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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.
QKI 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
11.6
Number of samples
64
Samples
Sample
Description
TPM
TCGA-KL-8333-01A
0 years, male, white, stage:Stage II, alive, 2991 days
38.9
TCGA-KN-8419-01A
0 years, male, black or african american, stage:Stage II, alive, 714 days
38.9
TCGA-KL-8344-01A
0 years, male, white, stage:Stage III, alive, 876 days
37.8
TCGA-KN-8424-01A
0 years, female, white, stage:Stage I, alive, 1983 days
33.1
TCGA-KN-8432-01A
0 years, female, white, stage:Stage II, alive, 76 days
30.4
TCGA-KL-8329-01A
0 years, female, asian, stage:Stage I, alive, 2752 days
28.8
TCGA-KL-8323-01A
0 years, female, white, stage:Stage III, dead, 1158 days
28.5
TCGA-KN-8427-01A
0 years, male, white, stage:Stage IV, alive, 30 days
28.1
TCGA-KN-8436-01A
0 years, male, white, stage:Stage II, alive, 1288 days
28.1
TCGA-KM-8440-01A
0 years, male, black or african american, stage:Stage III, alive, 1366 days
25.3
TCGA-KN-8429-01A
0 years, female, white, stage:Stage III, alive, 2650 days
24.6
TCGA-KN-8423-01A
0 years, male, white, stage:Stage I, alive, 788 days
24.0
TCGA-KL-8343-01A
0 years, male, white, stage:Stage III, dead, 2172 days
22.2
TCGA-KM-8441-01A
0 years, female, white, stage:Stage I, alive, 876 days
21.6
TCGA-KM-8639-01A
0 years, male, white, stage:Stage I, alive, 953 days
21.6
TCGA-KL-8336-01A
0 years, female, white, stage:Stage IV, dead, 920 days
18.2
TCGA-KN-8437-01A
0 years, female, white, stage:Stage I, alive, 3068 days
17.1
TCGA-KN-8434-01A
0 years, female, white, stage:Stage II, alive, 1797 days
17.0
TCGA-KM-8442-01A
0 years, male, stage:Stage II, alive, 1437 days
14.7
TCGA-KN-8435-01A
0 years, male, white, stage:Stage II, alive, 3498 days
14.0
TCGA-KO-8406-01A
0 years, female, white, stage:Stage I, alive, 3145 days
13.8
TCGA-KL-8341-01A
0 years, male, asian, stage:Stage IV, dead, 754 days
13.5
TCGA-KL-8325-01A
0 years, female, white, stage:Stage II, dead, 725 days
12.8
TCGA-KL-8345-01A
0 years, male, white, stage:Stage III, alive, 1665 days
11.6
TCGA-KL-8339-01A
0 years, male, white, stage:Stage IV, dead, 855 days
10.7
TCGA-KO-8410-01A
0 years, female, white, stage:Stage I, alive, 3136 days
9.9
TCGA-KN-8425-01A
0 years, male, white, stage:Stage I, alive, 3179 days
9.8
TCGA-KL-8330-01A
0 years, female, black or african american, stage:Stage II, alive, 3304 days
9.6
TCGA-KO-8404-01A
0 years, male, white, stage:Stage IV, dead, 325 days
9.6
TCGA-KL-8331-01A
0 years, female, white, stage:Stage II, alive, 3010 days
8.4
TCGA-KO-8417-01A
0 years, female, white, stage:Stage I, alive, 2815 days
8.1
TCGA-KO-8413-01A
0 years, male, white, stage:Stage I, alive, 3038 days
7.8
TCGA-KL-8332-01A
0 years, male, white, stage:Stage I, alive, 2582 days
7.5
TCGA-KM-8443-01A
0 years, male, white, stage:Stage II, alive, 1520 days
6.1
TCGA-KN-8418-01A
0 years, female, white, stage:Stage II, alive, 3935 days
5.9
TCGA-KL-8340-01A
0 years, male, white, stage:Stage II, alive, 2024 days
5.7
TCGA-KM-8477-01A
0 years, male, white, stage:Stage I, alive, 1553 days
5.6
TCGA-KL-8335-01A
0 years, male, white, stage:Stage III, alive, 2815 days
5.3
TCGA-KM-8439-01A
0 years, male, white, stage:Stage I, alive, 708 days
5.1
TCGA-KL-8334-01A
0 years, female, white, stage:Stage III, alive, 2949 days
4.8
TCGA-KO-8407-01A
0 years, male, white, stage:Stage II, alive, 2820 days
4.7
TCGA-KO-8405-01A
0 years, male, white, stage:Stage III, alive, 3056 days
4.5
TCGA-KO-8416-01A
0 years, male, white, stage:Stage III, alive, 2752 days
4.2
TCGA-KN-8433-01A
0 years, female, white, stage:Stage III, alive, 341 days
4.2
TCGA-KM-8438-01A
0 years, female, white, stage:Stage II, alive, 4622 days
4.1
TCGA-KN-8426-01A
0 years, male, white, stage:Stage IV, alive, 108 days
3.9
TCGA-KN-8431-01A
0 years, female, stage:Stage II, alive, 588 days
3.8
TCGA-KL-8326-01A
0 years, male, white, stage:Stage III, alive, 3322 days
3.5
TCGA-KL-8337-01A
0 years, male, black or african american, stage:Stage II, alive, 1364 days
3.3
TCGA-KO-8403-01A
0 years, male, white, stage:Stage I, alive, 3208 days
3.2
TCGA-KL-8342-01A
0 years, female, white, stage:Stage II, alive, 2248 days
2.6
TCGA-KL-8327-01A
0 years, female, white, stage:Stage I, alive, 4169 days
2.6
TCGA-KO-8411-01A
0 years, male, white, stage:Stage I, alive, 3958 days
2.1
TCGA-KL-8324-01A
0 years, female, white, stage:Stage II, alive, 4676 days
1.9
TCGA-KO-8408-01A
0 years, male, white, stage:Stage III, dead, 507 days
1.9
TCGA-KO-8409-01A
0 years, male, white, stage:Stage II, alive, 3180 days
1.8
TCGA-KO-8415-01A
0 years, female, white, stage:Stage I, alive, 2939 days
1.7
TCGA-KL-8338-01A
0 years, male, white, stage:Stage III, alive, 2633 days
1.7
TCGA-KN-8421-01A
0 years, female, white, stage:Stage II, alive, 2674 days
1.7
TCGA-KO-8414-01A
0 years, female, white, stage:Stage II, alive, 3212 days
1.7
TCGA-KL-8328-01A
0 years, male, white, stage:Stage II, alive, 3127 days
1.3
TCGA-KL-8346-01A
0 years, male, white, stage:Stage II, alive, 1897 days
1.0
TCGA-KM-8476-01A
0 years, male, white, stage:Stage I, alive, 3745 days
0.6
TCGA-KN-8428-01A
0 years, male, white, stage:Stage II, dead, 1590 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.
QKI is potential prognostic, high expression is favorable in Kidney Renal Clear Cell Carcinoma (TCGA)
Stage:
Survival analysis
Current cut offi
Current cut-off shows the cut-off (FPKM) currently selected. It may be changed manually. When the current cut-off is changed, the vertical dashed line indicating cut-off, the interactive survival scatter plot and the Kaplan-Meier curve will be automatically adjusted to show results accordingly.
:
Best expression cut offi
Based on the FPKM value of each gene, patients were classified into two groups and association between prognosis (survival) and gene expression (FPKM) was examined. The best expression cut-off refers the FPKM value that yields maximal difference with regard to survival between the two groups at the lowest log-rank P-value. Best expression cut-off was selected based on survival analysis .
When clicking on this number, the vertical dashed line indicating cut-off, the interactive survival plot, and the Kaplan-Meier curve will be adjusted to show results based on the best expression cut-off.
Median expression refers to the median FPKM value calculated based on the gene expression (FPKM) data from all patients in this dataset. When clicking on this number, the vertical dashed line indicating cut-off, the interactive survival plot, and the Kaplan-Meier curve will be adjusted to show results based on the median expression.
Median follow up time refers to the median time (years) after diagnosis with this type of cancer, based on clinical data from all patients in this dataset.
: N/A
P scorei
Log-rank P value for Kaplan-Meier plot showing results from analysis of correlation between mRNA expression level and patient survival.
N/A
5-year survival highi
5-year survival for patients with higher expression than the expression cutoff.
For melanoma and glioma, 3-year survival is shown.
N/A
5-year survival lowi
5-year survival for patients with lower expression than the expression cutoff.
For melanoma and glioma, 3-year survival is shown.
N/A
TCGA RNA samplesi
RNA-seq data is reported as average FPKM (number Fragments Per Kilobase of exon per Million reads), generated by the The Cancer Genome Atlas (TCGA) .
Normal distribution across the dataset is visualized with box plots, shown as median and 25th and 75th percentiles. Points are displayed as outliers if they are above or below 1.5 times the interquartile range. FPKM values of the individual samples are presented next to the box plot.
Average TPM
27.6
Number of samples
521
Samples
Sample
Description
TPM
TCGA-B2-5633-01A
0 years, male, white, stage:Stage I, alive, 963 days
94.7
TCGA-CJ-4905-01A
0 years, female, white, stage:Stage I, alive, 1496 days
89.9
TCGA-CW-6088-01A
0 years, male, white, stage:Stage I, alive, 3222 days
81.9
TCGA-A3-3376-01A
0 years, male, black or african american, stage:Stage I, dead, 1696 days
81.0
TCGA-B2-5635-01A
0 years, male, white, stage:Stage I, alive, 755 days
80.1
TCGA-BP-4354-01A
0 years, male, white, stage:Stage IV, dead, 1034 days
79.7
TCGA-CZ-5989-01A
0 years, male, white, stage:Stage II, alive, 1905 days
78.8
TCGA-B2-5636-01A
0 years, male, white, stage:Stage I, alive, 919 days
76.6
TCGA-BP-4970-01A
0 years, male, asian, stage:Stage III, alive, 433 days
74.6
TCGA-BP-4991-01A
0 years, male, white, stage:Stage I, alive, 1413 days
72.3
TCGA-CZ-5986-01A
0 years, male, white, stage:Stage I, alive, 373 days
71.8
TCGA-CJ-4904-01A
0 years, female, white, stage:Stage IV, alive, 3302 days
71.2
TCGA-CW-6097-01A
0 years, male, white, stage:Stage III, dead, 571 days
70.7
TCGA-BP-5189-01A
0 years, male, white, stage:Stage I, dead, 822 days
69.9
TCGA-B8-5164-01A
0 years, male, white, stage:Stage III, alive, 26 days
69.2
TCGA-B8-5165-01A
0 years, male, white, stage:Stage I, alive, 737 days
69.1
TCGA-CW-6087-01A
0 years, male, white, stage:Stage IV, dead, 41 days
68.7
TCGA-BP-4999-01A
0 years, male, white, stage:Stage I, alive, 1266 days
68.2
TCGA-BP-4965-01A
0 years, male, white, stage:Stage I, alive, 1871 days
68.0
TCGA-BP-4982-01A
0 years, male, white, stage:Stage I, alive, 1014 days
67.7
TCGA-B0-5709-01A
0 years, female, white, stage:Stage III, alive, 3974 days
66.8
TCGA-B4-5832-01A
0 years, male, white, stage:Stage III, alive, 155 days
66.6
TCGA-EU-5906-01A
0 years, male, white, stage:Stage I, alive, 206 days
66.4
TCGA-CW-6093-01A
0 years, male, white, stage:Stage I, alive, 3146 days
65.2
TCGA-CW-5580-01A
0 years, female, white, stage:Stage IV, dead, 1964 days
64.5
TCGA-BP-4961-01A
