, dead, 587 days
57.7
TCGA-BP-4341-01A
0 years, male, white, stage:Stage III, dead, 1589 days
57.4
TCGA-B0-5116-01A
0 years, male, white, stage:Stage III, alive, 1274 days
57.3
TCGA-BP-4326-01A
0 years, female, white, stage:Stage I, dead, 1625 days
57.3
TCGA-BP-4346-01A
0 years, male, white, stage:Stage III, dead, 1493 days
57.2
TCGA-B0-5702-01A
0 years, male, white, stage:Stage I, alive, 2172 days
57.1
TCGA-AK-3436-01A
0 years, male, white, stage:Stage IV, alive, 3331 days
57.0
TCGA-BP-4798-01A
0 years, male, white, stage:'--, dead, 334 days
56.8
TCGA-B0-4691-01A
0 years, male, white, stage:Stage IV, dead, 139 days
56.7
TCGA-B0-4718-01A
0 years, male, white, stage:Stage III, alive, 1778 days
56.7
TCGA-B0-4813-01A
0 years, male, white, stage:Stage III, dead, 18 days
56.4
TCGA-BP-4967-01A
0 years, male, white, stage:Stage III, alive, 205 days
56.3
TCGA-BP-5177-01A
0 years, female, white, stage:Stage I, alive, 293 days
56.2
TCGA-BP-4165-01A
0 years, female, white, stage:Stage I, alive, 3037 days
56.0
TCGA-CJ-6030-01A
0 years, male, white, stage:Stage I, dead, 2299 days
55.8
TCGA-B0-5707-01A
0 years, female, white, stage:Stage I, alive, 3744 days
55.7
TCGA-BP-4167-01A
0 years, male, white, stage:Stage III, alive, 2718 days
55.7
TCGA-CZ-5460-01A
0 years, male, white, stage:Stage IV, alive, 2873 days
55.7
TCGA-DV-5574-01A
0 years, male, white, stage:Stage I, alive, 2016 days
55.1
TCGA-BP-4166-01A
0 years, male, white, stage:Stage III, alive, 13 days
55.1
TCGA-A3-3324-01A
0 years, male, white, stage:Stage I, alive, 1186 days
55.1
TCGA-CW-5588-01A
0 years, female, white, stage:Stage I, alive, 2017 days
54.8
TCGA-A3-3326-01A
0 years, male, white, stage:Stage I, alive, 1137 days
54.8
TCGA-CJ-4895-01A
0 years, male, white, stage:Stage IV, dead, 1200 days
54.4
TCGA-AK-3460-01A
0 years, male, white, stage:Stage I, alive, 2508 days
54.4
TCGA-A3-3367-01A
0 years, male, white, stage:Stage I, alive, 2270 days
54.3
TCGA-BP-4973-01A
0 years, male, white, stage:Stage III, alive, 1384 days
54.3
TCGA-BP-4158-01A
0 years, male, white, stage:Stage I, alive, 3377 days
54.0
TCGA-B0-5402-01A
0 years, male, white, stage:Stage IV, alive, 1290 days
53.9
TCGA-BP-5174-01A
0 years, female, white, stage:Stage I, alive, 2257 days
53.7
TCGA-BP-5196-01A
0 years, male, white, stage:Stage I, alive, 1018 days
53.7
TCGA-CZ-5456-01A
0 years, male, white, stage:Stage II, alive, 2422 days
53.7
TCGA-B8-A54G-01A
0 years, male, black or african american, stage:Stage I, alive, 53 days
53.7
TCGA-B0-5706-01A
0 years, male, white, stage:Stage II, alive, 3205 days
53.2
TCGA-BP-5194-01A
0 years, male, white, stage:Stage I, alive, 408 days
53.1
TCGA-A3-3357-01A
0 years, male, white, stage:Stage II, alive, 2688 days
53.1
TCGA-6D-AA2E-01A
0 years, female, black or african american, stage:Stage I, alive, 362 days
52.8
TCGA-A3-3383-01A
0 years, male, white, stage:Stage I, alive, 861 days
52.8
TCGA-CJ-5671-01A
0 years, male, white, stage:Stage I, alive, 3987 days
52.5
TCGA-CZ-5459-01A
0 years, male, white, stage:Stage III, alive, 1683 days
52.3
TCGA-BP-4977-01A
0 years, male, white, stage:Stage I, alive, 454 days
51.6
TCGA-B0-5106-01A
0 years, male, white, stage:Stage I, dead, 1598 days
51.3
TCGA-BP-4351-01A
0 years, female, white, stage:Stage III, alive, 970 days
51.2
TCGA-B8-A54D-01A
0 years, male, black or african american, stage:Stage III, alive, 830 days
51.0
TCGA-CJ-4903-01A
0 years, male, white, stage:Stage I, alive, 1560 days
50.9
TCGA-BP-4353-01A
0 years, male, white, stage:Stage I, dead, 375 days
50.8
TCGA-BP-4968-01A
0 years, male, white, stage:Stage I, alive, 1746 days
50.7
TCGA-B0-5081-01A
0 years, female, white, stage:Stage III, dead, 362 days
50.6
TCGA-CJ-6031-01A
0 years, male, white, stage:Stage I, alive, 1906 days
50.4
TCGA-AK-3456-01A
0 years, male, black or african american, stage:Stage II, alive, 1143 days
50.2
TCGA-B2-4099-01A
0 years, male, white, stage:Stage I, alive, 972 days
50.1
TCGA-CW-5585-01A
0 years, male, white, stage:Stage IV, alive, 2609 days
50.0
TCGA-BP-5182-01A
0 years, male, white, stage:Stage I, alive, 1165 days
49.7
TCGA-BP-4163-01A
0 years, female, white, stage:Stage III, alive, 2839 days
49.6
TCGA-A3-3358-01A
0 years, female, white, stage:Stage I, alive, 1307 days
49.6
TCGA-B0-4819-01A
0 years, female, white, stage:Stage IV, dead, 183 days
49.4
TCGA-AK-3454-01A
0 years, male, white, stage:Stage I, alive, 874 days
49.3
TCGA-CJ-4872-01A
0 years, male, white, stage:Stage I, alive, 1435 days
49.1
TCGA-BP-5170-01A
0 years, male, white, stage:Stage I, alive, 2412 days
49.1
TCGA-MM-A84U-01A
0 years, female, black or african american, stage:Stage I, alive, 700 days
49.1
TCGA-BP-4981-01A
0 years, female, white, stage:Stage III, dead, 1097 days
49.0
TCGA-CW-6090-01A
0 years, male, white, stage:Stage I, alive, 2552 days
48.8
TCGA-CZ-5466-01A
0 years, male, stage:Stage III, alive, 685 days
48.6
TCGA-BP-5010-01A
0 years, male, white, stage:Stage III, dead, 878 days
48.3
TCGA-B0-5088-01A
0 years, male, white, stage:Stage I, dead, 563 days
48.2
TCGA-BP-5001-01A
0 years, female, white, stage:Stage I, alive, 1177 days
47.9
TCGA-CZ-5454-01A
0 years, male, white, stage:Stage IV, dead, 722 days
47.9
TCGA-B0-4714-01A
0 years, male, white, stage:Stage IV, dead, 99 days
47.5
TCGA-BP-5009-01A
0 years, male, white, stage:Stage I, dead, 1092 days
47.3
TCGA-BP-4342-01A
0 years, male, white, stage:Stage II, dead, 2256 days
47.2
TCGA-B0-4814-01A
0 years, male, white, stage:Stage IV, dead, 168 days
47.1
TCGA-CJ-4884-01A
0 years, female, white, stage:Stage III, alive, 1759 days
46.7
TCGA-B0-4697-01A
0 years, female, white, stage:Stage IV, dead, 578 days
46.6
TCGA-CJ-4887-01A
0 years, male, white, stage:Stage IV, dead, 932 days
46.6
TCGA-BP-4776-01A
0 years, male, white, stage:Stage I, alive, 411 days
46.5
TCGA-B0-5102-01A
0 years, female, white, stage:Stage I, dead, 2764 days
46.5
TCGA-AK-3453-01A
0 years, female, white, stage:Stage II, alive, 2531 days
46.4
TCGA-BP-4777-01A
0 years, male, white, stage:Stage I, alive, 1731 days
46.4
TCGA-B0-4839-01A