0 years, male, white, stage:Stage I, alive, 1935 days
64.2
TCGA-BP-4976-01A
0 years, male, white, stage:Stage I, alive, 1632 days
63.6
TCGA-BP-4986-01A
0 years, male, white, stage:Stage I, alive, 785 days
63.3
TCGA-B8-5163-01A
0 years, female, white, stage:Stage III, alive, 822 days
63.1
TCGA-CW-5583-01A
0 years, female, white, stage:Stage I, alive, 2489 days
62.4
TCGA-BP-4972-01A
0 years, female, white, stage:Stage III, alive, 1502 days
62.3
TCGA-CZ-5455-01A
0 years, male, white, stage:Stage IV, dead, 561 days
62.2
TCGA-BP-4789-01A
0 years, male, white, stage:Stage I, alive, 1489 days
61.8
TCGA-B0-5691-01A
0 years, female, white, stage:Stage I, alive, 3431 days
61.3
TCGA-CZ-5461-01A
0 years, male, white, stage:Stage IV, dead, 330 days
61.0
TCGA-A3-3323-01A
0 years, male, white, stage:Stage I, alive, 1106 days
60.1
TCGA-CJ-4908-01A
0 years, male, white, stage:Stage I, alive, 1531 days
58.9
TCGA-B4-5844-01A
0 years, female, white, stage:Stage II, alive, 7 days
58.9
TCGA-A3-3378-01A
0 years, male, white, stage:Stage I, alive, 630 days
58.5
TCGA-B8-5549-01A
0 years, male, white, stage:Stage I, alive, 194 days
58.4
TCGA-CJ-4918-01A
0 years, male, white, stage:Stage IV, dead, 93 days
58.0
TCGA-CZ-4861-01A
0 years, male, white, stage:Stage II, dead, 446 days
58.0
TCGA-BP-4170-01A
0 years, female, white, stage:Stage I, dead, 2343 days
57.1
TCGA-A3-3351-01A
0 years, male, white, stage:Stage II, alive, 910 days
56.6
TCGA-B0-4690-01A
0 years, male, white, stage:Stage IV, dead, 43 days
56.3
TCGA-BP-5200-01A
0 years, male, white, stage:Stage II, alive, 1063 days
56.3
TCGA-BP-4169-01A
0 years, female, white, stage:Stage II, dead, 701 days
56.3
TCGA-B0-5690-01A
0 years, female, white, stage:Stage I, alive, 3392 days
55.6
TCGA-BP-4766-01A
0 years, female, white, stage:Stage I, alive, 1462 days
55.3
TCGA-BP-4762-01A
0 years, male, white, stage:Stage I, dead, 1343 days
55.2
TCGA-A3-3372-01A
0 years, male, white, stage:Stage III, alive, 735 days
55.1
TCGA-B8-5545-01A
0 years, male, black or african american, stage:Stage I, alive, 1525 days
55.0
TCGA-GK-A6C7-01A
0 years, female, black or african american, stage:Stage I, alive, 61 days
54.9
TCGA-BP-5194-01A
0 years, male, white, stage:Stage I, alive, 408 days
54.7
TCGA-A3-3373-01A
0 years, female, white, stage:Stage I, alive, 1621 days
54.2
TCGA-B8-5553-01A
0 years, female, white, stage:Stage I, alive, 435 days
53.4
TCGA-B0-4703-01A
0 years, male, white, stage:Stage IV, dead, 182 days
53.2
TCGA-A3-3311-01A
0 years, male, stage:Stage I, dead, 1191 days
53.1
TCGA-BP-4975-01A
0 years, male, white, stage:Stage I, alive, 1433 days
52.5
TCGA-CJ-4899-01A
0 years, male, asian, stage:Stage I, alive, 1528 days
52.1
TCGA-CZ-4862-01A
0 years, male, white, stage:Stage I, alive, 3271 days
52.0
TCGA-B0-5097-01A
0 years, female, white, stage:Stage III, alive, 665 days
51.8
TCGA-A3-3347-01A
0 years, female, white, stage:Stage III, dead, 1610 days
51.6
TCGA-A3-3387-01A
0 years, male, white, stage:Stage I, alive, 617 days
51.6
TCGA-A3-3331-01A
0 years, female, white, stage:Stage I, alive, 1257 days
51.6
TCGA-B0-5113-01A
0 years, female, white, stage:Stage III, alive, 1175 days
50.7
TCGA-AK-3428-01A
0 years, male, white, stage:Stage III, alive, 3728 days
50.2
TCGA-B2-4102-01A
0 years, male, white, stage:Stage I, alive, 952 days
50.2
TCGA-B0-5710-01A
0 years, male, white, stage:Stage I, alive, 2430 days
50.0
TCGA-BP-4330-01A
0 years, female, black or african american, stage:Stage III, alive, 1888 days
49.5
TCGA-BP-4998-01A
0 years, male, asian, stage:Stage I, alive, 932 days
49.4
TCGA-BP-5187-01A
0 years, male, white, stage:Stage I, alive, 406 days
49.2
TCGA-CJ-4907-01A
0 years, male, white, stage:Stage III, alive, 1499 days
49.1
TCGA-BP-4807-01A
0 years, male, white, stage:Stage I, alive, 211 days
48.7
TCGA-BP-5008-01A
0 years, male, white, stage:Stage I, alive, 1071 days
48.4
TCGA-A3-3370-01A
0 years, female, white, stage:Stage I, alive, 2274 days
48.4
TCGA-B8-5159-01A
0 years, female, white, stage:Stage I, alive, 722 days
48.4
TCGA-B4-5378-01A
0 years, male, white, stage:Stage I, alive, 175 days
48.3
TCGA-CW-5587-01A
0 years, female, white, stage:Stage III, alive, 2226 days
47.6
TCGA-CJ-4643-01A
0 years, female, white, stage:Stage II, alive, 1793 days
47.4
TCGA-B8-5550-01A
0 years, male, white, stage:Stage III, alive, 1476 days
47.3
TCGA-B0-5110-01A
0 years, female, white, stage:Stage I, alive, 2009 days
47.2
TCGA-CW-5588-01A
0 years, female, white, stage:Stage I, alive, 2017 days
47.0
TCGA-CJ-4920-01A
0 years, female, white, stage:Stage I, dead, 139 days
46.8
TCGA-BP-5182-01A
0 years, male, white, stage:Stage I, alive, 1165 days
46.4
TCGA-A3-A6NN-01A
0 years, male, black or african american, stage:Stage I, alive, 3 days
46.3
TCGA-CJ-5681-01A
0 years, female, white, stage:Stage IV, dead, 552 days
46.2
TCGA-BP-4353-01A
0 years, male, white, stage:Stage I, dead, 375 days
45.8
TCGA-A3-3382-01A
0 years, male, white, stage:Stage I, alive, 574 days
45.7
TCGA-CW-5581-01A
0 years, male, white, stage:Stage I, alive, 2799 days
45.6
TCGA-B8-5551-01A
0 years, female, black or african american, stage:Stage I, alive, 16 days
45.4
TCGA-BP-5195-01A
0 years, male, white, stage:Stage I, alive, 749 days
45.4
TCGA-B8-5158-01A
0 years, male, white, stage:Stage III, alive, 1218 days
45.4
TCGA-B0-5711-01A
0 years, male, white, stage:Stage III, alive, 3989 days
45.1
TCGA-BP-5004-01A
0 years, male, white, stage:Stage I, alive, 1126 days
45.1
TCGA-B4-5836-01A
0 years, female, white, stage:Stage I, alive, 141 days
45.1
TCGA-A3-3322-01A
0 years, male, white, stage:Stage I, alive, 1478 days
45.0
TCGA-DV-5567-01A
0 years, female, black or african american, stage:Stage I, alive, 2004 days
44.9
TCGA-CW-5591-01A
0 years, male, white, stage:Stage IV, alive, 2271 days
44.8
TCGA-CZ-5463-01A
0 years, male, white, stage:Stage II, alive, 662 days
44.6
TCGA-B4-5834-01A
0 years, male, white, stage:Stage I, alive, 38 days
44.2
TCGA-A3-3308-01A
0 years, female, white, stage:Stage III, alive, 16 days
43.8
TCGA-BP-4344-01A
0 years, female, white, stage:Stage I, alive, 1666 days
43.8
TCGA-B0-4846-01A
0 years, male, white, stage:Stage IV, dead, 1200 days
43.8
TCGA-BP-4801-01A
0 years, male, white, stage:Stage I, alive, 1124 days
42.7
TCGA-BP-4803-01A
0 years, male, white, stage:Stage III, alive, 204 days
42.6
TCGA-BP-4347-01A
0 years, male, white, stage:Stage III, alive, 1367 days
42.6
TCGA-CJ-4639-01A
0 years, female, white, stage:Stage II, alive, 3229 days
42.6
TCGA-B2-A4SR-01A
0 years, male, black or african american, stage:Stage II, alive, 507 days
42.5
TCGA-CZ-5456-01A
0 years, male, white, stage:Stage II, alive, 2422 days
42.2
TCGA-A3-3320-01A
0 years, female, white, stage:Stage I, alive, 1508 days
42.2
TCGA-BP-4173-01A
0 years, male, white, stage:Stage II, alive, 1893 days
42.1
TCGA-CZ-5982-01A
0 years, female, white, stage:Stage I, alive, 2439 days
42.0
TCGA-BP-5202-01A
0 years, male, white, stage:Stage III, alive, 29 days
42.0
TCGA-B2-3924-01A
0 years, male, white, stage:Stage I, alive, 1092 days
41.7
TCGA-A3-3349-01A
0 years, female, white, stage:Stage I, alive, 1385 days
41.3
TCGA-BP-4795-01A
0 years, female, white, stage:Stage I, alive, 620 days
41.3
TCGA-B8-4622-01A
0 years, male, white, stage:Stage IV, alive, 1525 days
41.2
TCGA-BP-4790-01A
0 years, male, white, stage:Stage I, dead, 1111 days
40.8
TCGA-A3-3317-01A
0 years, male, stage:Stage II, alive, 1491 days
40.4
TCGA-B4-5377-01A
0 years, female, white, stage:Stage IV, alive, 365 days
40.1
TCGA-B0-5693-01A
0 years, female, white, stage:Stage I, alive, 4074 days
40.0
TCGA-BP-4768-01A
0 years, female, white, stage:Stage I, alive, 400 days
40.0
TCGA-BP-5198-01A
0 years, male, white, stage:Stage III, alive, 603 days
40.0
TCGA-BP-4163-01A
0 years, female, white, stage:Stage III, alive, 2839 days
39.9
TCGA-CJ-4634-01A
0 years, female, white, stage:Stage I, alive, 3498 days
39.4
TCGA-CJ-4903-01A
0 years, male, white, stage:Stage I, alive, 1560 days
39.3
TCGA-CZ-4864-01A
0 years, male, white, stage:Stage II, dead, 1315 days
39.3
TCGA-BP-4987-01A
0 years, female, asian, stage:Stage I, alive, 1124 days
39.3
TCGA-BP-4343-01A
0 years, male, white, stage:Stage III, dead, 1912 days
39.3
TCGA-CW-5584-01A
0 years, male, white, stage:Stage III, dead, 164 days
39.0
TCGA-BP-4973-01A
0 years, male, white, stage:Stage III, alive, 1384 days
38.8
TCGA-B0-5699-01A
0 years, male, white, stage:Stage I, alive, 3841 days
38.8
TCGA-BP-4974-01A
0 years, male, white, stage:Stage IV, dead, 211 days
38.6
TCGA-BP-4162-01A
0 years, female, white, stage:Stage I, alive, 3074 days
38.4
TCGA-B2-4101-01A
0 years, male, white, stage:Stage II, alive, 648 days
38.0
TCGA-CJ-4644-01A
0 years, female, white, stage:Stage IV, dead, 336 days
38.0
TCGA-CZ-4856-01A
0 years, female, white, stage:Stage I, alive, 18 days
37.9
TCGA-BP-4963-01A
0 years, male, white, stage:Stage I, alive, 1834 days
37.8
TCGA-BP-4326-01A
0 years, female, white, stage:Stage I, dead, 1625 days
37.6
TCGA-B8-A54F-01A
0 years, female, black or african american, stage:Stage I, alive, 519 days
37.6
TCGA-CZ-4863-01A
0 years, female, white, stage:Stage III, alive, 1928 days
37.5
TCGA-CZ-5985-01A
0 years, male, white, stage:Stage II, alive, 1997 days
37.4
TCGA-CZ-4857-01A
0 years, male, white, stage:Stage IV, dead, 1432 days
37.4
TCGA-BP-4995-01A
0 years, male, white, stage:Stage I, alive, 1371 days
37.0
TCGA-A3-3367-01A
0 years, male, white, stage:Stage I, alive, 2270 days
36.7
TCGA-B2-5641-01A
0 years, male, white, stage:Stage I, alive, 656 days
36.7
TCGA-EU-5904-01A
0 years, female, white, stage:Stage I, alive, 551 days
36.5
TCGA-CZ-5451-01A
0 years, male, white, stage:Stage II, alive, 1929 days
36.5
TCGA-BP-4782-01A
0 years, female, white, stage:Stage I, alive, 354 days
36.2
TCGA-B0-5096-01A
0 years, female, white, stage:Stage III, dead, 68 days
35.9
TCGA-CJ-5686-01A
0 years, female, white, stage:Stage I, alive, 2038 days
35.6
TCGA-CJ-4894-01A
0 years, male, white, stage:Stage III, dead, 841 days
35.4
TCGA-CZ-5988-01A
0 years, male, white, stage:Stage I, alive, 693 days
35.4
TCGA-BP-4775-01A
0 years, female, white, stage:Stage I, alive, 1843 days
35.2
TCGA-CJ-5671-01A
0 years, male, white, stage:Stage I, alive, 3987 days
35.2
TCGA-B0-5713-01A
0 years, female, white, stage:Stage III, alive, 2782 days
34.8
TCGA-CZ-5467-01A
0 years, female, white, stage:Stage III, dead, 73 days
34.7
TCGA-BP-4161-01A
0 years, male, white, stage:Stage I, alive, 2746 days
34.5
TCGA-B0-5095-01A
0 years, male, white, stage:Stage III, dead, 245 days
34.5
TCGA-B8-4148-01A
0 years, female, white, stage:Stage I, alive, 1520 days
34.3
TCGA-A3-3324-01A
0 years, male, white, stage:Stage I, alive, 1186 days
34.3
TCGA-A3-A6NL-01A
0 years, female, black or african american, stage:Stage I, alive, 689 days
34.2
TCGA-B8-A8YJ-01A
0 years, female, black or african american, stage:Stage I, alive, 431 days
33.9
TCGA-BP-4340-01A
0 years, female, white, stage:Stage I, dead, 562 days
33.9
TCGA-B0-4710-01A
0 years, female, white, stage:Stage III, alive, 1755 days
33.8
TCGA-A3-3359-01A
0 years, female, white, stage:Stage I, alive, 2504 days
33.7
TCGA-CZ-5454-01A
0 years, male, white, stage:Stage IV, dead, 722 days
33.6
TCGA-B0-5120-01A
0 years, female, white, stage:Stage I, alive, 1169 days
33.4
TCGA-BP-4166-01A
0 years, male, white, stage:Stage III, alive, 13 days
33.2
TCGA-BP-4798-01A
0 years, male, white, stage:'--, dead, 334 days
33.2
TCGA-B0-5108-01A
0 years, male, white, stage:Stage III, alive, 1782 days
33.1
TCGA-AS-3778-01A
0 years, male, white, stage:Stage I, alive, 43 days
33.0
TCGA-BP-4174-01A
0 years, male, white, stage:Stage II, alive, 1879 days
33.0
TCGA-BP-4342-01A
0 years, male, white, stage:Stage II, dead, 2256 days
32.8
TCGA-A3-3326-01A
0 years, male, white, stage:Stage I, alive, 1137 days
32.8
TCGA-BP-4967-01A
0 years, male, white, stage:Stage III, alive, 205 days
32.7
TCGA-BP-4763-01A
0 years, female, white, stage:Stage I, dead, 1270 days
32.7
TCGA-CZ-4860-01A
0 years, male, white, stage:Stage IV, dead, 206 days
32.5
TCGA-BP-4338-01A
0 years, male, white, stage:Stage I, alive, 2859 days
32.4
TCGA-T7-A92I-01A
0 years, female, black or african american, stage:Stage I, alive, 356 days
32.1
TCGA-A3-A8CQ-01A
0 years, female, black or african american, stage:Stage I, alive, 3 days
32.1
TCGA-BP-4797-01A
0 years, male, white, stage:Stage III, alive, 1107 days
32.0
TCGA-BP-5192-01A
0 years, male, white, stage:Stage I, alive, 714 days
31.9
TCGA-CJ-4874-01A
0 years, female, white, stage:Stage I, alive, 2283 days
31.9
TCGA-AK-3431-01A
0 years, female, white, stage:Stage II, dead, 2241 days
31.9
TCGA-BP-5186-01A
0 years, female, white, stage:Stage I, alive, 693 days
31.8
TCGA-B0-5812-01A
0 years, male, white, stage:Stage I, alive, 3834 days
31.7
TCGA-B0-5119-01A
0 years, female, white, stage:Stage I, alive, 1552 days
31.6
TCGA-CJ-4886-01A
0 years, female, white, stage:Stage I, alive, 1952 days
31.4
TCGA-BP-5173-01A
0 years, male, white, stage:Stage I, dead, 62 days
31.3
TCGA-B0-5705-01A
0 years, female, white, stage:Stage I, alive, 4537 days
31.2
TCGA-BP-4781-01A
0 years, male, white, stage:Stage I, alive, 2080 days
31.2
TCGA-A3-3358-01A
0 years, female, white, stage:Stage I, alive, 1307 days
31.1
TCGA-B0-4823-01A
0 years, male, white, stage:Stage I, dead, 454 days
31.0
TCGA-B8-5546-01A
0 years, female, black or african american, stage:Stage I, alive, 505 days
30.9
TCGA-CJ-6030-01A
0 years, male, white, stage:Stage I, dead, 2299 days
30.7
TCGA-BP-4977-01A
0 years, male, white, stage:Stage I, alive, 454 days
30.7
TCGA-B0-4945-01A
0 years, female, white, stage:Stage I, dead, 2145 days
30.7
TCGA-DV-5574-01A
0 years, male, white, stage:Stage I, alive, 2016 days
30.6
TCGA-BP-4959-01A
0 years, male, white, stage:Stage I, alive, 2660 days
30.6
TCGA-A3-3357-01A
0 years, male, white, stage:Stage II, alive, 2688 days
30.6
TCGA-CJ-4889-01A
0 years, female, white, stage:Stage I, alive, 1946 days
30.5
TCGA-A3-A8OW-01A
0 years, male, black or african american, stage:Stage III, alive, 323 days
30.3
TCGA-CJ-4897-01A
0 years, female, white, stage:Stage III, alive, 3341 days
30.3
TCGA-B0-4827-01A
0 years, female, white, stage:Stage III, dead, 885 days
30.2
TCGA-B0-5695-01A
0 years, female, white, stage:Stage I, alive, 2150 days
30.1
TCGA-B2-5639-01A
0 years, male, white, stage:Stage IV, dead, 1003 days
30.1
TCGA-CW-5589-01A
0 years, male, white, stage:Stage I, alive, 2378 days
30.1
TCGA-B4-5843-01A
0 years, male, white, stage:Stage I, alive, 11 days
30.0
TCGA-B0-4816-01A
0 years, male, white, stage:Stage II, dead, 1371 days
30.0
TCGA-CJ-5680-01A
0 years, female, white, stage:Stage IV, dead, 768 days
29.8
TCGA-B0-5080-01A
0 years, male, white, stage:Stage IV, dead, 342 days
29.6
TCGA-A3-3365-01A
0 years, male, white, stage:Stage I, alive, 873 days
29.4
TCGA-DV-5569-01A
0 years, female, white, stage:Stage I, alive, 355 days
29.3
TCGA-CZ-5458-01A
0 years, male, white, stage:Stage III, alive, 2789 days
29.2
TCGA-BP-4176-01A
0 years, male, white, stage:Stage I, alive, 1955 days
29.0
TCGA-A3-3362-01A
0 years, female, white, stage:Stage I, alive, 1559 days
29.0
TCGA-DV-5576-01A
0 years, female, black or african american, stage:Stage I, dead, 727 days
29.0
TCGA-BP-4765-01A
0 years, male, white, stage:Stage I, alive, 2184 days
28.9
TCGA-BP-4769-01A
0 years, male, white, stage:Stage I, alive, 1876 days
28.8
TCGA-B8-4619-01A
0 years, male, white, stage:Stage I, alive, 523 days
28.7
TCGA-BP-4771-01A
0 years, male, white, stage:Stage IV, dead, 162 days
28.5
TCGA-A3-3385-01A
0 years, female, white, stage:Stage I, alive, 1993 days
28.3
TCGA-CZ-4859-01A
0 years, female, white, stage:Stage I, alive, 1787 days
28.3
TCGA-CJ-4868-01A
0 years, male, white, stage:Stage IV, dead, 646 days
28.1
TCGA-BP-4760-01A
0 years, male, black or african american, stage:Stage I, alive, 2361 days
28.0
TCGA-BP-4160-01A
0 years, male, white, stage:Stage III, alive, 2881 days
27.9
TCGA-A3-3329-01A
0 years, male, white, stage:Stage I, alive, 1624 days
27.7
TCGA-CJ-4641-01A
0 years, female, white, stage:Stage IV, dead, 1661 days
27.7
TCGA-B0-4688-01A
0 years, male, white, stage:Stage IV, dead, 101 days
27.5
TCGA-BP-4331-01A
0 years, male, white, stage:Stage I, dead, 2454 days
27.4
TCGA-B8-4620-01A
0 years, female, white, stage:Stage III, alive, 777 days
27.3
TCGA-BP-4983-01A
0 years, female, asian, stage:Stage III, alive, 1413 days
27.1
TCGA-A3-3343-01A
0 years, male, white, stage:Stage II, alive, 945 days
27.1
TCGA-CJ-4890-01A
0 years, male, white, stage:Stage IV, alive, 3519 days
26.9
TCGA-A3-A6NJ-01A
0 years, female, black or african american, stage:Stage I, alive, 468 days
26.8
TCGA-BP-5183-01A
0 years, male, white, stage:Stage III, alive, 1291 days
26.5
TCGA-A3-3307-01A
0 years, male, stage:Stage III, alive, 1436 days
26.5
TCGA-BP-4787-01A
0 years, female, white, stage:Stage IV, dead, 480 days
26.4
TCGA-CJ-4635-01A
0 years, male, white, stage:Stage I, alive, 1416 days
26.4
TCGA-B0-5075-01A
0 years, female, white, stage:Stage III, dead, 637 days
26.0
TCGA-CJ-4893-01A
0 years, female, white, stage:Stage I, alive, 750 days
25.9
TCGA-BP-5181-01A
0 years, female, white, stage:Stage I, alive, 1495 days
25.9
TCGA-CZ-5453-01A
0 years, male, white, stage:Stage II, dead, 2419 days
25.9
TCGA-AK-3425-01A
0 years, male, white, stage:Stage I, alive, 3343 days
25.8
TCGA-B0-5402-01A
0 years, male, white, stage:Stage IV, alive, 1290 days
25.7
TCGA-B8-A54K-01A
0 years, male, black or african american, stage:Stage I, alive, 469 days
25.6
TCGA-B0-4838-01A
0 years, female, white, stage:Stage I, dead, 834 days
25.4
TCGA-BP-4964-01A
0 years, female, white, stage:Stage I, alive, 1862 days
25.4
TCGA-B0-5698-01A
0 years, male, black or african american, stage:Stage I, alive, 3631 days
25.2
TCGA-BP-4325-01A
0 years, female, white, stage:Stage I, alive, 2964 days
25.0
TCGA-CJ-6032-01A
0 years, female, white, stage:Stage II, alive, 3639 days
24.8
TCGA-B8-A54H-01A
0 years, female, black or african american, stage:Stage II, alive, 256 days
24.8
TCGA-BP-4345-01A
0 years, male, white, stage:Stage III, alive, 1516 days
24.7
TCGA-BP-4994-01A
0 years, male, white, stage:Stage I, alive, 1308 days
24.7
TCGA-B0-4699-01A
0 years, male, white, stage:Stage IV, dead, 110 days
24.6
TCGA-B0-5701-01A
0 years, male, white, stage:Stage III, alive, 2461 days
24.5
TCGA-BP-4346-01A
0 years, male, white, stage:Stage III, dead, 1493 days
24.5
TCGA-A3-3316-01A
0 years, male, white, stage:Stage II, alive, 1493 days
24.5
TCGA-BP-5007-01A
0 years, male, white, stage:Stage II, alive, 1140 days
24.4
TCGA-B8-4621-01A
0 years, male, black or african american, stage:Stage I, alive, 788 days
24.3
TCGA-EU-5905-01A
0 years, female, white, stage:Stage I, alive, 119 days
24.1
TCGA-CJ-4902-01A
0 years, male, white, stage:Stage III, alive, 1520 days
24.1
TCGA-CZ-4866-01A
0 years, female, white, stage:Stage I, alive, 3267 days
23.9
TCGA-CZ-5457-01A
0 years, male, white, stage:Stage III, alive, 2754 days
23.9
TCGA-B0-5116-01A
0 years, male, white, stage:Stage III, alive, 1274 days
23.7
TCGA-CJ-4640-01A
0 years, male, white, stage:Stage III, alive, 3480 days
23.5
TCGA-EU-5907-01A
0 years, male, white, stage:Stage III, alive, 127 days
23.4
TCGA-DV-A4W0-01A
0 years, male, black or african american, stage:Stage I, alive, 2470 days
23.3
TCGA-BP-5184-01A
0 years, male, white, stage:Stage I, alive, 1133 days
23.2
TCGA-B0-5697-01A
0 years, male, white, stage:Stage I, alive, 2630 days
23.2
TCGA-BP-5006-01A
0 years, male, white, stage:Stage I, alive, 840 days
23.0
TCGA-B0-4693-01A
0 years, female, white, stage:Stage III, dead, 77 days