0 years, female, white, stage:Stage I, dead, 1639 days
46.3
TCGA-B0-4843-01A
0 years, male, white, stage:Stage III, dead, 320 days
46.2
TCGA-BP-5178-01A
0 years, male, white, stage:Stage IV, dead, 1912 days
45.5
TCGA-B0-4822-01A
0 years, male, white, stage:Stage II, dead, 1111 days
45.4
TCGA-CJ-5676-01A
0 years, male, white, stage:Stage III, alive, 4067 days
45.3
TCGA-CJ-4912-01A
0 years, male, white, stage:Stage II, alive, 1657 days
45.2
TCGA-B0-4821-01A
0 years, female, asian, stage:Stage III, dead, 1230 days
45.1
TCGA-BP-4335-01A
0 years, female, white, stage:Stage IV, dead, 475 days
45.0
TCGA-B0-4847-01A
0 years, male, white, stage:Stage IV, dead, 793 days
44.7
TCGA-B0-4698-01A
0 years, male, white, stage:Stage IV, dead, 42 days
44.6
TCGA-BP-4971-01A
0 years, male, white, stage:Stage III, alive, 1487 days
44.5
TCGA-CZ-5457-01A
0 years, male, white, stage:Stage III, alive, 2754 days
44.2
TCGA-CZ-4861-01A
0 years, male, white, stage:Stage II, dead, 446 days
44.1
TCGA-CJ-4636-01A
0 years, male, white, stage:Stage III, alive, 1924 days
43.9
TCGA-CJ-4901-01A
0 years, male, white, stage:Stage III, alive, 1450 days
43.7
TCGA-BP-4985-01A
0 years, male, white, stage:Stage III, dead, 952 days
43.0
TCGA-BP-5190-01A
0 years, male, white, stage:Stage I, alive, 1011 days
42.6
TCGA-BP-4969-01A
0 years, female, white, stage:Stage I, alive, 1794 days
42.5
TCGA-B0-4817-01A
0 years, male, white, stage:Stage III, dead, 1019 days
42.4
TCGA-AK-3426-01A
0 years, male, white, stage:Stage III, dead, 885 days
42.3
TCGA-BP-4759-01A
0 years, male, white, stage:Stage I, alive, 2372 days
42.0
TCGA-B8-4621-01A
0 years, male, black or african american, stage:Stage I, alive, 788 days
41.9
TCGA-BP-4758-01A
0 years, male, white, stage:Stage I, alive, 2208 days
41.8
TCGA-B8-5162-01A
0 years, male, white, stage:Stage II, alive, 36 days
41.7
TCGA-B8-4143-01A
0 years, female, white, stage:Stage IV, dead, 709 days
41.4
TCGA-MM-A564-01A
0 years, male, black or african american, stage:Stage II, alive, 607 days
41.2
TCGA-B8-4154-01A
0 years, female, white, stage:Stage I, alive, 1380 days
41.2
TCGA-CZ-4857-01A
0 years, male, white, stage:Stage IV, dead, 1432 days
41.0
TCGA-BP-4989-01A
0 years, male, white, stage:Stage III, alive, 118 days
40.7
TCGA-AK-3433-01A
0 years, female, white, stage:Stage II, alive, 3409 days
40.5
TCGA-G6-A8L6-01A
0 years, male, black or african american, stage:Stage IV, dead, 313 days
40.1
TCGA-CJ-4873-01A
0 years, female, white, stage:Stage III, alive, 1776 days
40.1
TCGA-BP-4334-01A
0 years, male, white, stage:Stage III, dead, 645 days
39.6
TCGA-A3-3328-01A
0 years, male, white, stage:Stage I, alive, 1385 days
39.2
TCGA-B2-3923-01A
0 years, male, white, stage:Stage II, alive, 992 days
39.0
TCGA-BP-4159-01A
0 years, male, white, stage:Stage I, dead, 2601 days
38.7
TCGA-B0-5085-01A
0 years, female, white, stage:Stage III, dead, 770 days
38.5
TCGA-G6-A5PC-01A
0 years, female, black or african american, stage:Stage IV, dead, 242 days
38.2
TCGA-B0-5121-01A
0 years, male, white, stage:Stage I, alive, 1485 days
37.9
TCGA-B0-5083-01A
0 years, male, white, stage:Stage I, dead, 1045 days
37.5
TCGA-CJ-4891-01A
0 years, female, white, stage:Stage III, dead, 819 days
36.9
TCGA-BP-4983-01A
0 years, female, asian, stage:Stage III, alive, 1413 days
36.3
TCGA-CJ-4900-01A
0 years, female, white, stage:Stage IV, dead, 1714 days
36.3
TCGA-B2-4098-01A
0 years, female, black or african american, stage:Stage I, dead, 51 days
35.6
TCGA-A3-3374-01A
0 years, female, black or african american, stage:Stage I, alive, 1314 days
35.3
TCGA-BP-5000-01A
0 years, male, white, stage:Stage I, alive, 563 days
35.3
TCGA-B8-4619-01A
0 years, male, white, stage:Stage I, alive, 523 days
35.3
TCGA-BP-5175-01A
0 years, male, white, stage:Stage I, alive, 932 days
35.1
TCGA-A3-3363-01A
0 years, male, asian, stage:Stage II, alive, 319 days
34.7
TCGA-CJ-4875-01A
0 years, male, white, stage:Stage IV, dead, 3554 days
34.4
TCGA-A3-3313-01A
0 years, male, black or african american, stage:Stage I, dead, 735 days
34.1
TCGA-BP-5169-01A
0 years, male, white, stage:Stage I, alive, 193 days
33.9
TCGA-B0-5098-01A
0 years, female, black or african american, stage:Stage I, dead, 1584 days
33.5
TCGA-AK-3451-01A
0 years, male, white, stage:Stage II, alive, 2868 days
33.4
TCGA-B0-4834-01A
0 years, male, white, stage:Stage I, dead, 2090 days
32.9
TCGA-BP-4960-01A
0 years, male, white, stage:Stage II, alive, 2172 days
32.9
TCGA-AK-3458-01A
0 years, male, white, stage:Stage I, alive, 1168 days
32.6
TCGA-BP-4992-01A
0 years, male, white, stage:Stage I, alive, 501 days
32.3
TCGA-AS-3777-01A
0 years, male, white, stage:Stage I, alive, 1238 days
32.2
TCGA-B2-5635-01A
0 years, male, white, stage:Stage I, alive, 755 days
32.1
TCGA-B0-4841-01A
0 years, male, white, stage:Stage IV, dead, 204 days
29.5
TCGA-CZ-4858-01A
0 years, male, white, stage:Stage II, dead, 2105 days
29.4
TCGA-B2-5633-01A
0 years, male, white, stage:Stage I, alive, 963 days
29.2
TCGA-CZ-5469-01A
0 years, male, white, stage:Stage II, dead, 946 days
28.4
TCGA-AK-3447-01A
0 years, male, white, stage:Stage II, alive, 1217 days
27.8
TCGA-B8-A54I-01A
0 years, male, black or african american, stage:Stage I, alive, 150 days
27.6
TCGA-B0-4811-01A
0 years, male, white, stage:Stage III, dead, 1417 days
27.6
TCGA-CZ-4860-01A
0 years, male, white, stage:Stage IV, dead, 206 days
27.3
TCGA-AK-3465-01A
0 years, female, black or african american, stage:Stage I, alive, 369 days
27.1
TCGA-B0-5117-01A
0 years, male, white, stage:Stage I, alive, 1608 days
26.6
TCGA-BP-5185-01A
0 years, male, white, stage:Stage I, alive, 1132 days
25.9
TCGA-B4-5832-01A
0 years, male, white, stage:Stage III, alive, 155 days
23.6
TCGA-BP-4799-01A
0 years, male, white, stage:Stage III, dead, 1133 days
23.1
TCGA-CZ-5989-01A
0 years, male, white, stage:Stage II, alive, 1905 days
18.3
TCGA-BP-5191-01A
0 years, male, white, stage:Stage III, alive, 967 days
17.8
TCGA-AK-3427-01A
0 years, male, white, stage:Stage I, alive, 3583 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.
MAPKAPK2 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
70.4
Number of samples
100
Samples
Sample
Description
TPM
ccRCC-7
0 years, female, NA, stage:pT2N0M0, alive, 330 days
142.5
ccRCC-15
0 years, female, NA, stage:pT2N0M0, dead, 2070 days
130.8
ccRCC-66
0 years, female, NA, stage:pT3bN0M1, alive, 2520 days
121.0
ccRCC-20
0 years, female, NA, stage:pT3aN0M1, alive, 930 days
112.4
ccRCC-83
0 years, male, NA, stage:pT1aN0M0, alive, 300 days
105.2
ccRCC-85
0 years, female, NA, stage:pT1bN0M0, alive, 3330 days
105.2
ccRCC-45
0 years, male, NA, stage:pT1aN0M0, alive, 1020 days
105.2
ccRCC-13
0 years, female, NA, stage:pT3aN2M0, dead, 540 days
104.4
ccRCC-90
0 years, male, NA, stage:pT1aN0M0, dead, 1170 days
104.0
ccRCC-72
0 years, male, NA, stage:pT1bN0M0, alive, 2760 days
101.3
ccRCC-86
0 years, female, NA, stage:pT1bN0M0, alive, 3390 days
99.9
ccRCC-19
0 years, female, NA, stage:pT2N0M0, alive, 2100 days
97.2
ccRCC-80
0 years, male, NA, stage:pT2N0M0, alive, 3000 days
97.0
ccRCC-95
0 years, male, NA, stage:pT1bN0M0, alive, 3960 days
96.9
ccRCC-51
0 years, male, NA, stage:pT3aN0M0, alive, 1410 days
90.4
ccRCC-97
0 years, male, NA, stage:pT1aN2M1, dead, 990 days
90.2
ccRCC-98
0 years, male, NA, stage:pT1aN0M0, alive, 30 days
89.0
ccRCC-64
0 years, male, NA, stage:pT3aN0M0, alive, 2430 days
88.9
ccRCC-48
0 years, male, NA, stage:pT1bN0M0, alive, 990 days
87.2
ccRCC-3
0 years, male, NA, stage:pT3bN1M0, dead, 240 days
84.9
ccRCC-5
0 years, male, NA, stage:pT1aN0M0, alive, 2940 days
84.9
ccRCC-81
0 years, male, NA, stage:pT3aN2M0, dead, 1290 days
84.5
ccRCC-69
0 years, male, NA, stage:pT1aN0M0, alive, 2670 days
84.1
ccRCC-4
0 years, male, NA, stage:pT1bN0M0, dead, 270 days
81.8
ccRCC-29
0 years, female, NA, stage:pT1aN0M0, alive, 1710 days
80.7
ccRCC-17
0 years, female, NA, stage:pT1bN0M0, alive, 2220 days
80.6
ccRCC-58
0 years, male, NA, stage:pT1aN0M0, alive, 1110 days
80.5
ccRCC-68
0 years, male, NA, stage:pT1bN0M0, alive, 2640 days
80.0
ccRCC-53
0 years, male, NA, stage:pT1aN0M0, alive, 1260 days
78.3
ccRCC-65
0 years, male, NA, stage:pT3bN0M1, dead, 300 days
76.6
ccRCC-35
0 years, male, NA, stage:pT1aN0M0, alive, 1380 days
75.8
ccRCC-16
0 years, male, NA, stage:pT2N0M0, alive, 2190 days
75.3
ccRCC-21
0 years, male, NA, stage:pT1bN0M0, alive, 1080 days
75.2
ccRCC-60
0 years, female, NA, stage:pT1aN0M0, alive, 1470 days
74.0
ccRCC-44
0 years, female, NA, stage:pT1bN0M0, alive, 1050 days
73.6
ccRCC-77
0 years, male, NA, stage:pT1bN0M0, alive, 1860 days
73.6
ccRCC-84
0 years, male, NA, stage:pT1bN0M0, alive, 2010 days
73.5
ccRCC-100
0 years, male, NA, stage:pT1aN0M0, alive, 4260 days
72.4
ccRCC-18
0 years, female, NA, stage:pT1aN0M0, alive, 2130 days
72.3
ccRCC-28
0 years, male, NA, stage:pT1bN0M0, alive, 1530 days
72.3
ccRCC-49
0 years, male, NA, stage:pT3bN0M0, alive, 1290 days
71.9
ccRCC-96
0 years, male, NA, stage:pT1aN0M0, alive, 3930 days
70.4
ccRCC-78
0 years, female, NA, stage:pT1aN0M0, alive, 2610 days
69.9
ccRCC-71
0 years, male, NA, stage:pT1bN0M0, alive, 2160 days
69.6
ccRCC-54
0 years, male, NA, stage:pT1bN0M0, alive, 1200 days
69.5
ccRCC-105
0 years, male, NA, stage:pT1aN0M0, alive, 2190 days
69.4
ccRCC-99
0 years, female, NA, stage:pT2N0M0, alive, 3330 days
68.7
ccRCC-31
0 years, male, NA, stage:pT1aN0M0, alive, 1560 days
68.5
ccRCC-75
0 years, male, NA, stage:pT3aN1M1, dead, 180 days
68.2
ccRCC-52
0 years, female, NA, stage:pT3bN0M1, alive, 1350 days
67.9
ccRCC-62
0 years, male, NA, stage:pT1bN0M0, alive, 1620 days
67.4
ccRCC-87
0 years, male, NA, stage:pT1bN0M0, alive, 2370 days
67.2
ccRCC-92
0 years, male, NA, stage:pT1aN0M0, alive, 3660 days
67.2
ccRCC-56
0 years, male, NA, stage:pT1aN0M0, alive, 1950 days
66.7
ccRCC-6
0 years, male, NA, stage:pT1bN0M0, alive, 2820 days
66.5
ccRCC-73
0 years, male, NA, stage:pT1aN0M0, alive, 2640 days
66.4
ccRCC-104
0 years, female, NA, stage:pT1aN0M0, alive, 3480 days
66.2
ccRCC-25
0 years, male, NA, stage:pT1aN0M0, alive, 1350 days
64.7
ccRCC-10
0 years, male, NA, stage:pT3aN2M1, dead, 90 days
64.7
ccRCC-70
0 years, male, NA, stage:pT4N0M1, dead, 540 days
64.4
ccRCC-59
0 years, male, NA, stage:pT1bN0M0, alive, 930 days
64.3
ccRCC-89
0 years, male, NA, stage:pT1aN0M0, alive, 3510 days
64.2
ccRCC-36
0 years, male, NA, stage:pT2N0M0, alive, 1410 days
63.7
ccRCC-103
0 years, female, NA, stage:pT1aN0M0, alive, 4350 days
63.7
ccRCC-91
0 years, male, NA, stage:pT1aN0M0, dead, 1890 days
62.9
ccRCC-42
0 years, male, NA, stage:pT3aN0M0, alive, 1170 days
62.7
ccRCC-76
0 years, female, NA, stage:pT3aN0M1, dead, 960 days
62.7
ccRCC-61
0 years, male, NA, stage:pT1aN0M0, alive, 1470 days
62.3
ccRCC-27
0 years, male, NA, stage:pT1aN0M0, alive, 1590 days
61.9
ccRCC-30
0 years, male, NA, stage:pT2N0M0, dead, 420 days
61.9
ccRCC-32
0 years, male, NA, stage:pT2N0M0, dead, 1320 days
59.3
ccRCC-55
0 years, female, NA, stage:pT3bN0M0, alive, 1260 days
59.1
ccRCC-102
0 years, male, NA, stage:pT1bN0M0, alive, 4260 days
59.1
ccRCC-79
0 years, male, NA, stage:pT1bN0M0, alive, 2670 days
58.7
ccRCC-1
0 years, female, NA, stage:pT1bN0M0, alive, 3330 days
57.8
ccRCC-41
0 years, male, NA, stage:pT3bN0M0, dead, 540 days
57.5
ccRCC-24
0 years, male, NA, stage:pT3bN0M0, dead, 750 days
57.5
ccRCC-11
0 years, male, NA, stage:pT1aN0M0, alive, 2370 days
56.6
ccRCC-106
0 years, male, NA, stage:pT1aN0M0, dead, 1890 days
56.5
ccRCC-67
0 years, male, NA, stage:pT1aN0M0, dead, 1260 days
56.3
ccRCC-94
0 years, male, NA, stage:pT1bN0M0, dead, 480 days
55.9
ccRCC-88
0 years, male, NA, stage:pT1aN0M0, alive, 2880 days
55.1
ccRCC-50
0 years, male, NA, stage:pT3bN0M0, alive, 900 days
52.2
ccRCC-22
0 years, male, NA, stage:pT3bN0M0, dead, 330 days
52.1
ccRCC-43
0 years, female, NA, stage:pT1bN0M0, alive, 1050 days
51.5
ccRCC-26
0 years, male, NA, stage:pT1bN0M0, alive, 1800 days
48.8
ccRCC-93
0 years, male, NA, stage:pT1bN0M0, alive, 3660 days
48.5
ccRCC-82
0 years, male, NA, stage:pT1aN0M0, alive, 3090 days
46.9
ccRCC-39
0 years, male, NA, stage:pT2N0M0, alive, 900 days
46.2
ccRCC-40
0 years, male, NA, stage:pT1aN0M0, alive, 1020 days
45.4
ccRCC-12
0 years, male, NA, stage:pT1aN0M0, alive, 900 days
43.4
ccRCC-34
0 years, male, NA, stage:pT3bN0M1, alive, 1530 days
43.1
ccRCC-37
0 years, female, NA, stage:pT1aN0M0, alive, 1500 days
42.1
ccRCC-23
0 years, male, NA, stage:pT1bN0M0, alive, 1170 days
41.7
ccRCC-14
0 years, male, NA, stage:pT3cN0M0, alive, 2280 days
39.7
ccRCC-8
0 years, male, NA, stage:pT1bN0M0, alive, 2400 days
37.4
ccRCC-38
0 years, male, NA, stage:pT1aN0M0, alive, 1380 days
37.1
ccRCC-9
0 years, male, NA, stage:pT2N1M1, dead, 360 days
37.1
ccRCC-46
0 years, male, NA, stage:pT1bN0M0, alive, 990 days
33.6
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.