23.0
TCGA-CJ-4871-01A
0 years, male, white, stage:Stage IV, alive, 2423 days
23.0
TCGA-B4-5838-01A
0 years, male, white, stage:'--, alive, 166 days
22.9
TCGA-B0-5099-01A
0 years, female, white, stage:Stage III, dead, 485 days
22.8
TCGA-B0-5077-01A
0 years, male, white, stage:Stage I, dead, 1317 days
22.7
TCGA-CJ-6028-01A
0 years, male, white, stage:Stage IV, dead, 1625 days
22.6
TCGA-AK-3456-01A
0 years, male, black or african american, stage:Stage II, alive, 1143 days
22.5
TCGA-CW-5590-01A
0 years, male, white, stage:Stage IV, dead, 1075 days
22.4
TCGA-BP-5199-01A
0 years, male, white, stage:Stage II, alive, 1355 days
22.3
TCGA-B8-5162-01A
0 years, male, white, stage:Stage II, alive, 36 days
22.2
TCGA-BP-4985-01A
0 years, male, white, stage:Stage III, dead, 952 days
22.1
TCGA-DV-5575-01A
0 years, female, white, stage:Stage I, alive, 1729 days
21.9
TCGA-B0-4848-01A
0 years, male, white, stage:Stage III, dead, 883 days
21.9
TCGA-CJ-4637-01A
0 years, female, white, stage:Stage IV, dead, 2227 days
21.8
TCGA-AK-3461-01A
0 years, male, white, stage:Stage I, alive, 2217 days
21.8
TCGA-BP-4329-01A
0 years, male, white, stage:Stage III, dead, 845 days
21.7
TCGA-CZ-5464-01A
0 years, male, white, stage:Stage IV, alive, 2128 days
21.4
TCGA-CW-5585-01A
0 years, male, white, stage:Stage IV, alive, 2609 days
21.2
TCGA-CZ-5466-01A
0 years, male, stage:Stage III, alive, 685 days
21.1
TCGA-CW-6090-01A
0 years, male, white, stage:Stage I, alive, 2552 days
20.9
TCGA-BP-4993-01A
0 years, male, white, stage:Stage I, alive, 177 days
20.8
TCGA-BP-5196-01A
0 years, male, white, stage:Stage I, alive, 1018 days
20.7
TCGA-A3-3352-01A
0 years, male, white, stage:Stage III, dead, 561 days
20.7
TCGA-CJ-4895-01A
0 years, male, white, stage:Stage IV, dead, 1200 days
20.6
TCGA-A3-3319-01A
0 years, male, white, stage:Stage I, alive, 1130 days
20.6
TCGA-CJ-5684-01A
0 years, male, white, stage:Stage III, alive, 2231 days
20.3
TCGA-AK-3460-01A
0 years, male, white, stage:Stage I, alive, 2508 days
20.2
TCGA-CZ-5465-01A
0 years, female, stage:Stage III, dead, 2564 days
19.8
TCGA-BP-4784-01A
0 years, female, white, stage:Stage I, alive, 1854 days
19.8
TCGA-CJ-4885-01A
0 years, male, white, stage:Stage IV, alive, 3451 days
19.6
TCGA-B0-4834-01A
0 years, male, white, stage:Stage I, dead, 2090 days
19.5
TCGA-B8-A54J-01A
0 years, male, black or african american, stage:Stage II, alive, 528 days
19.5
TCGA-CJ-5672-01A
0 years, male, white, stage:Stage I, dead, 1972 days
19.5
TCGA-CZ-4853-01A
0 years, male, white, stage:Stage I, alive, 774 days
19.3
TCGA-B0-5703-01A
0 years, male, white, stage:Stage I, alive, 2246 days
19.3
TCGA-B0-4852-01A
0 years, female, white, stage:Stage II, dead, 1121 days
19.2
TCGA-BP-4164-01A
0 years, female, white, stage:Stage III, dead, 992 days
19.1
TCGA-BP-4756-01A
0 years, female, asian, stage:Stage I, alive, 374 days
19.0
TCGA-DV-5573-01A
0 years, male, white, stage:Stage I, alive, 1130 days
19.0
TCGA-B0-5094-01A
0 years, male, white, stage:Stage IV, dead, 333 days
19.0
TCGA-CJ-4870-01A
0 years, female, black or african american, stage:Stage III, alive, 1498 days
19.0
TCGA-BP-4332-01A
0 years, male, white, stage:Stage III, alive, 1133 days
18.9
TCGA-B0-4694-01A
0 years, male, white, stage:Stage III, dead, 106 days
18.9
TCGA-B0-4818-01A
0 years, female, white, stage:Stage II, dead, 510 days
18.8
TCGA-CZ-5984-01A
0 years, male, white, stage:Stage I, alive, 2067 days
18.6
TCGA-B8-A54G-01A
0 years, male, black or african american, stage:Stage I, alive, 53 days
18.6
TCGA-AK-3445-01A
0 years, male, white, stage:Stage III, alive, 2392 days
18.6
TCGA-B0-5106-01A
0 years, male, white, stage:Stage I, dead, 1598 days
18.6
TCGA-BP-5176-01A
0 years, female, white, stage:Stage I, dead, 1590 days
18.5
TCGA-A3-3313-01A
0 years, male, black or african american, stage:Stage I, dead, 735 days
18.4
TCGA-CZ-4854-01A
0 years, male, white, stage:Stage I, dead, 1404 days
18.4
TCGA-CJ-4872-01A
0 years, male, white, stage:Stage I, alive, 1435 days
18.3
TCGA-B0-4836-01A
0 years, male, white, stage:Stage IV, dead, 1238 days
18.2
TCGA-CZ-5462-01A
0 years, male, white, stage:Stage IV, dead, 311 days
18.1
TCGA-BP-4774-01A
0 years, female, white, stage:Stage I, alive, 1885 days
17.9
TCGA-A3-3325-01A
0 years, male, white, stage:Stage I, dead, 1170 days
17.6
TCGA-B0-4814-01A
0 years, male, white, stage:Stage IV, dead, 168 days
17.6
TCGA-BP-4177-01A
0 years, male, white, stage:Stage I, alive, 1670 days
17.6
TCGA-CJ-5683-01A
0 years, male, white, stage:Stage I, alive, 1889 days
17.6
TCGA-B0-4701-01A
0 years, female, white, stage:Stage IV, dead, 238 days
17.5
TCGA-B8-4143-01A
0 years, female, white, stage:Stage IV, dead, 709 days
17.5
TCGA-CJ-5682-01A
0 years, male, white, stage:Stage IV, alive, 3736 days
17.4
TCGA-CJ-4901-01A
0 years, male, white, stage:Stage III, alive, 1450 days
17.3
TCGA-BP-4158-01A
0 years, male, white, stage:Stage I, alive, 3377 days
17.3
TCGA-B0-5706-01A
0 years, male, white, stage:Stage II, alive, 3205 days
17.3
TCGA-CJ-6031-01A
0 years, male, white, stage:Stage I, alive, 1906 days
17.0
TCGA-BP-4770-01A
0 years, female, white, stage:Stage IV, dead, 329 days
17.0
TCGA-CZ-4865-01A
0 years, female, white, stage:Stage I, dead, 166 days
16.9
TCGA-CZ-5459-01A
0 years, male, white, stage:Stage III, alive, 1683 days
16.4
TCGA-B0-5399-01A
0 years, male, white, stage:Stage I, alive, 1411 days
16.4
TCGA-A3-3328-01A
0 years, male, white, stage:Stage I, alive, 1385 days
16.3
TCGA-B0-4845-01A
0 years, male, white, stage:Stage IV, dead, 1986 days
16.3
TCGA-BP-4759-01A
0 years, male, white, stage:Stage I, alive, 2372 days
16.3
TCGA-CZ-4858-01A
0 years, male, white, stage:Stage II, dead, 2105 days
16.1
TCGA-CJ-4884-01A
0 years, female, white, stage:Stage III, alive, 1759 days
16.0
TCGA-B0-5081-01A
0 years, female, white, stage:Stage III, dead, 362 days
15.8
TCGA-B8-4151-01A
0 years, female, white, stage:Stage III, alive, 1299 days
15.8
TCGA-A3-A6NI-01A
0 years, male, black or african american, stage:Stage I, alive, 1018 days
15.7
TCGA-CJ-4636-01A
0 years, male, white, stage:Stage III, alive, 1924 days
15.7
TCGA-BP-4355-01A
0 years, female, white, stage:Stage III, dead, 953 days
15.6
TCGA-CJ-4882-01A
0 years, male, black or african american, stage:Stage III, alive, 1883 days
15.5
TCGA-A3-3363-01A
0 years, male, asian, stage:Stage II, alive, 319 days
15.4
TCGA-CJ-4888-01A
0 years, male, white, stage:Stage IV, dead, 1567 days
15.4
TCGA-B0-5694-01A
0 years, male, white, stage:Stage III, dead, 480 days
15.3
TCGA-BP-4349-01A
0 years, female, white, stage:Stage I, alive, 372 days
15.2
TCGA-B2-4098-01A
0 years, female, black or african american, stage:Stage I, dead, 51 days
15.2
TCGA-BP-5180-01A
0 years, male, white, stage:Stage I, alive, 2263 days
15.0
TCGA-BP-5009-01A
0 years, male, white, stage:Stage I, dead, 1092 days
14.9
TCGA-B2-4099-01A
0 years, male, white, stage:Stage I, alive, 972 days
14.8
TCGA-BP-5177-01A
0 years, female, white, stage:Stage I, alive, 293 days
14.8
TCGA-BP-4777-01A
0 years, male, white, stage:Stage I, alive, 1731 days
14.6
TCGA-CJ-4916-01A
0 years, female, white, stage:Stage III, alive, 1373 days
14.6
TCGA-BP-4804-01A
0 years, male, white, stage:Stage I, alive, 1459 days
14.2
TCGA-CJ-5675-01A
0 years, male, white, stage:Stage II, alive, 3936 days
14.1
TCGA-DV-5566-01A
0 years, female, white, stage:Stage I, alive, 1398 days
14.0
TCGA-AK-3433-01A
0 years, female, white, stage:Stage II, alive, 3409 days
13.9
TCGA-B0-5692-01A
0 years, female, white, stage:Stage III, alive, 3944 days
13.9
TCGA-B0-4849-01A
0 years, male, white, stage:Stage III, dead, 69 days
13.6
TCGA-BP-4799-01A
0 years, male, white, stage:Stage III, dead, 1133 days
13.6
TCGA-B8-A7U6-01A
0 years, female, black or african american, stage:Stage I, alive, 495 days
13.5
TCGA-AK-3443-01A
0 years, male, white, stage:Stage II, alive, 1423 days
13.4
TCGA-AK-3429-01A
0 years, female, white, stage:Stage II, alive, 3328 days
13.3
TCGA-B0-5098-01A
0 years, female, black or african american, stage:Stage I, dead, 1584 days
13.2
TCGA-A3-3380-01A
0 years, male, stage:Stage I, alive, 567 days
13.2
TCGA-B0-4824-01A
0 years, female, white, stage:Stage I, dead, 1657 days
13.2
TCGA-BP-4962-01A
0 years, male, white, stage:Stage II, alive, 1785 days
13.1
TCGA-B2-3923-01A
0 years, male, white, stage:Stage II, alive, 992 days
13.0
TCGA-BP-5168-01A
0 years, male, white, stage:Stage I, dead, 1463 days
13.0
TCGA-BP-4989-01A
0 years, male, white, stage:Stage III, alive, 118 days
12.9
TCGA-B0-5696-01A
0 years, male, white, stage:Stage III, alive, 2609 days
12.8
TCGA-CZ-5470-01A
0 years, female, stage:Stage II, alive, 386 days
12.6
TCGA-CZ-5468-01A
0 years, male, white, stage:Stage IV, dead, 59 days
12.4
TCGA-BP-4335-01A
0 years, female, white, stage:Stage IV, dead, 475 days
12.4
TCGA-A3-3346-01A
0 years, male, white, stage:Stage I, dead, 137 days
12.3
TCGA-B0-5107-01A
0 years, female, white, stage:Stage IV, dead, 927 days
12.3
TCGA-AK-3450-01A
0 years, female, white, stage:Stage I, alive, 1508 days
12.1
TCGA-DV-5565-01A
0 years, male, white, stage:Stage I, alive, 1329 days
12.1
TCGA-B0-4698-01A
0 years, male, white, stage:Stage IV, dead, 42 days
12.0
TCGA-B0-5712-01A
0 years, female, black or african american, stage:Stage IV, alive, 2722 days
11.9
TCGA-BP-4327-01A
0 years, female, white, stage:Stage II, dead, 109 days
11.8
TCGA-B0-4815-01A
0 years, male, white, stage:Stage III, dead, 1588 days
11.8
TCGA-CJ-5677-01A
0 years, female, white, stage:Stage IV, dead, 782 days
11.8
TCGA-CJ-6033-01A
0 years, female, white, stage:Stage IV, dead, 224 days
11.7
TCGA-B0-4810-01A
0 years, male, white, stage:Stage III, dead, 478 days
11.7
TCGA-B8-4154-01A
0 years, female, white, stage:Stage I, alive, 1380 days
11.7
TCGA-BP-5170-01A