MAPKAPK2 is potential prognostic, high expression is unfavorable in Kidney Renal Papillary Cell Carcinoma (TCGA)
Stage:
Survival analysis
Current cut offi
Current cut-off shows the cut-off (FPKM) currently selected. It may be changed manually. When the current cut-off is changed, the vertical dashed line indicating cut-off, the interactive survival scatter plot and the Kaplan-Meier curve will be automatically adjusted to show results accordingly.
:
Best expression cut offi
Based on the FPKM value of each gene, patients were classified into two groups and association between prognosis (survival) and gene expression (FPKM) was examined. The best expression cut-off refers the FPKM value that yields maximal difference with regard to survival between the two groups at the lowest log-rank P-value. Best expression cut-off was selected based on survival analysis .
When clicking on this number, the vertical dashed line indicating cut-off, the interactive survival plot, and the Kaplan-Meier curve will be adjusted to show results based on the best expression cut-off.
Median expression refers to the median FPKM value calculated based on the gene expression (FPKM) data from all patients in this dataset. When clicking on this number, the vertical dashed line indicating cut-off, the interactive survival plot, and the Kaplan-Meier curve will be adjusted to show results based on the median expression.
Median follow up time refers to the median time (years) after diagnosis with this type of cancer, based on clinical data from all patients in this dataset.
: N/A
P scorei
Log-rank P value for Kaplan-Meier plot showing results from analysis of correlation between mRNA expression level and patient survival.
N/A
5-year survival highi
5-year survival for patients with higher expression than the expression cutoff.
For melanoma and glioma, 3-year survival is shown.
N/A
5-year survival lowi
5-year survival for patients with lower expression than the expression cutoff.
For melanoma and glioma, 3-year survival is shown.
N/A
TCGA RNA samplesi
RNA-seq data is reported as average FPKM (number Fragments Per Kilobase of exon per Million reads), generated by the The Cancer Genome Atlas (TCGA) .
Normal distribution across the dataset is visualized with box plots, shown as median and 25th and 75th percentiles. Points are displayed as outliers if they are above or below 1.5 times the interquartile range. FPKM values of the individual samples are presented next to the box plot.
Average TPM
61.3
Number of samples
282
Samples
Sample
Description
TPM
TCGA-BQ-5891-01A
0 years, female, white, stage:Stage III, alive, 29 days
161.1
TCGA-BQ-5879-01A
0 years, female, white, stage:Stage III, dead, 697 days
146.6
TCGA-G7-A8LD-01A
0 years, male, white, stage:Stage III, dead, 514 days
131.6
TCGA-BQ-5890-01A
0 years, male, white, stage:Stage III, alive, 233 days
131.1
TCGA-BQ-5876-01A
0 years, male, white, stage:Stage I, alive, 586 days
130.8
TCGA-MH-A857-01A
0 years, male, black or african american, stage:Stage I, alive, 890 days
128.9
TCGA-2Z-A9JI-01A
0 years, male, white, stage:Stage III, alive, 1567 days
128.5
TCGA-A4-A5Y1-01A
0 years, male, white, stage:Stage III, dead, 395 days
124.1
TCGA-G7-6793-01A
0 years, female, white, stage:Stage IV, dead, 336 days
121.9
TCGA-IA-A40Y-01A
0 years, female, white, stage:Stage III, alive, 62 days
119.3
TCGA-DW-5560-01A
0 years, female, white, stage:Stage I, alive, 1486 days
118.2
TCGA-UZ-A9PV-01A
0 years, male, white, stage:Stage I, alive, 1444 days
109.3
TCGA-DZ-6131-01A
0 years, male, white, stage:Stage III, alive, 2429 days
109.2
TCGA-BQ-7055-01A
0 years, male, white, stage:Stage I, alive, 799 days
106.6
TCGA-BQ-5887-01A
0 years, male, white, stage:Stage III, alive, 771 days
106.0
TCGA-EV-5902-01A
0 years, male, white, stage:Stage I, alive, 578 days
103.9
TCGA-AL-7173-01A
0 years, female, white, stage:Stage IV, alive, 2060 days
102.2
TCGA-BQ-5882-01A
0 years, male, stage:Stage III, dead, 658 days
101.5
TCGA-BQ-5889-01A
0 years, male, white, stage:Stage IV, dead, 329 days
101.4
TCGA-P4-A5ED-01A
0 years, male, white, stage:Stage I, alive, 2816 days
100.4
TCGA-5P-A9JU-01A
0 years, male, white, stage:Stage III, alive, 373 days
100.2
TCGA-DZ-6133-01A
0 years, female, white, stage:Stage I, dead, 1557 days
100.1
TCGA-5P-A9K8-01A
0 years, female, white, stage:'--, alive, 1309 days
99.3
TCGA-A4-7828-01A
0 years, female, black or african american, stage:Stage I, alive, 238 days
97.9
TCGA-A4-7734-01A
0 years, female, white, stage:Stage I, alive, 27 days
97.9
TCGA-BQ-5893-01A
0 years, male, white, stage:Stage IV, dead, 241 days
96.3
TCGA-DW-7834-01A
0 years, male, white, stage:Stage I, alive, 3950 days
96.0
TCGA-Y8-A8S1-01A
0 years, male, white, stage:Stage I, alive, 404 days
94.8
TCGA-5P-A9K9-01A
0 years, female, white, stage:'--, dead, 589 days
94.7
TCGA-BQ-5884-01A
0 years, female, black or african american, stage:Stage I, alive, 792 days
94.5
TCGA-5P-A9KC-01A
0 years, female, white, stage:'--, alive, 377 days
92.7
TCGA-G7-7501-01A
0 years, female, black or african american, stage:Stage III, dead, 624 days
92.3
TCGA-P4-A5E8-01A
0 years, male, white, stage:Stage III, dead, 1306 days
91.6
TCGA-UZ-A9PL-01A
0 years, male, white, stage:Stage II, alive, 3152 days
91.6
TCGA-BQ-5894-01A
0 years, male, stage:Stage IV, alive, 84 days
91.5
TCGA-BQ-5878-01A
0 years, female, white, stage:Stage III, alive, 1938 days
89.9
TCGA-A4-8515-01A
0 years, male, american indian or alaska native, stage:Stage I, alive, 709 days
89.4
TCGA-F9-A4JJ-01A
0 years, female, black or african american, stage:Stage III, dead, 325 days
88.1
TCGA-A4-7915-01A
0 years, female, black or african american, stage:Stage II, alive, 7 days
87.8
TCGA-Y8-A894-01A
0 years, female, white, stage:Stage I, alive, 567 days
87.7
TCGA-UZ-A9PQ-01A
0 years, male, black or african american, stage:Stage III, dead, 2624 days
87.7
TCGA-B9-5155-01A
0 years, male, white, stage:Stage III, alive, 665 days
86.3
TCGA-J7-8537-01A
0 years, female, asian, stage:Stage III, dead, 321 days
86.2
TCGA-BQ-5883-01A
0 years, female, black or african american, stage:Stage I, alive, 1242 days
85.1
TCGA-2Z-A9JK-01A
0 years, male, white, stage:Stage III, alive, 1186 days
83.5
TCGA-UZ-A9PN-01A
0 years, male, white, stage:Stage III, dead, 1136 days
82.4
TCGA-Y8-A896-01A
0 years, male, white, stage:Stage III, alive, 567 days
82.4
TCGA-F9-A97G-01A
0 years, male, asian, stage:Stage III, alive, 13 days
82.2
TCGA-2Z-A9JS-01A
0 years, male, white, stage:Stage I, dead, 492 days
81.9
TCGA-HE-A5NJ-01A
0 years, male, stage:'--, alive, 1726 days
81.7
TCGA-IA-A40X-01A
0 years, female, black or african american, stage:Stage I, alive, 608 days
81.6
TCGA-DW-7836-01A
0 years, male, white, stage:Stage I, alive, 1093 days
81.4
TCGA-F9-A8NY-01A
0 years, female, asian, stage:Stage IV, alive, 36 days
80.0
TCGA-GL-7966-01A
0 years, female, white, stage:Stage III, alive, 112 days
79.4
TCGA-G7-A4TM-01A
0 years, male, black or african american, stage:Stage I, alive, 768 days
79.0
TCGA-B3-A6W5-01A
0 years, male, black or african american, stage:Stage I, alive, 309 days
78.1
TCGA-A4-8310-01A
0 years, male, white, stage:Stage III, alive, 780 days
77.9
TCGA-EV-5901-01A
0 years, female, white, stage:Stage I, alive, 1040 days
77.8
TCGA-B9-4116-01A
0 years, female, black or african american, stage:'--, alive, 627 days
77.4
TCGA-P4-AAVL-01A
0 years, male, white, stage:Stage III, dead, 487 days
76.7
TCGA-5P-A9JV-01A
0 years, male, white, stage:'--, alive, 2043 days
76.6
TCGA-BQ-7045-01A
0 years, male, black or african american, stage:Stage I, dead, 1468 days
75.6
TCGA-BQ-7051-01A
0 years, male, white, stage:Stage II, alive, 1533 days
75.3
TCGA-DW-7840-01A
0 years, male, black or african american, stage:Stage I, alive, 114 days
75.1
TCGA-BQ-7050-01A
0 years, female, white, stage:Stage I, alive, 1864 days
75.1
TCGA-O9-A75Z-01A
0 years, male, white, stage:Stage I, alive, 471 days
75.0
TCGA-DZ-6132-01A
0 years, male, stage:Stage I, alive, 2460 days
74.9
TCGA-B9-A5W7-01A
0 years, male, black or african american, stage:Stage I, alive, 585 days
74.7
TCGA-A4-8312-01A
0 years, male, black or african american, stage:Stage I, alive, 708 days
73.4
TCGA-A4-8098-01A
0 years, male, black or african american, stage:Stage I, alive, 896 days
73.2
TCGA-G7-6789-01A
0 years, female, white, stage:Stage IV, dead, 122 days
73.0
TCGA-SX-A71V-01A
0 years, male, white, stage:Stage I, alive, 876 days
72.9
TCGA-IZ-8196-01A
0 years, male, white, stage:Stage I, alive, 649 days
72.9
TCGA-A4-A6HP-01A
0 years, male, white, stage:Stage I, alive, 379 days
72.7
TCGA-MH-A561-01A
0 years, male, white, stage:Stage I, alive, 841 days
72.1
TCGA-GL-7773-01A
0 years, male, white, stage:Stage I, alive, 393 days
72.1
TCGA-B9-A44B-01A
0 years, male, black or african american, stage:Stage III, alive, 361 days
71.4
TCGA-BQ-5877-01A
0 years, male, black or african american, stage:Stage IV, dead, 270 days
71.3
TCGA-2Z-A9JJ-01A
0 years, female, white, stage:Stage I, alive, 1213 days
70.7
TCGA-SX-A71S-01A
0 years, female, white, stage:Stage I, alive, 1504 days
70.3
TCGA-F9-A7Q0-01A
0 years, female, asian, stage:Stage I, alive, 398 days
70.1
TCGA-G7-6796-01A
0 years, male, white, stage:Stage I, alive, 2173 days
70.0
TCGA-G7-6792-01A
0 years, male, black or african american, stage:Stage I, alive, 2765 days
69.2
TCGA-GL-A59R-01A
0 years, male, white, stage:Stage III, alive, 378 days
68.9
TCGA-HE-7129-01A
male, stage:Stage II, alive, 2492 days
68.7
TCGA-DZ-6135-01A
0 years, male, stage:Stage I, alive, 2269 days
68.7
TCGA-2Z-A9J9-01A
0 years, male, black or african american, stage:Stage I, alive, 2294 days
68.3
TCGA-G7-A8LE-01A
0 years, male, white, stage:Stage I, alive, 2453 days
68.0
TCGA-BQ-7049-01A
0 years, female, white, stage:Stage I, dead, 1364 days
67.6
TCGA-UZ-A9PK-01A
0 years, male, white, stage:Stage I, alive, 3571 days
67.5
TCGA-BQ-5885-01A
0 years, male, white, stage:Stage III, alive, 921 days
67.3
TCGA-DZ-6134-01A
0 years, male, white, stage:Stage I, alive, 1856 days
66.8
TCGA-AL-A5DJ-01A
0 years, female, white, stage:Stage III, dead, 1498 days
66.4
TCGA-WN-A9G9-01A
0 years, male, white, stage:Stage I, alive, 791 days
66.2
TCGA-A4-7288-01A
0 years, female, white, stage:'--, alive, 1857 days
65.7
TCGA-5P-A9KA-01A
0 years, male, white, stage:'--, alive, 395 days
65.3
TCGA-BQ-5892-01A
0 years, male, white, stage:Stage I, alive, 364 days
65.3
TCGA-HE-7130-01A
female, stage:Stage III, alive, 1770 days
64.4
TCGA-Y8-A897-01A
0 years, female, white, stage:Stage I, alive, 549 days
64.2
TCGA-UZ-A9PP-01A
0 years, male, white, stage:Stage I, alive, 3010 days
64.0
TCGA-G7-6795-01A
0 years, male, white, stage:Stage I, alive, 1194 days
63.8
TCGA-BQ-7053-01A
0 years, female, black or african american, stage:Stage III, alive, 1516 days
63.8
TCGA-A4-7997-01A
0 years, male, white, stage:Stage I, alive, 927 days
63.6
TCGA-IA-A83W-01A
0 years, male, white, stage:Stage I, dead, 2043 days
63.5
TCGA-B3-8121-01A
0 years, female, black or african american, stage:Stage I, alive, 379 days
63.3
TCGA-HE-A5NH-01A
0 years, male, stage:Stage I, alive, 791 days
62.8
TCGA-BQ-5888-01A
0 years, female, white, stage:Stage I, alive, 403 days
62.7
TCGA-P4-A5E6-01A
0 years, male, black or african american, stage:Stage III, alive, 3035 days
62.6
TCGA-MH-A855-01A
0 years, female, black or african american, stage:Stage II, alive, 369 days
62.6
TCGA-DW-7838-01A
0 years, male, white, stage:Stage I, alive, 744 days
62.3
TCGA-GL-A9DE-01A
0 years, male, black or african american, stage:Stage I, alive, 496 days
62.2
TCGA-P4-A5EB-01A
0 years, male, white, stage:Stage I, alive, 2477 days
61.7
TCGA-5P-A9K6-01A
0 years, male, white, stage:'--, alive, 1914 days
61.3
TCGA-DW-7842-01A
0 years, male, white, stage:Stage I, alive, 92 days
60.9
TCGA-Y8-A8RY-01A
0 years, male, white, stage:Stage I, alive, 769 days
60.8
TCGA-B3-3925-01A
0 years, male, white, stage:Stage III, alive, 1029 days
60.4
TCGA-BQ-7062-01A
0 years, male, black or african american, stage:Stage I, alive, 116 days
60.3
TCGA-B1-A655-01A
0 years, female, white, stage:Stage I, alive, 510 days