0 years, male, white, stage:Stage I, alive, 2412 days
11.6
TCGA-B0-4700-01A
0 years, male, white, stage:Stage IV, dead, 1980 days
11.5
TCGA-CJ-4891-01A
0 years, female, white, stage:Stage III, dead, 819 days
11.4
TCGA-CZ-5460-01A
0 years, male, white, stage:Stage IV, alive, 2873 days
11.4
TCGA-MW-A4EC-01A
0 years, female, black or african american, stage:Stage I, alive, 498 days
11.4
TCGA-CJ-4869-01A
0 years, male, white, stage:Stage III, alive, 2554 days
11.2
TCGA-B0-4837-01A
0 years, male, white, stage:Stage I, dead, 1378 days
11.2
TCGA-A3-3306-01A
0 years, male, white, stage:Stage I, alive, 1120 days
11.0
TCGA-BP-4159-01A
0 years, male, white, stage:Stage I, dead, 2601 days
10.9
TCGA-CJ-6027-01A
0 years, male, white, stage:Stage I, dead, 3615 days
10.9
TCGA-3Z-A93Z-01A
0 years, male, black or african american, stage:Stage I, alive, 385 days
10.9
TCGA-A3-A8OV-01A
0 years, male, black or african american, stage:Stage I, alive, 340 days
10.8
TCGA-BP-4351-01A
0 years, female, white, stage:Stage III, alive, 970 days
10.8
TCGA-B0-4718-01A
0 years, male, white, stage:Stage III, alive, 1778 days
10.8
TCGA-CZ-5987-01A
0 years, male, white, stage:Stage IV, dead, 445 days
10.8
TCGA-B8-A54D-01A
0 years, male, black or african american, stage:Stage III, alive, 830 days
10.8
TCGA-B8-A54E-01A
0 years, female, black or african american, stage:Stage I, alive, 909 days
10.7
TCGA-BP-4341-01A
0 years, male, white, stage:Stage III, dead, 1589 days
10.4
TCGA-B0-5083-01A
0 years, male, white, stage:Stage I, dead, 1045 days
10.4
TCGA-MM-A564-01A
0 years, male, black or african american, stage:Stage II, alive, 607 days
10.4
TCGA-B0-4839-01A
0 years, female, white, stage:Stage I, dead, 1639 days
10.4
TCGA-DV-5568-01A
0 years, male, white, stage:Stage I, alive, 370 days
10.3
TCGA-MM-A563-01A
0 years, male, black or african american, stage:'--, alive, 591 days
10.3
TCGA-BP-4971-01A
0 years, male, white, stage:Stage III, alive, 1487 days
10.3
TCGA-MM-A84U-01A
0 years, female, black or african american, stage:Stage I, alive, 700 days
10.3
TCGA-CZ-5452-01A
0 years, male, white, stage:Stage II, alive, 1789 days
10.2
TCGA-A3-3335-01A
0 years, male, white, stage:Stage II, alive, 1886 days
10.2
TCGA-CJ-4881-01A
0 years, male, white, stage:Stage III, alive, 2014 days
10.1
TCGA-B0-4819-01A
0 years, female, white, stage:Stage IV, dead, 183 days
10.1
TCGA-AK-3434-01A
0 years, male, white, stage:Stage I, alive, 2087 days
10.0
TCGA-AK-3426-01A
0 years, male, white, stage:Stage III, dead, 885 days
9.9
TCGA-B0-4833-01A
0 years, female, white, stage:Stage I, dead, 2386 days
9.8
TCGA-CZ-5469-01A
0 years, male, white, stage:Stage II, dead, 946 days
9.7
TCGA-B0-4712-01A
0 years, male, white, stage:Stage IV, dead, 1337 days
9.7
TCGA-BP-4968-01A
0 years, male, white, stage:Stage I, alive, 1746 days
9.7
TCGA-BP-5190-01A
0 years, male, white, stage:Stage I, alive, 1011 days
9.6
TCGA-BP-4167-01A
0 years, male, white, stage:Stage III, alive, 2718 days
9.5
TCGA-B0-5121-01A
0 years, male, white, stage:Stage I, alive, 1485 days
9.3
TCGA-CJ-5678-01A
0 years, male, black or african american, stage:Stage IV, dead, 574 days
9.3
TCGA-CJ-4878-01A
0 years, female, white, stage:Stage III, alive, 2186 days
9.2
TCGA-B0-4714-01A
0 years, male, white, stage:Stage IV, dead, 99 days
8.9
TCGA-CJ-4887-01A
0 years, male, white, stage:Stage IV, dead, 932 days
8.9
TCGA-AK-3440-01A
0 years, male, white, stage:Stage I, alive, 2865 days
8.8
TCGA-BP-5174-01A
0 years, female, white, stage:Stage I, alive, 2257 days
8.7
TCGA-B0-5088-01A
0 years, male, white, stage:Stage I, dead, 563 days
8.7
TCGA-B0-5092-01A
0 years, female, white, stage:Stage IV, dead, 459 days
8.6
TCGA-B4-5835-01A
0 years, female, white, stage:Stage I, alive, 16 days
8.6
TCGA-CJ-5676-01A
0 years, male, white, stage:Stage III, alive, 4067 days
8.6
TCGA-BP-5178-01A
0 years, male, white, stage:Stage IV, dead, 1912 days
8.6
TCGA-AK-3455-01A
0 years, female, white, stage:Stage III, dead, 683 days
8.5
TCGA-B0-5700-01A
0 years, male, white, stage:Stage I, alive, 1790 days
8.4
TCGA-CJ-4892-01A
0 years, female, white, stage:Stage I, alive, 1521 days
8.4
TCGA-B0-4706-01A
0 years, male, white, stage:Stage III, dead, 65 days
8.3
TCGA-G6-A8L6-01A
0 years, male, black or african american, stage:Stage IV, dead, 313 days
8.3
TCGA-6D-AA2E-01A
0 years, female, black or african american, stage:Stage I, alive, 362 days
8.2
TCGA-B0-5100-01A
0 years, male, black or african american, stage:Stage III, dead, 1913 days
8.1
TCGA-BP-5201-01A
0 years, male, white, stage:Stage IV, alive, 951 days
8.1
TCGA-BP-4165-01A
0 years, female, white, stage:Stage I, alive, 3037 days
8.1
TCGA-BP-4337-01A
0 years, female, white, stage:Stage III, dead, 2 days
8.0
TCGA-B0-4817-01A
0 years, male, white, stage:Stage III, dead, 1019 days
7.9
TCGA-A3-3374-01A
0 years, female, black or african american, stage:Stage I, alive, 1314 days
7.9
TCGA-AK-3454-01A
0 years, male, white, stage:Stage I, alive, 874 days
7.9
TCGA-B0-5707-01A
0 years, female, white, stage:Stage I, alive, 3744 days
7.8
TCGA-BP-5010-01A
0 years, male, white, stage:Stage III, dead, 878 days
7.8
TCGA-AK-3427-01A
0 years, male, white, stage:Stage I, alive, 3583 days
7.7
TCGA-B0-4828-01A
0 years, male, white, stage:Stage IV, dead, 307 days
7.6
TCGA-CJ-4875-01A
0 years, male, white, stage:Stage IV, dead, 3554 days
7.5
TCGA-B0-4842-01A
0 years, female, white, stage:Stage III, dead, 1724 days
7.5
TCGA-AK-3465-01A
0 years, female, black or african american, stage:Stage I, alive, 369 days
7.5
TCGA-B0-4843-01A
0 years, male, white, stage:Stage III, dead, 320 days
7.3
TCGA-BP-4960-01A
0 years, male, white, stage:Stage II, alive, 2172 days
7.3
TCGA-BP-4758-01A
0 years, male, white, stage:Stage I, alive, 2208 days
7.2
TCGA-BP-4981-01A
0 years, female, white, stage:Stage III, dead, 1097 days
7.1
TCGA-B0-4696-01A
0 years, male, white, stage:Stage III, dead, 866 days
7.1
TCGA-AK-3436-01A
0 years, male, white, stage:Stage IV, alive, 3331 days
7.1
TCGA-CJ-4873-01A
0 years, female, white, stage:Stage III, alive, 1776 days
7.1
TCGA-B0-4691-01A
0 years, male, white, stage:Stage IV, dead, 139 days
7.0
TCGA-B0-4821-01A
0 years, female, asian, stage:Stage III, dead, 1230 days
6.8
TCGA-CJ-4900-01A
0 years, female, white, stage:Stage IV, dead, 1714 days
6.5
TCGA-BP-4969-01A
0 years, female, white, stage:Stage I, alive, 1794 days
6.5
TCGA-AK-3451-01A
0 years, male, white, stage:Stage II, alive, 2868 days
6.5
TCGA-BP-4776-01A
0 years, male, white, stage:Stage I, alive, 411 days
6.3
TCGA-B0-5400-01A
0 years, female, white, stage:Stage III, alive, 1733 days
6.1
TCGA-BP-5000-01A
0 years, male, white, stage:Stage I, alive, 563 days
6.1
TCGA-B0-4844-01A
0 years, male, white, stage:Stage IV, dead, 313 days
5.9
TCGA-B0-4697-01A
0 years, female, white, stage:Stage IV, dead, 578 days
5.8
TCGA-CJ-5679-01A
0 years, male, white, stage:Stage III, dead, 679 days
5.7
TCGA-B0-5109-01A
0 years, male, white, stage:Stage III, dead, 587 days
5.7
TCGA-A3-3383-01A
0 years, male, white, stage:Stage I, alive, 861 days
5.7
TCGA-B0-4822-01A
0 years, male, white, stage:Stage II, dead, 1111 days
5.7
TCGA-AK-3453-01A
0 years, female, white, stage:Stage II, alive, 2531 days
5.6
TCGA-B0-4847-01A
0 years, male, white, stage:Stage IV, dead, 793 days
5.6
TCGA-AK-3458-01A
0 years, male, white, stage:Stage I, alive, 1168 days
5.5
TCGA-B0-4813-01A
0 years, male, white, stage:Stage III, dead, 18 days
5.5
TCGA-B0-5102-01A
0 years, female, white, stage:Stage I, dead, 2764 days
5.5
TCGA-B0-4841-01A
0 years, male, white, stage:Stage IV, dead, 204 days
5.4
TCGA-B0-4713-01A
0 years, female, white, stage:Stage III, dead, 202 days
5.1
TCGA-G6-A8L8-01A
0 years, female, black or african american, stage:Stage I, dead, 1091 days
5.0
TCGA-B0-4811-01A
0 years, male, white, stage:Stage III, dead, 1417 days
5.0
TCGA-DV-A4VX-01A
0 years, male, black or african american, stage:Stage IV, dead, 1626 days
4.9
TCGA-CJ-4912-01A
0 years, male, white, stage:Stage II, alive, 1657 days
4.9
TCGA-BP-5001-01A
0 years, female, white, stage:Stage I, alive, 1177 days
4.8
TCGA-DV-A4VZ-01A
0 years, male, black or african american, stage:Stage I, alive, 365 days
4.5
TCGA-BP-4992-01A
0 years, male, white, stage:Stage I, alive, 501 days
4.4
TCGA-B8-A54I-01A
0 years, male, black or african american, stage:Stage I, alive, 150 days
4.4
TCGA-AS-3777-01A
0 years, male, white, stage:Stage I, alive, 1238 days
4.2
TCGA-CJ-4638-01A
0 years, female, white, stage:Stage IV, dead, 431 days
4.1
TCGA-B0-5084-01A
0 years, male, white, stage:Stage IV, dead, 222 days
4.0
TCGA-CJ-4876-01A
0 years, male, white, stage:Stage II, alive, 1955 days
4.0
TCGA-BP-4352-01A
0 years, female, white, stage:Stage IV, dead, 344 days
3.6
TCGA-B0-5085-01A
0 years, female, white, stage:Stage III, dead, 770 days
3.6
TCGA-B0-4707-01A
0 years, male, white, stage:Stage III, dead, 600 days
3.4
TCGA-BP-5191-01A
0 years, male, white, stage:Stage III, alive, 967 days
2.9
TCGA-B0-5702-01A
0 years, male, white, stage:Stage I, alive, 2172 days
2.8
TCGA-B0-5117-01A
0 years, male, white, stage:Stage I, alive, 1608 days
2.8
TCGA-BP-5175-01A
0 years, male, white, stage:Stage I, alive, 932 days
2.1
TCGA-G6-A8L7-01A
0 years, female, black or african american, stage:Stage I, alive, 2133 days
2.0
TCGA-BP-4761-01A
0 years, male, white, stage:Stage III, alive, 182 days
1.8
TCGA-G6-A5PC-01A
0 years, female, black or african american, stage:Stage IV, dead, 242 days
1.8
TCGA-BP-5169-01A
0 years, male, white, stage:Stage I, alive, 193 days
1.7
TCGA-BP-4334-01A
0 years, male, white, stage:Stage III, dead, 645 days
1.5
TCGA-BP-5185-01A
0 years, male, white, stage:Stage I, alive, 1132 days
1.5
TCGA-AK-3447-01A
0 years, male, white, stage:Stage II, alive, 1217 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.
QKI 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
37.8
Number of samples
100
Samples
Sample
Description
TPM
ccRCC-27
0 years, male, NA, stage:pT1aN0M0, alive, 1590 days
80.9
ccRCC-96
0 years, male, NA, stage:pT1aN0M0, alive, 3930 days
73.9
ccRCC-28
0 years, male, NA, stage:pT1bN0M0, alive, 1530 days
73.4
ccRCC-11
0 years, male, NA, stage:pT1aN0M0, alive, 2370 days
69.4
ccRCC-73
0 years, male, NA, stage:pT1aN0M0, alive, 2640 days
69.0
ccRCC-16
0 years, male, NA, stage:pT2N0M0, alive, 2190 days
68.6
ccRCC-44
0 years, female, NA, stage:pT1bN0M0, alive, 1050 days
65.8
ccRCC-104
0 years, female, NA, stage:pT1aN0M0, alive, 3480 days
65.5
ccRCC-77
0 years, male, NA, stage:pT1bN0M0, alive, 1860 days
64.1
ccRCC-79
0 years, male, NA, stage:pT1bN0M0, alive, 2670 days
62.2
ccRCC-70
0 years, male, NA, stage:pT4N0M1, dead, 540 days
61.3
ccRCC-87
0 years, male, NA, stage:pT1bN0M0, alive, 2370 days
59.7
ccRCC-103
0 years, female, NA, stage:pT1aN0M0, alive, 4350 days
58.5
ccRCC-41
0 years, male, NA, stage:pT3bN0M0, dead, 540 days
56.1
ccRCC-95
0 years, male, NA, stage:pT1bN0M0, alive, 3960 days
55.5
ccRCC-30
0 years, male, NA, stage:pT2N0M0, dead, 420 days
55.0
ccRCC-91
0 years, male, NA, stage:pT1aN0M0, dead, 1890 days
54.5
ccRCC-72
0 years, male, NA, stage:pT1bN0M0, alive, 2760 days
54.4
ccRCC-7
0 years, female, NA, stage:pT2N0M0, alive, 330 days
54.4
ccRCC-66
0 years, female, NA, stage:pT3bN0M1, alive, 2520 days
54.0
ccRCC-92
0 years, male, NA, stage:pT1aN0M0, alive, 3660 days
54.0
ccRCC-62
0 years, male, NA, stage:pT1bN0M0, alive, 1620 days
52.4
ccRCC-19
0 years, female, NA, stage:pT2N0M0, alive, 2100 days
51.8
ccRCC-54
0 years, male, NA, stage:pT1bN0M0, alive, 1200 days
51.6
ccRCC-31
0 years, male, NA, stage:pT1aN0M0, alive, 1560 days
51.1
ccRCC-20
0 years, female, NA, stage:pT3aN0M1, alive, 930 days
49.6
ccRCC-93
0 years, male, NA, stage:pT1bN0M0, alive, 3660 days
49.3
ccRCC-60
0 years, female, NA, stage:pT1aN0M0, alive, 1470 days
49.2
ccRCC-29
0 years, female, NA, stage:pT1aN0M0, alive, 1710 days
49.0
ccRCC-102
0 years, male, NA, stage:pT1bN0M0, alive, 4260 days
48.8
ccRCC-105
0 years, male, NA, stage:pT1aN0M0, alive, 2190 days
48.6
ccRCC-23
0 years, male, NA, stage:pT1bN0M0, alive, 1170 days
48.6
ccRCC-71
0 years, male, NA, stage:pT1bN0M0, alive, 2160 days
46.5
ccRCC-17
0 years, female, NA, stage:pT1bN0M0, alive, 2220 days
45.4
ccRCC-26
0 years, male, NA, stage:pT1bN0M0, alive, 1800 days
45.3
ccRCC-48
0 years, male, NA, stage:pT1bN0M0, alive, 990 days
45.2
ccRCC-100
0 years, male, NA, stage:pT1aN0M0, alive, 4260 days
44.5
ccRCC-58
0 years, male, NA, stage:pT1aN0M0, alive, 1110 days
43.0
ccRCC-65
0 years, male, NA, stage:pT3bN0M1, dead, 300 days
42.7
ccRCC-52
0 years, female, NA, stage:pT3bN0M1, alive, 1350 days
42.5
ccRCC-99
0 years, female, NA, stage:pT2N0M0, alive, 3330 days
42.3
ccRCC-97
0 years, male, NA, stage:pT1aN2M1, dead, 990 days
41.7
ccRCC-35
0 years, male, NA, stage:pT1aN0M0, alive, 1380 days
41.2
ccRCC-85
0 years, female, NA, stage:pT1bN0M0, alive, 3330 days
40.9
ccRCC-38
0 years, male, NA, stage:pT1aN0M0, alive, 1380 days
40.8
ccRCC-13
0 years, female, NA, stage:pT3aN2M0, dead, 540 days
40.7
ccRCC-86
0 years, female, NA, stage:pT1bN0M0, alive, 3390 days
39.8
ccRCC-10
0 years, male, NA, stage:pT3aN2M1, dead, 90 days
39.4
ccRCC-18
0 years, female, NA, stage:pT1aN0M0, alive, 2130 days
39.2
ccRCC-61
0 years, male, NA, stage:pT1aN0M0, alive, 1470 days
38.5
ccRCC-59
0 years, male, NA, stage:pT1bN0M0, alive, 930 days
38.2
ccRCC-40
0 years, male, NA, stage:pT1aN0M0, alive, 1020 days
36.5
ccRCC-76
0 years, female, NA, stage:pT3aN0M1, dead, 960 days
36.4
ccRCC-82
0 years, male, NA, stage:pT1aN0M0, alive, 3090 days
36.3
ccRCC-68
0 years, male, NA, stage:pT1bN0M0, alive, 2640 days
35.9
ccRCC-15
0 years, female, NA, stage:pT2N0M0, dead, 2070 days
35.6
ccRCC-64
0 years, male, NA, stage:pT3aN0M0, alive, 2430 days
34.9
ccRCC-5
0 years, male, NA, stage:pT1aN0M0, alive, 2940 days
34.8
ccRCC-12
0 years, male, NA, stage:pT1aN0M0, alive, 900 days
33.8
ccRCC-42
0 years, male, NA, stage:pT3aN0M0, alive, 1170 days
33.0
ccRCC-89
0 years, male, NA, stage:pT1aN0M0, alive, 3510 days
32.8
ccRCC-25
0 years, male, NA, stage:pT1aN0M0, alive, 1350 days
32.5
ccRCC-80
0 years, male, NA, stage:pT2N0M0, alive, 3000 days
31.4
ccRCC-24
0 years, male, NA, stage:pT3bN0M0, dead, 750 days
31.3
ccRCC-21
0 years, male, NA, stage:pT1bN0M0, alive, 1080 days
30.7
ccRCC-67
0 years, male, NA, stage:pT1aN0M0, dead, 1260 days
30.4
ccRCC-106
0 years, male, NA, stage:pT1aN0M0, dead, 1890 days
30.1
ccRCC-55
0 years, female, NA, stage:pT3bN0M0, alive, 1260 days
29.8
ccRCC-75
0 years, male, NA, stage:pT3aN1M1, dead, 180 days
28.9
ccRCC-34
0 years, male, NA, stage:pT3bN0M1, alive, 1530 days
28.7
ccRCC-88
0 years, male, NA, stage:pT1aN0M0, alive, 2880 days
28.1
ccRCC-94
0 years, male, NA, stage:pT1bN0M0, dead, 480 days
26.8
ccRCC-53
0 years, male, NA, stage:pT1aN0M0, alive, 1260 days
26.7
ccRCC-78
0 years, female, NA, stage:pT1aN0M0, alive, 2610 days
24.9
ccRCC-32
0 years, male, NA, stage:pT2N0M0, dead, 1320 days
24.6
ccRCC-83
0 years, male, NA, stage:pT1aN0M0, alive, 300 days
23.7
ccRCC-22
0 years, male, NA, stage:pT3bN0M0, dead, 330 days
22.7
ccRCC-98
0 years, male, NA, stage:pT1aN0M0, alive, 30 days
21.7
ccRCC-8
0 years, male, NA, stage:pT1bN0M0, alive, 2400 days
20.9
ccRCC-84
0 years, male, NA, stage:pT1bN0M0, alive, 2010 days
20.7
ccRCC-81
0 years, male, NA, stage:pT3aN2M0, dead, 1290 days
20.2
ccRCC-2
0 years, male, NA, stage:pT1aN0M1, dead, 2190 days
19.4
ccRCC-90
0 years, male, NA, stage:pT1aN0M0, dead, 1170 days
19.2
ccRCC-6
0 years, male, NA, stage:pT1bN0M0, alive, 2820 days
18.5
ccRCC-1
0 years, female, NA, stage:pT1bN0M0, alive, 3330 days
17.4
ccRCC-69
0 years, male, NA, stage:pT1aN0M0, alive, 2670 days
16.8
ccRCC-9
0 years, male, NA, stage:pT2N1M1, dead, 360 days
16.0
ccRCC-4
0 years, male, NA, stage:pT1bN0M0, dead, 270 days
15.9
ccRCC-37
0 years, female, NA, stage:pT1aN0M0, alive, 1500 days
15.3
ccRCC-49
0 years, male, NA, stage:pT3bN0M0, alive, 1290 days
15.2
ccRCC-46
0 years, male, NA, stage:pT1bN0M0, alive, 990 days
14.5
ccRCC-45
0 years, male, NA, stage:pT1aN0M0, alive, 1020 days
14.0
ccRCC-39
0 years, male, NA, stage:pT2N0M0, alive, 900 days
12.4
ccRCC-14
0 years, male, NA, stage:pT3cN0M0, alive, 2280 days
12.3
ccRCC-3
0 years, male, NA, stage:pT3bN1M0, dead, 240 days
11.4
ccRCC-56
0 years, male, NA, stage:pT1aN0M0, alive, 1950 days
10.6
ccRCC-43
0 years, female, NA, stage:pT1bN0M0, alive, 1050 days
6.3
ccRCC-51
0 years, male, NA, stage:pT3aN0M0, alive, 1410 days
4.9
ccRCC-36
0 years, male, NA, stage:pT2N0M0, alive, 1410 days
4.5
ccRCC-50
0 years, male, NA, stage:pT3bN0M0, alive, 900 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.
QKI is not prognostic in Kidney Renal Papillary Cell Carcinoma (TCGA)
Stage:
Survival analysis
Current cut offi
Current cut-off shows the cut-off (FPKM) currently selected. It may be changed manually. When the current cut-off is changed, the vertical dashed line indicating cut-off, the interactive survival scatter plot and the Kaplan-Meier curve will be automatically adjusted to show results accordingly.
:
Best expression cut offi
Based on the FPKM value of each gene, patients were classified into two groups and association between prognosis (survival) and gene expression (FPKM) was examined. The best expression cut-off refers the FPKM value that yields maximal difference with regard to survival between the two groups at the lowest log-rank P-value. Best expression cut-off was selected based on survival analysis .
When clicking on this number, the vertical dashed line indicating cut-off, the interactive survival plot, and the Kaplan-Meier curve will be adjusted to show results based on the best expression cut-off.
Median expression refers to the median FPKM value calculated based on the gene expression (FPKM) data from all patients in this dataset. When clicking on this number, the vertical dashed line indicating cut-off, the interactive survival plot, and the Kaplan-Meier curve will be adjusted to show results based on the median expression.
Median follow up time refers to the median time (years) after diagnosis with this type of cancer, based on clinical data from all patients in this dataset.
: N/A
P scorei
Log-rank P value for Kaplan-Meier plot showing results from analysis of correlation between mRNA expression level and patient survival.
N/A
5-year survival highi
5-year survival for patients with higher expression than the expression cutoff.
For melanoma and glioma, 3-year survival is shown.
N/A
5-year survival lowi
5-year survival for patients with lower expression than the expression cutoff.
For melanoma and glioma, 3-year survival is shown.
N/A
TCGA RNA samplesi
RNA-seq data is reported as average FPKM (number Fragments Per Kilobase of exon per Million reads), generated by the The Cancer Genome Atlas (TCGA) .
Normal distribution across the dataset is visualized with box plots, shown as median and 25th and 75th percentiles. Points are displayed as outliers if they are above or below 1.5 times the interquartile range. FPKM values of the individual samples are presented next to the box plot.