60.2
TCGA-UZ-A9Q1-01A
0 years, female, white, stage:Stage I, alive, 730 days
60.1
TCGA-BQ-7059-01A
0 years, male, white, stage:Stage I, alive, 232 days
60.0
TCGA-J7-6720-01A
0 years, male, asian, stage:Stage I, alive, 388 days
59.9
TCGA-SX-A7SO-01A
0 years, male, white, stage:Stage I, alive, 1257 days
59.8
TCGA-F9-A7VF-01A
0 years, female, white, stage:Stage I, alive, 73 days
59.7
TCGA-P4-A5E7-01A
0 years, female, white, stage:Stage I, alive, 2649 days
59.4
TCGA-GL-A9DC-01A
0 years, female, white, stage:Stage I, alive, 392 days
59.2
TCGA-Q2-A5QZ-01A
0 years, female, black or african american, stage:Stage III, alive, 428 days
58.7
TCGA-UZ-A9PR-01A
0 years, male, white, stage:Stage I, alive, 2191 days
58.1
TCGA-AT-A5NU-01A
0 years, male, white, stage:Stage I, alive, 67 days
58.1
TCGA-IA-A40U-01A
0 years, male, white, stage:Stage III, alive, 511 days
57.7
TCGA-P4-AAVK-01A
0 years, male, white, stage:Stage III, alive, 1590 days
57.5
TCGA-DW-7839-01A
0 years, female, white, stage:Stage I, alive, 419 days
57.4
TCGA-B9-A69E-01A
0 years, male, white, stage:Stage III, alive, 452 days
57.3
TCGA-A4-A4ZT-01A
0 years, female, white, stage:Stage I, alive, 516 days
57.3
TCGA-MH-A55Z-01A
0 years, male, black or african american, stage:Stage I, alive, 845 days
57.2
TCGA-MH-A55W-01A
0 years, male, black or african american, stage:Stage I, alive, 1043 days
57.1
TCGA-2Z-A9JR-01A
0 years, male, white, stage:Stage I, alive, 161 days
56.8
TCGA-Y8-A895-01A
0 years, male, white, stage:Stage I, alive, 484 days
56.7
TCGA-A4-A5Y0-01A
0 years, female, white, stage:Stage I, alive, 252 days
56.6
TCGA-Y8-A8S0-01A
0 years, male, white, stage:Stage I, alive, 183 days
56.5
TCGA-KV-A74V-01A
0 years, male, white, stage:Stage I, alive, 347 days
56.4
TCGA-AL-3466-01A
0 years, male, white, stage:Stage IV, dead, 293 days
56.4
TCGA-UZ-A9PJ-01A
0 years, male, white, stage:Stage I, dead, 797 days
56.3
TCGA-Y8-A8RZ-01A
0 years, male, white, stage:Stage I, alive, 205 days
55.9
TCGA-UZ-A9PS-01A
0 years, female, black or african american, stage:Stage II, alive, 2167 days
55.8
TCGA-B3-3926-01A
0 years, female, white, stage:Stage I, alive, 883 days
55.8
TCGA-B1-7332-01A
0 years, female, black or african american, stage:Stage II, alive, 1141 days
55.6
TCGA-B9-5156-01A
0 years, male, white, stage:'--, alive, 1338 days
55.5
TCGA-UN-AAZ9-01A
0 years, female, black or african american, stage:Stage I, alive, 548 days
55.4
TCGA-SX-A7SM-01A
0 years, male, black or african american, stage:Stage IV, dead, 363 days
55.3
TCGA-GL-6846-01A
0 years, male, white, stage:Stage IV, alive, 5925 days
55.2
TCGA-A4-A5DU-01A
0 years, female, white, stage:Stage I, alive, 496 days
54.8
TCGA-AL-3473-01A
0 years, male, white, stage:Stage II, alive, 1906 days
54.8
TCGA-PJ-A5Z9-01A
0 years, female, white, stage:Stage I, alive, 540 days
54.7
TCGA-BQ-7061-01A
0 years, female, white, stage:Stage I, alive, 218 days
54.6
TCGA-B9-A5W9-01A
0 years, male, white, stage:Stage I, alive, 5 days
54.3
TCGA-B1-A47M-01A
0 years, male, black or african american, stage:Stage III, alive, 659 days
54.2
TCGA-B1-A657-01A
0 years, male, white, stage:Stage I, alive, 641 days
54.0
TCGA-2Z-A9JG-01A
0 years, male, white, stage:Stage I, alive, 1662 days
53.9
TCGA-AL-3467-01A
0 years, female, white, stage:'--, alive, 2135 days
53.7
TCGA-BQ-7048-01A
0 years, male, white, stage:Stage III, alive, 2839 days
53.6
TCGA-BQ-7046-01A
0 years, male, white, stage:Stage I, alive, 2948 days
53.5
TCGA-A4-8630-01A
0 years, female, white, stage:Stage I, alive, 436 days
53.4
TCGA-BQ-5875-01A
0 years, female, white, stage:Stage III, alive, 2639 days
53.2
TCGA-UZ-A9PZ-01A
0 years, male, white, stage:Stage III, alive, 657 days
53.2
TCGA-B9-A5W8-01A
0 years, male, black or african american, stage:Stage II, alive, 524 days
53.1
TCGA-2Z-A9J8-01A
0 years, male, white, stage:Stage I, alive, 2790 days
53.0
TCGA-KV-A6GD-01A
0 years, male, white, stage:Stage I, alive, 560 days
53.0
TCGA-SX-A7SQ-01A
0 years, male, white, stage:Stage I, alive, 1266 days
52.9
TCGA-B1-5398-01A
0 years, male, white, stage:Stage III, alive, 1251 days
52.6
TCGA-IZ-A6M9-01A
0 years, male, white, stage:Stage I, alive, 376 days
52.6
TCGA-5P-A9JZ-01A
0 years, female, white, stage:'--, alive, 2744 days
52.5
TCGA-4A-A93Y-01A
0 years, female, black or african american, stage:Stage II, alive, 352 days
52.4
TCGA-DW-7837-01A
0 years, male, black or african american, stage:Stage I, alive, 1142 days
52.0
TCGA-GL-A4EM-01A
0 years, male, white, stage:Stage I, alive, 32 days
52.0
TCGA-SX-A71W-01A
0 years, male, white, stage:Stage I, alive, 1076 days
51.8
TCGA-B9-A8YH-01A
0 years, male, black or african american, stage:Stage I, alive, 532 days
51.5
TCGA-B1-A654-01A
0 years, female, black or african american, stage:Stage I, alive, 616 days
51.5
TCGA-KV-A6GE-01A
0 years, male, white, stage:Stage I, alive, 885 days
51.4
TCGA-A4-A5XZ-01A
0 years, female, white, stage:Stage II, alive, 479 days
51.4
TCGA-A4-A57E-01A
0 years, male, white, stage:Stage IV, dead, 258 days
51.3
TCGA-2Z-A9J1-01A
0 years, male, white, stage:Stage I, alive, 2298 days
50.8
TCGA-EV-5903-01A
0 years, male, white, stage:Stage I, alive, 757 days
50.8
TCGA-2Z-A9J6-01A
0 years, male, white, stage:Stage I, alive, 1731 days
50.2
TCGA-SX-A7SR-01A
0 years, male, white, stage:Stage II, alive, 805 days
50.0
TCGA-DW-7841-01A
0 years, male, black or african american, stage:Stage I, alive, 445 days
50.0
TCGA-2Z-A9JL-01A
0 years, male, black or african american, stage:Stage I, alive, 1006 days
49.8
TCGA-2Z-A9JM-01A
0 years, male, white, stage:Stage I, alive, 934 days
49.6
TCGA-MH-A854-01A
0 years, female, black or african american, stage:Stage I, alive, 536 days
49.3
TCGA-IA-A83V-01A
0 years, male, white, stage:Stage I, dead, 2941 days
49.3
TCGA-SX-A7SN-01A
0 years, male, white, stage:Stage I, alive, 578 days
49.1
TCGA-AL-3468-01A
0 years, male, white, stage:Stage II, dead, 2331 days
48.6
TCGA-A4-7584-01A
0 years, male, black or african american, stage:Stage I, alive, 650 days
48.5
TCGA-SX-A7SP-01A