Average TPM
13.6
Number of samples
282
Samples
Sample
Description
TPM
TCGA-BQ-5877-01A
0 years, male, black or african american, stage:Stage IV, dead, 270 days
69.0
TCGA-BQ-5891-01A
0 years, female, white, stage:Stage III, alive, 29 days
63.4
TCGA-BQ-5876-01A
0 years, male, white, stage:Stage I, alive, 586 days
59.9
TCGA-BQ-5883-01A
0 years, female, black or african american, stage:Stage I, alive, 1242 days
57.0
TCGA-BQ-5884-01A
0 years, female, black or african american, stage:Stage I, alive, 792 days
53.2
TCGA-A4-7734-01A
0 years, female, white, stage:Stage I, alive, 27 days
52.9
TCGA-GL-6846-01A
0 years, male, white, stage:Stage IV, alive, 5925 days
50.8
TCGA-BQ-5879-01A
0 years, female, white, stage:Stage III, dead, 697 days
48.7
TCGA-AL-3467-01A
0 years, female, white, stage:'--, alive, 2135 days
46.9
TCGA-GL-7966-01A
0 years, female, white, stage:Stage III, alive, 112 days
46.6
TCGA-DZ-6132-01A
0 years, male, stage:Stage I, alive, 2460 days
46.1
TCGA-G7-6797-01A
0 years, male, white, stage:Stage III, alive, 765 days
45.6
TCGA-A4-8310-01A
0 years, male, white, stage:Stage III, alive, 780 days
45.4
TCGA-B9-5155-01A
0 years, male, white, stage:Stage III, alive, 665 days
45.0
TCGA-BQ-5878-01A
0 years, female, white, stage:Stage III, alive, 1938 days
42.6
TCGA-G7-7501-01A
0 years, female, black or african american, stage:Stage III, dead, 624 days
41.4
TCGA-BQ-7051-01A
0 years, male, white, stage:Stage II, alive, 1533 days
41.2
TCGA-EV-5901-01A
0 years, female, white, stage:Stage I, alive, 1040 days
37.3
TCGA-A4-7997-01A
0 years, male, white, stage:Stage I, alive, 927 days
37.3
TCGA-B3-4103-01A
0 years, male, white, stage:Stage I, alive, 930 days
36.9
TCGA-B3-3925-01A
0 years, male, white, stage:Stage III, alive, 1029 days
36.6
TCGA-IZ-8196-01A
0 years, male, white, stage:Stage I, alive, 649 days
36.2
TCGA-J7-8537-01A
0 years, female, asian, stage:Stage III, dead, 321 days
35.6
TCGA-B3-8121-01A
0 years, female, black or african american, stage:Stage I, alive, 379 days
35.6
TCGA-B3-3926-01A
0 years, female, white, stage:Stage I, alive, 883 days
35.5
TCGA-DW-7842-01A
0 years, male, white, stage:Stage I, alive, 92 days
34.6
TCGA-B9-4117-01A
0 years, female, black or african american, stage:'--, alive, 14 days
34.3
TCGA-B9-5156-01A
0 years, male, white, stage:'--, alive, 1338 days
34.2
TCGA-B3-A6W5-01A
0 years, male, black or african american, stage:Stage I, alive, 309 days
32.3
TCGA-A4-7288-01A
0 years, female, white, stage:'--, alive, 1857 days
32.2
TCGA-DZ-6133-01A
0 years, female, white, stage:Stage I, dead, 1557 days
32.1
TCGA-EV-5903-01A
0 years, male, white, stage:Stage I, alive, 757 days
31.5
TCGA-HE-7129-01A
male, stage:Stage II, alive, 2492 days
31.1
TCGA-DZ-6134-01A
0 years, male, white, stage:Stage I, alive, 1856 days
30.5
TCGA-A4-A5Y1-01A
0 years, male, white, stage:Stage III, dead, 395 days
30.1
TCGA-5P-A9K8-01A
0 years, female, white, stage:'--, alive, 1309 days
29.7
TCGA-DZ-6131-01A
0 years, male, white, stage:Stage III, alive, 2429 days
29.0
TCGA-EV-5902-01A
0 years, male, white, stage:Stage I, alive, 578 days
28.8
TCGA-A4-8515-01A
0 years, male, american indian or alaska native, stage:Stage I, alive, 709 days
28.7
TCGA-A4-7583-01A
0 years, male, black or african american, stage:Stage I, alive, 3 days
28.3
TCGA-Y8-A894-01A
0 years, female, white, stage:Stage I, alive, 567 days
28.2
TCGA-BQ-7050-01A
0 years, female, white, stage:Stage I, alive, 1864 days
25.8
TCGA-HE-7130-01A
female, stage:Stage III, alive, 1770 days
24.4
TCGA-BQ-5875-01A
0 years, female, white, stage:Stage III, alive, 2639 days
23.6
TCGA-UZ-A9PP-01A
0 years, male, white, stage:Stage I, alive, 3010 days
23.2
TCGA-F9-A97G-01A
0 years, male, asian, stage:Stage III, alive, 13 days
23.2
TCGA-DZ-6135-01A
0 years, male, stage:Stage I, alive, 2269 days
23.1
TCGA-BQ-5892-01A
0 years, male, white, stage:Stage I, alive, 364 days
22.6
TCGA-Y8-A8RZ-01A
0 years, male, white, stage:Stage I, alive, 205 days
22.1
TCGA-V9-A7HT-01A
0 years, male, black or african american, stage:Stage II, alive, 965 days
21.9
TCGA-G7-6792-01A
0 years, male, black or african american, stage:Stage I, alive, 2765 days
21.5
TCGA-BQ-7059-01A
0 years, male, white, stage:Stage I, alive, 232 days
21.4
TCGA-SX-A71S-01A
0 years, female, white, stage:Stage I, alive, 1504 days
21.3
TCGA-BQ-7048-01A
0 years, male, white, stage:Stage III, alive, 2839 days
21.3
TCGA-BQ-7061-01A
0 years, female, white, stage:Stage I, alive, 218 days
20.9
TCGA-GL-7773-01A
0 years, male, white, stage:Stage I, alive, 393 days
20.9
TCGA-PJ-A5Z8-01A
0 years, female, white, stage:Stage I, alive, 600 days
20.9
TCGA-BQ-5894-01A
0 years, male, stage:Stage IV, alive, 84 days
20.5
TCGA-A4-7585-01A
0 years, male, white, stage:Stage III, dead, 1070 days
19.9
TCGA-B9-A5W8-01A
0 years, male, black or african american, stage:Stage II, alive, 524 days
19.7
TCGA-GL-8500-01A
0 years, male, white, stage:Stage I, alive, 841 days
19.4
TCGA-G7-6793-01A
0 years, female, white, stage:Stage IV, dead, 336 days
19.1
TCGA-A4-7584-01A
0 years, male, black or african american, stage:Stage I, alive, 650 days
18.9
TCGA-UZ-A9PM-01A
0 years, male, white, stage:Stage II, alive, 3811 days
18.8
TCGA-BQ-7049-01A
0 years, female, white, stage:Stage I, dead, 1364 days
18.7
TCGA-BQ-7060-01A
0 years, male, american indian or alaska native, stage:Stage I, alive, 214 days
18.6
TCGA-A4-7828-01A
0 years, female, black or african american, stage:Stage I, alive, 238 days
18.3
TCGA-BQ-5893-01A
0 years, male, white, stage:Stage IV, dead, 241 days
18.2
TCGA-HE-A5NH-01A
0 years, male, stage:Stage I, alive, 791 days
17.5
TCGA-B1-5398-01A
0 years, male, white, stage:Stage III, alive, 1251 days
17.4
TCGA-G7-A8LE-01A
0 years, male, white, stage:Stage I, alive, 2453 days
17.3
TCGA-BQ-7053-01A
0 years, female, black or african american, stage:Stage III, alive, 1516 days
17.2
TCGA-B9-A8YH-01A
0 years, male, black or african american, stage:Stage I, alive, 532 days
17.1
TCGA-Y8-A8S0-01A
0 years, male, white, stage:Stage I, alive, 183 days
17.0
TCGA-UZ-A9PR-01A
0 years, male, white, stage:Stage I, alive, 2191 days
16.9
TCGA-A4-8630-01A
0 years, female, white, stage:Stage I, alive, 436 days
16.8
TCGA-IA-A40X-01A
0 years, female, black or african american, stage:Stage I, alive, 608 days
16.8
TCGA-B9-4113-01A
0 years, male, black or african american, stage:Stage I, dead, 1536 days
16.7
TCGA-BQ-5882-01A
0 years, male, stage:Stage III, dead, 658 days
16.6
TCGA-G7-A8LD-01A
0 years, male, white, stage:Stage III, dead, 514 days
16.6
TCGA-A4-8517-01A
0 years, male, white, stage:Stage I, alive, 597 days
16.3
TCGA-SX-A7SL-01A
0 years, male, stage:Stage I, alive, 823 days
15.9
TCGA-UZ-A9PN-01A
0 years, male, white, stage:Stage III, dead, 1136 days
15.6
TCGA-A4-7915-01A
0 years, female, black or african american, stage:Stage II, alive, 7 days
15.5
TCGA-UZ-A9PJ-01A
0 years, male, white, stage:Stage I, dead, 797 days
15.5
TCGA-UZ-A9PU-01A
0 years, male, white, stage:Stage I, dead, 933 days
15.4
TCGA-B9-A5W7-01A
0 years, male, black or african american, stage:Stage I, alive, 585 days
15.4
TCGA-B9-A69E-01A
0 years, male, white, stage:Stage III, alive, 452 days
15.2
TCGA-A4-A4ZT-01A
0 years, female, white, stage:Stage I, alive, 516 days
15.1
TCGA-UZ-A9PS-01A
0 years, female, black or african american, stage:Stage II, alive, 2167 days
15.1
TCGA-A4-A57E-01A
0 years, male, white, stage:Stage IV, dead, 258 days
14.7
TCGA-GL-A9DC-01A
0 years, female, white, stage:Stage I, alive, 392 days
14.4
TCGA-DW-7838-01A
0 years, male, white, stage:Stage I, alive, 744 days
14.4
TCGA-BQ-7046-01A
0 years, male, white, stage:Stage I, alive, 2948 days
13.8
TCGA-2Z-A9JI-01A
0 years, male, white, stage:Stage III, alive, 1567 days
13.8
TCGA-5P-A9JV-01A
0 years, male, white, stage:'--, alive, 2043 days
13.5
TCGA-Y8-A897-01A
0 years, female, white, stage:Stage I, alive, 549 days
13.3
TCGA-2Z-A9JG-01A
0 years, male, white, stage:Stage I, alive, 1662 days
13.2
TCGA-HE-A5NK-01A
0 years, male, stage:'--, alive, 2228 days
13.1
TCGA-A4-A5XZ-01A
0 years, female, white, stage:Stage II, alive, 479 days
12.7
TCGA-P4-A5E7-01A
0 years, female, white, stage:Stage I, alive, 2649 days
12.7
TCGA-2Z-A9JS-01A
0 years, male, white, stage:Stage I, dead, 492 days
12.6
TCGA-2Z-A9J9-01A
0 years, male, black or african american, stage:Stage I, alive, 2294 days
12.6
TCGA-AL-3468-01A
0 years, male, white, stage:Stage II, dead, 2331 days
12.6
TCGA-B9-A5W9-01A
0 years, male, white, stage:Stage I, alive, 5 days
12.4
TCGA-G7-A4TM-01A
0 years, male, black or african american, stage:Stage I, alive, 768 days
12.3
TCGA-2K-A9WE-01A
0 years, male, white, stage:Stage II, alive, 214 days
12.1
TCGA-F9-A4JJ-01A
0 years, female, black or african american, stage:Stage III, dead, 325 days
12.1
TCGA-A4-8311-01A
0 years, male, white, stage:Stage I, alive, 729 days
11.9
TCGA-UZ-A9Q1-01A
0 years, female, white, stage:Stage I, alive, 730 days
11.9
TCGA-BQ-7062-01A
0 years, male, black or african american, stage:Stage I, alive, 116 days
11.8
TCGA-5P-A9KC-01A
0 years, female, white, stage:'--, alive, 377 days
11.7
TCGA-Y8-A8RY-01A
0 years, male, white, stage:Stage I, alive, 769 days
11.5
TCGA-A4-7286-01A
0 years, male, white, stage:'--, alive, 554 days
11.4
TCGA-4A-A93Y-01A
0 years, female, black or african american, stage:Stage II, alive, 352 days
11.4
TCGA-G7-6789-01A
0 years, female, white, stage:Stage IV, dead, 122 days
11.3
TCGA-UZ-A9PV-01A
0 years, male, white, stage:Stage I, alive, 1444 days
11.3
TCGA-2Z-A9JJ-01A
0 years, female, white, stage:Stage I, alive, 1213 days
11.3
TCGA-UZ-A9PX-01A
0 years, male, white, stage:Stage I, alive, 1981 days
11.3
TCGA-SX-A7SQ-01A
0 years, male, white, stage:Stage I, alive, 1266 days