0 years, female, white, stage:Stage I, dead, 496 days
48.4
TCGA-UZ-A9PX-01A
0 years, male, white, stage:Stage I, alive, 1981 days
48.1
TCGA-GL-A59T-01A
0 years, male, white, stage:Stage I, alive, 546 days
47.5
TCGA-B9-4113-01A
0 years, male, black or african american, stage:Stage I, dead, 1536 days
47.5
TCGA-A4-7287-01A
0 years, female, white, stage:Stage I, dead, 597 days
47.5
TCGA-5P-A9KF-01A
0 years, male, white, stage:'--, alive, 845 days
47.2
TCGA-A4-A48D-01A
0 years, male, black or african american, stage:Stage I, alive, 379 days
46.8
TCGA-SX-A7SU-01A
0 years, male, stage:Stage I, alive, 1331 days
46.8
TCGA-BQ-5880-01A
0 years, male, white, stage:Stage III, dead, 1314 days
46.6
TCGA-A4-8516-01A
0 years, male, white, stage:Stage III, alive, 23 days
46.5
TCGA-SX-A7SL-01A
0 years, male, stage:Stage I, alive, 823 days
46.5
TCGA-IA-A83T-01A
0 years, male, white, stage:'--, dead, 2684 days
46.4
TCGA-A4-8517-01A
0 years, male, white, stage:Stage I, alive, 597 days
46.4
TCGA-G7-A8LC-01A
0 years, male, white, stage:Stage I, alive, 702 days
46.2
TCGA-2Z-A9JO-01A
0 years, female, black or african american, stage:Stage I, alive, 949 days
46.2
TCGA-GL-8500-01A
0 years, male, white, stage:Stage I, alive, 841 days
46.1
TCGA-2Z-A9JD-01A
0 years, male, white, stage:Stage I, alive, 1060 days
46.0
TCGA-SX-A71U-01A
0 years, male, white, stage:Stage I, alive, 1357 days
46.0
TCGA-A4-7585-01A
0 years, male, white, stage:Stage III, dead, 1070 days
45.9
TCGA-SX-A7SS-01A
0 years, male, white, stage:Stage I, alive, 1615 days
45.7
TCGA-B9-4114-01A
0 years, male, black or african american, stage:'--, alive, 857 days
45.2
TCGA-B9-4117-01A
0 years, female, black or african american, stage:'--, alive, 14 days
45.1
TCGA-2Z-A9JN-01A
0 years, female, black or african american, stage:Stage I, alive, 740 days
44.7
TCGA-2Z-A9J3-01A
0 years, male, white, stage:Stage II, dead, 1771 days
44.0
TCGA-UZ-A9PU-01A
0 years, male, white, stage:Stage I, dead, 933 days
43.5
TCGA-A4-8311-01A
0 years, male, white, stage:Stage I, alive, 729 days
43.0
TCGA-PJ-A5Z8-01A
0 years, female, white, stage:Stage I, alive, 600 days
42.9
TCGA-UZ-A9PM-01A
0 years, male, white, stage:Stage II, alive, 3811 days
42.8
TCGA-MH-A562-01A
0 years, male, black or african american, stage:Stage I, alive, 616 days
42.5
TCGA-V9-A7HT-01A
0 years, male, black or african american, stage:Stage II, alive, 965 days
42.2
TCGA-4A-A93W-01A
0 years, female, white, stage:Stage I, alive, 4 days
41.9
TCGA-5P-A9K3-01A
0 years, male, white, stage:'--, dead, 471 days
41.8
TCGA-UZ-A9Q0-01A
0 years, male, white, stage:Stage I, alive, 3368 days
41.6
TCGA-A4-7286-01A
0 years, male, white, stage:'--, alive, 554 days
41.5
TCGA-A4-7583-01A
0 years, male, black or african american, stage:Stage I, alive, 3 days
41.3
TCGA-5P-A9KH-01A
0 years, male, white, stage:'--, alive, 2051 days
41.3
TCGA-2Z-A9J2-01A
0 years, female, white, stage:Stage I, alive, 1795 days
41.1
TCGA-B9-A8YI-01A
0 years, male, black or african american, stage:Stage I, alive, 374 days
40.9
TCGA-BQ-7056-01A
0 years, female, white, stage:Stage III, alive, 612 days
40.5
TCGA-BQ-7060-01A
0 years, male, american indian or alaska native, stage:Stage I, alive, 214 days
40.4
TCGA-5P-A9K4-01A
0 years, male, white, stage:'--, alive, 2184 days
39.8
TCGA-A4-7732-01A
0 years, male, black or african american, stage:'--, alive, 582 days
39.8
TCGA-2Z-A9JE-01A
0 years, male, white, stage:Stage I, alive, 1728 days
39.8
TCGA-B3-4103-01A
0 years, male, white, stage:Stage I, alive, 930 days
39.5
TCGA-Y8-A898-01A
0 years, male, white, stage:Stage I, alive, 475 days
39.2
TCGA-A4-8518-01A
0 years, male, white, stage:Stage I, alive, 600 days
39.0
TCGA-UZ-A9PO-01A
0 years, male, white, stage:Stage I, alive, 1911 days
38.9
TCGA-2Z-A9J7-01A
0 years, male, white, stage:Stage IV, dead, 139 days
38.8
TCGA-HE-A5NI-01A
0 years, male, stage:Stage I, alive, 360 days
38.7
TCGA-B1-A47O-01A
0 years, female, white, stage:Stage I, alive, 842 days
38.5
TCGA-5P-A9KE-01A
0 years, male, white, stage:'--, alive, 824 days
38.4
TCGA-SX-A71R-01A
0 years, male, white, stage:Stage I, alive, 1457 days
38.4
TCGA-HE-A5NF-01A
0 years, male, stage:Stage I, alive, 2582 days
38.2
TCGA-AL-3472-01A
0 years, male, black or african american, stage:'--, alive, 2029 days
37.5
TCGA-AL-3471-01A
0 years, male, white, stage:Stage I, dead, 1500 days
37.5
TCGA-2Z-A9J5-01A
0 years, male, white, stage:Stage II, alive, 3050 days
37.3
TCGA-MH-A560-01A
0 years, male, white, stage:Stage I, alive, 924 days
37.3
TCGA-G7-A8LB-01A
0 years, male, white, stage:Stage IV, alive, 547 days
37.2
TCGA-P4-A5EA-01A
0 years, female, white, stage:Stage III, dead, 201 days
37.1
TCGA-G7-6797-01A
0 years, male, white, stage:Stage III, alive, 765 days
36.9
TCGA-MH-A856-01A
0 years, male, white, stage:Stage I, alive, 947 days
36.8
TCGA-P4-AAVM-01A
0 years, male, white, stage:Stage I, alive, 1539 days
36.6
TCGA-5P-A9K0-01A
0 years, male, white, stage:'--, alive, 677 days
36.3
TCGA-IA-A83S-01A
0 years, male, white, stage:'--, dead, 2609 days
36.2
TCGA-B1-A656-01A
0 years, male, white, stage:Stage I, alive, 618 days
36.0
TCGA-2K-A9WE-01A
0 years, male, white, stage:Stage II, alive, 214 days
35.8
TCGA-GL-A9DD-01A
0 years, male, white, stage:Stage I, alive, 341 days
35.8
TCGA-B9-4617-01A
0 years, male, black or african american, stage:'--, alive, 35 days
35.4
TCGA-IZ-A6M8-01A
0 years, male, black or african american, stage:Stage I, alive, 497 days
35.3
TCGA-5P-A9JW-01A
0 years, male, white, stage:'--, alive, 3241 days
34.9
TCGA-HE-A5NK-01A
0 years, male, stage:'--, alive, 2228 days
34.7
TCGA-IZ-8195-01A
0 years, male, white, stage:Stage II, alive, 677 days
34.3
TCGA-P4-AAVO-01A
0 years, male, white, stage:Stage I, alive, 2400 days
34.0
TCGA-B3-4104-01A
0 years, male, white, stage:Stage II, alive, 1049 days
33.9
TCGA-BQ-7044-01A
0 years, male, white, stage:Stage III, alive, 3760 days
33.9
TCGA-DW-5561-01A
0 years, male, black or african american, stage:Stage I, alive, 414 days
33.7
TCGA-HE-A5NL-01A
0 years, male, stage:Stage I, alive, 767 days
32.8
TCGA-5P-A9JY-01A
0 years, male, white, stage:'--, dead, 1508 days
30.4
TCGA-B9-4115-01A
0 years, male, black or african american, stage:Stage I, alive, 803 days
30.4
TCGA-BQ-5881-01A
0 years, male, white, stage:Stage I, alive, 1454 days
29.8
TCGA-2Z-A9JP-01A
0 years, male, white, stage:Stage I, alive, 893 days
28.4
TCGA-BQ-7058-01A
0 years, male, white, stage:Stage III, dead, 343 days
28.1
TCGA-B1-A47N-01A
0 years, male, white, stage:Stage I, alive, 1110 days
27.7
TCGA-2Z-A9JQ-01A
0 years, male, white, stage:Stage I, alive, 778 days
27.1
TCGA-4A-A93X-01A
0 years, male, white, stage:Stage IV, alive, 390 days
26.1
TCGA-2Z-A9JT-01A
0 years, male, white, stage:Stage I, alive, 684 days
25.5
TCGA-WN-AB4C-01A
0 years, female, white, stage:Stage I, alive, 1188 days
22.8
TCGA-BQ-5886-01A
0 years, male, white, stage:Stage III, alive, 792 days
17.2
TCGA-J7-A8I2-01A
0 years, male, asian, stage:Stage I, alive, 307 days
14.4
TCGA-5P-A9K2-01A
0 years, male, white, stage:'--, alive, 2392 days
11.1
Show allShow less
RENAL CELL CARCINOMA - Protein relative expression (CPTAC)
Number of samples
194
Samples
Sample ID
Sample type
nRPX
CPT0012550003
Tumor
0.8
CPT0001180009
Tumor
0.7
CPT0023350003
Tumor
0.6
CPT0081880003
Tumor
0.5
CPT0015730003
Tumor
0.5
CPT0011410003
Tumor
0.5
CPT0086820003
Tumor
0.5
CPT0025880003
Tumor
0.4
CPT0088550004
Tumor
0.4
CPT0010110003
Tumor
0.4
CPT0001540009
Tumor
0.4
CPT0071150004
Tumor
0.4
CPT0078990003
Tumor
0.4
CPT0065870003
Tumor
0.4
CPT0001340003
Tumor
0.4
CPT0085670003
Tumor
0.4
CPT0063630003
Tumor
0.4
CPT0002350011
Tumor
0.3
CPT0079270003
Tumor
0.3
CPT0021240003
Tumor
0.3
CPT0012370003
Tumor
0.3
CPT0012180003
Tumor
0.3
CPT0025050003
Tumor
0.3
CPT0000640003
Tumor
0.3
CPT0000870016
Tumor
0.3
CPT0065430003
Tumor
0.3
CPT0077110003
Tumor
0.3
CPT0011240003
Tumor
0.3
CPT0078800003
Tumor
0.3
CPT0077320001
Normal
0.3
CPT0025350003
Tumor
0.3
CPT0012280003
Tumor
0.3
CPT0075130003
Tumor
0.2
CPT0017410003
Tumor
0.2
CPT0079480003
Tumor
0.2
CPT0007320003
Tumor
0.2
CPT0009060003
Tumor
0.2
CPT0015810003
Tumor
0.2
CPT0086360003
Tumor
0.2
CPT0020120003
Tumor
0.2
CPT0012080003
Tumor
0.2
CPT0019990003
Tumor
0.2
CPT0001270001
Normal
0.2
CPT0078830003
Tumor
0.2
CPT0065810003
Tumor
0.2
CPT0006630003
Tumor
0.2
CPT0081990003
Tumor
0.2
CPT0075720003
Tumor
0.2
CPT0026410003
Tumor
0.2
CPT0075570001
Normal
0.2
CPT0025230003
Tumor
0.2
CPT0086950003
Tumor
0.2
CPT0079380003
Tumor
0.2
CPT0017850003
Tumor
0.2
CPT0079230003
Tumor
0.2
CPT0063640001
Normal
0.2
CPT0069160003
Tumor
0.2
CPT0088480003
Tumor
0.2
CPT0001260009
Tumor
0.2
CPT0079410003
Tumor
0.2
CPT0001190001
Normal
0.2
CPT0088900003
Tumor
0.1
CPT0084590001
Normal
0.1
CPT0007860003
Tumor
0.1
CPT0006900003
Tumor
0.1
CPT0025290003
Tumor
0.1
CPT0088760003
Tumor
0.1
CPT0077490003
Tumor
0.1
CPT0024680001
Normal
0.1
CPT0017450001
Normal
0.1
CPT0092190003
Normal
0.1
CPT0025170003
Tumor
0.1
CPT0069000003
Tumor
0.1
CPT0025110003
Tumor
0.1
CPT0086870003
Tumor
0.1
CPT0010120001
Normal
0.1
CPT0081600003
Tumor
0.1
CPT0092160003
Tumor
0.1
CPT0084560003
Tumor
0.1
CPT0075560003
Tumor
0.1
CPT0088630003
Tumor
0.1
CPT0010160003
Tumor
0.1
CPT0000780007
Tumor
0.1
CPT0075170001
Normal
0.1
CPT0082010001
Normal
0.1
CPT0086030003
Tumor
0.1
CPT0009080003
Normal
0.1
CPT0065820001
Normal
0.1
CPT0001220008
Tumor
0.0
CPT0018250001
Normal
0.0
CPT0009000003
Tumor
0.0
CPT0088570001
Normal
0.0
CPT0024670003
Tumor
0.0
CPT0006530001
Normal
0.0
CPT0025610001
Normal
0.0
CPT0079300001
Normal
0.0
CPT0014370004
Tumor
0.0
CPT0088920001
Normal
0.0
CPT0000890001
Normal
0.0
CPT0076330003
Tumor
0.0
CPT0089020003
Tumor
0.0
CPT0086970003
Normal
0.0
CPT0092290003
Tumor
0.0
CPT0086830003
Normal
0.0
CPT0079430001
Normal
0.0
CPT0087040003
Tumor
0.0
CPT0012640003
Normal
0.0
CPT0012920003
Normal
0.0
CPT0012770003
Normal
0.0
CPT0065930003
Tumor
0.0
CPT0012290003
Normal
0.0
CPT0019130003
Tumor
0.0
CPT0092730003
Tumor
0.0
CPT0007470001
Normal
0.0
CPT0001500009
Tumor
0.0
CPT0023360001
Normal
0.0
CPT0079000001
Normal
0.0
CPT0010170001
Normal
0.0
CPT0006730001
Normal
0.0
CPT0065750003
Tumor
0.0
CPT0014350001
Normal
0.0
CPT0012090003
Normal
0.0
CPT0089040001
Normal
0.0
CPT0013790003
Normal
0.0
CPT0086370003
Normal
0.0
CPT0025060001
Normal
0.0
CPT0078930003
Tumor
0.0
CPT0066470004
Tumor
0.0
CPT0012900004
Tumor
0.0
CPT0065690003
Tumor
0.0
CPT0001350001
Normal
0.0
CPT0076350001
Normal
0.0
CPT0077500001
Normal
0.0
CPT0069010001
Normal
0.0
CPT0078840001
Normal
0.0
CPT0088970003
Tumor
-0.1
CPT0006440003
Tumor
-0.1
CPT0092310003
Normal
-0.1
CPT0088710001
Normal
-0.1
CPT0000790001
Normal
-0.1
CPT0078530001
Normal
-0.1
CPT0077140001
Normal
-0.1
CPT0000660001
Normal
-0.1
CPT0001510001
Normal
-0.1
CPT0007870001
Normal
-0.1
CPT0092740003
Normal
-0.1
CPT0064400001
Normal
-0.1
CPT0087050003
Normal
-0.1
CPT0092800003
Normal
-0.1
CPT0009020003
Normal
-0.1
CPT0077310003
Tumor
-0.1
CPT0063330001
Normal
-0.1
CPT0014130001
Normal
-0.1
CPT0006950001
Normal
-0.1
CPT0088500001
Normal
-0.1
CPT0063320003
Tumor
-0.1
CPT0001550001
Normal
-0.1
CPT0002370001
Normal
-0.1
CPT0014450004
Tumor
-0.1
CPT0066480003
Tumor
-0.1
CPT0078940001
Normal
-0.1
CPT0012670003
Tumor
-0.1
CPT0020130001
Normal
-0.1
CPT0088780001
Normal
-0.1
CPT0081620001
Normal
-0.1
CPT0025580004
Tumor
-0.1
CPT0069190001
Normal
-0.1
CPT0078670001
Normal
-0.1
CPT0088690003
Tumor
-0.1
CPT0012570003
Normal
-0.1
CPT0066520001
Normal
-0.1
CPT0023710001
Normal
-0.1
CPT0086890003
Normal
-0.1
CPT0065450001
Normal
-0.1
CPT0079510001
Normal
-0.1
CPT0023690003
Tumor
-0.1
CPT0002270011
Tumor
-0.2
CPT0025920001
Normal
-0.2
CPT0079180003
Tumor
-0.2
CPT0078510003
Tumor
-0.2
CPT0001230001
Normal
-0.2
CPT0092790003
Tumor
-0.2
CPT0014470001
Normal
-0.2
CPT0064370003
Tumor
-0.2
CPT0026420001
Normal
-0.2
CPT0089480003
Normal
-0.2
CPT0078660003
Tumor
-0.2
CPT0088640003
Normal
-0.2
CPT0019160001
Normal
-0.2
CPT0066430001
Normal
-0.2
CPT0089460004
Tumor
-0.2
CPT0015910003
Tumor
-0.2
CPT0020020001
Normal
-0.3
CPT0014160003
Tumor
-0.3
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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.