10.9
TCGA-SX-A71U-01A
0 years, male, white, stage:Stage I, alive, 1357 days
10.9
TCGA-HE-A5NJ-01A
0 years, male, stage:'--, alive, 1726 days
10.5
TCGA-B9-4116-01A
0 years, female, black or african american, stage:'--, alive, 627 days
10.3
TCGA-A4-A48D-01A
0 years, male, black or african american, stage:Stage I, alive, 379 days
10.3
TCGA-BQ-5889-01A
0 years, male, white, stage:Stage IV, dead, 329 days
9.9
TCGA-MH-A560-01A
0 years, male, white, stage:Stage I, alive, 924 days
9.7
TCGA-DW-7837-01A
0 years, male, black or african american, stage:Stage I, alive, 1142 days
9.6
TCGA-MH-A857-01A
0 years, male, black or african american, stage:Stage I, alive, 890 days
9.6
TCGA-P4-A5ED-01A
0 years, male, white, stage:Stage I, alive, 2816 days
9.4
TCGA-BQ-7044-01A
0 years, male, white, stage:Stage III, alive, 3760 days
9.4
TCGA-A4-8098-01A
0 years, male, black or african american, stage:Stage I, alive, 896 days
9.4
TCGA-A4-A5Y0-01A
0 years, female, white, stage:Stage I, alive, 252 days
9.4
TCGA-SX-A71W-01A
0 years, male, white, stage:Stage I, alive, 1076 days
9.3
TCGA-5P-A9K6-01A
0 years, male, white, stage:'--, alive, 1914 days
9.3
TCGA-DW-7839-01A
0 years, female, white, stage:Stage I, alive, 419 days
9.2
TCGA-A4-8516-01A
0 years, male, white, stage:Stage III, alive, 23 days
9.1
TCGA-HE-A5NF-01A
0 years, male, stage:Stage I, alive, 2582 days
9.1
TCGA-GL-A9DE-01A
0 years, male, black or african american, stage:Stage I, alive, 496 days
9.1
TCGA-WN-A9G9-01A
0 years, male, white, stage:Stage I, alive, 791 days
9.1
TCGA-A4-7732-01A
0 years, male, black or african american, stage:'--, alive, 582 days
9.1
TCGA-DW-7841-01A
0 years, male, black or african american, stage:Stage I, alive, 445 days
9.0
TCGA-GL-A9DD-01A
0 years, male, white, stage:Stage I, alive, 341 days
9.0
TCGA-2Z-A9JL-01A
0 years, male, black or african american, stage:Stage I, alive, 1006 days
8.8
TCGA-BQ-5887-01A
0 years, male, white, stage:Stage III, alive, 771 days
8.8
TCGA-2Z-A9JK-01A
0 years, male, white, stage:Stage III, alive, 1186 days
8.8
TCGA-UN-AAZ9-01A
0 years, female, black or african american, stage:Stage I, alive, 548 days
8.8
TCGA-5P-A9KH-01A
0 years, male, white, stage:'--, alive, 2051 days
8.6
TCGA-DW-7836-01A
0 years, male, white, stage:Stage I, alive, 1093 days
8.3
TCGA-UZ-A9PO-01A
0 years, male, white, stage:Stage I, alive, 1911 days
8.3
TCGA-AL-3471-01A
0 years, male, white, stage:Stage I, dead, 1500 days
8.3
TCGA-DW-5561-01A
0 years, male, black or african american, stage:Stage I, alive, 414 days
8.3
TCGA-AL-3466-01A
0 years, male, white, stage:Stage IV, dead, 293 days
8.1
TCGA-UZ-A9PQ-01A
0 years, male, black or african american, stage:Stage III, dead, 2624 days
8.1
TCGA-B3-4104-01A
0 years, male, white, stage:Stage II, alive, 1049 days
8.1
TCGA-2Z-A9JD-01A
0 years, male, white, stage:Stage I, alive, 1060 days
8.1
TCGA-2Z-A9JR-01A
0 years, male, white, stage:Stage I, alive, 161 days
8.1
TCGA-P4-A5E8-01A
0 years, male, white, stage:Stage III, dead, 1306 days
8.0
TCGA-2Z-A9JN-01A
0 years, female, black or african american, stage:Stage I, alive, 740 days
7.9
TCGA-B1-A657-01A
0 years, male, white, stage:Stage I, alive, 641 days
7.9
TCGA-MH-A55W-01A
0 years, male, black or african american, stage:Stage I, alive, 1043 days
7.7
TCGA-BQ-5890-01A
0 years, male, white, stage:Stage III, alive, 233 days
7.7
TCGA-DW-7834-01A
0 years, male, white, stage:Stage I, alive, 3950 days
7.6
TCGA-IZ-8195-01A
0 years, male, white, stage:Stage II, alive, 677 days
7.5
TCGA-SX-A7SR-01A
0 years, male, white, stage:Stage II, alive, 805 days
7.5
TCGA-4A-A93X-01A
0 years, male, white, stage:Stage IV, alive, 390 days
7.3
TCGA-BQ-5881-01A
0 years, male, white, stage:Stage I, alive, 1454 days
7.3
TCGA-5P-A9KA-01A
0 years, male, white, stage:'--, alive, 395 days
7.3
TCGA-A4-A6HP-01A
0 years, male, white, stage:Stage I, alive, 379 days
7.3
TCGA-KV-A6GD-01A
0 years, male, white, stage:Stage I, alive, 560 days
7.2
TCGA-SX-A7SO-01A
0 years, male, white, stage:Stage I, alive, 1257 days
7.1
TCGA-J7-6720-01A
0 years, male, asian, stage:Stage I, alive, 388 days
7.1
TCGA-UZ-A9PZ-01A
0 years, male, white, stage:Stage III, alive, 657 days
7.0
TCGA-Y8-A896-01A
0 years, male, white, stage:Stage III, alive, 567 days
7.0
TCGA-AT-A5NU-01A
0 years, male, white, stage:Stage I, alive, 67 days
7.0
TCGA-P4-A5EB-01A
0 years, male, white, stage:Stage I, alive, 2477 days
6.7
TCGA-Y8-A895-01A
0 years, male, white, stage:Stage I, alive, 484 days
6.7
TCGA-SX-A7SM-01A
0 years, male, black or african american, stage:Stage IV, dead, 363 days
6.7
TCGA-F9-A8NY-01A
0 years, female, asian, stage:Stage IV, alive, 36 days
6.7
TCGA-SX-A7SS-01A
0 years, male, white, stage:Stage I, alive, 1615 days
6.6
TCGA-B9-4115-01A
0 years, male, black or african american, stage:Stage I, alive, 803 days
6.6
TCGA-AL-3473-01A
0 years, male, white, stage:Stage II, alive, 1906 days
6.6
TCGA-Y8-A8S1-01A
0 years, male, white, stage:Stage I, alive, 404 days
6.6
TCGA-GL-A59R-01A
0 years, male, white, stage:Stage III, alive, 378 days
6.6
TCGA-IA-A83T-01A
0 years, male, white, stage:'--, dead, 2684 days
6.5
TCGA-A4-8312-01A
0 years, male, black or african american, stage:Stage I, alive, 708 days
6.4
TCGA-IA-A83V-01A
0 years, male, white, stage:Stage I, dead, 2941 days
6.4
TCGA-MH-A855-01A
0 years, female, black or african american, stage:Stage II, alive, 369 days
6.4
TCGA-SX-A7SP-01A
0 years, female, white, stage:Stage I, dead, 496 days
6.4
TCGA-MH-A856-01A
0 years, male, white, stage:Stage I, alive, 947 days
6.4
TCGA-B9-4114-01A
0 years, male, black or african american, stage:'--, alive, 857 days
6.3
TCGA-BQ-7045-01A
0 years, male, black or african american, stage:Stage I, dead, 1468 days
6.2
TCGA-SX-A7SN-01A
0 years, male, white, stage:Stage I, alive, 578 days
6.1
TCGA-Y8-A898-01A
0 years, male, white, stage:Stage I, alive, 475 days
6.0
TCGA-IA-A83W-01A
0 years, male, white, stage:Stage I, dead, 2043 days
5.9
TCGA-5P-A9K9-01A
0 years, female, white, stage:'--, dead, 589 days
5.8
TCGA-IZ-A6M9-01A
0 years, male, white, stage:Stage I, alive, 376 days
5.8
TCGA-DW-7840-01A
0 years, male, black or african american, stage:Stage I, alive, 114 days
5.6
TCGA-5P-A9K0-01A
0 years, male, white, stage:'--, alive, 677 days
5.6
TCGA-2Z-A9JM-01A
0 years, male, white, stage:Stage I, alive, 934 days
5.4
TCGA-SX-A7SU-01A
0 years, male, stage:Stage I, alive, 1331 days
5.4
TCGA-MH-A561-01A
0 years, male, white, stage:Stage I, alive, 841 days
5.4
TCGA-BQ-7055-01A
0 years, male, white, stage:Stage I, alive, 799 days
5.4
TCGA-IA-A40U-01A
0 years, male, white, stage:Stage III, alive, 511 days
5.3
TCGA-HE-A5NL-01A
0 years, male, stage:Stage I, alive, 767 days
5.3
TCGA-B1-7332-01A
0 years, female, black or african american, stage:Stage II, alive, 1141 days
5.2
TCGA-O9-A75Z-01A
0 years, male, white, stage:Stage I, alive, 471 days
5.2
TCGA-MH-A55Z-01A
0 years, male, black or african american, stage:Stage I, alive, 845 days
5.2
TCGA-SX-A71V-01A
0 years, male, white, stage:Stage I, alive, 876 days
5.2
TCGA-B9-4617-01A
0 years, male, black or african american, stage:'--, alive, 35 days
5.2
TCGA-UZ-A9Q0-01A
0 years, male, white, stage:Stage I, alive, 3368 days
5.2
TCGA-P4-AAVL-01A
0 years, male, white, stage:Stage III, dead, 487 days
5.0
TCGA-A4-7287-01A
0 years, female, white, stage:Stage I, dead, 597 days
5.0
TCGA-B9-A8YI-01A
0 years, male, black or african american, stage:Stage I, alive, 374 days
5.0
TCGA-MH-A562-01A
0 years, male, black or african american, stage:Stage I, alive, 616 days
5.0
TCGA-2Z-A9J8-01A
0 years, male, white, stage:Stage I, alive, 2790 days
4.9
TCGA-2Z-A9J6-01A
0 years, male, white, stage:Stage I, alive, 1731 days
4.9
TCGA-UZ-A9PK-01A
0 years, male, white, stage:Stage I, alive, 3571 days
4.9
TCGA-P4-AAVK-01A
0 years, male, white, stage:Stage III, alive, 1590 days
4.8
TCGA-BQ-5880-01A
0 years, male, white, stage:Stage III, dead, 1314 days
4.8
TCGA-DW-5560-01A
0 years, female, white, stage:Stage I, alive, 1486 days
4.8
TCGA-5P-A9JZ-01A
0 years, female, white, stage:'--, alive, 2744 days
4.7
TCGA-BQ-5885-01A
0 years, male, white, stage:Stage III, alive, 921 days
4.7
TCGA-P4-AAVM-01A
0 years, male, white, stage:Stage I, alive, 1539 days
4.6
TCGA-IA-A40Y-01A
0 years, female, white, stage:Stage III, alive, 62 days
4.5
TCGA-B1-A655-01A
0 years, female, white, stage:Stage I, alive, 510 days
4.5
TCGA-5P-A9JU-01A
0 years, male, white, stage:Stage III, alive, 373 days
4.3
TCGA-BQ-7056-01A
0 years, female, white, stage:Stage III, alive, 612 days
4.3
TCGA-A4-A5DU-01A
0 years, female, white, stage:Stage I, alive, 496 days
4.3
TCGA-2Z-A9J5-01A
0 years, male, white, stage:Stage II, alive, 3050 days
4.3
TCGA-IZ-A6M8-01A
0 years, male, black or african american, stage:Stage I, alive, 497 days
4.2
TCGA-A4-8518-01A
0 years, male, white, stage:Stage I, alive, 600 days
4.2
TCGA-4A-A93W-01A
0 years, female, white, stage:Stage I, alive, 4 days
4.2
TCGA-5P-A9KF-01A
0 years, male, white, stage:'--, alive, 845 days
4.1
TCGA-B1-A47M-01A
0 years, male, black or african american, stage:Stage III, alive, 659 days
4.0
TCGA-5P-A9JY-01A
0 years, male, white, stage:'--, dead, 1508 days
4.0
TCGA-HE-A5NI-01A
0 years, male, stage:Stage I, alive, 360 days
3.9
TCGA-GL-A59T-01A
0 years, male, white, stage:Stage I, alive, 546 days
3.9
TCGA-2Z-A9J1-01A
0 years, male, white, stage:Stage I, alive, 2298 days
3.8
TCGA-5P-A9K4-01A
0 years, male, white, stage:'--, alive, 2184 days
3.7
TCGA-AL-3472-01A
0 years, male, black or african american, stage:'--, alive, 2029 days
3.5
TCGA-IA-A83S-01A
0 years, male, white, stage:'--, dead, 2609 days
3.5
TCGA-5P-A9K3-01A
0 years, male, white, stage:'--, dead, 471 days
3.5
TCGA-P4-A5EA-01A
0 years, female, white, stage:Stage III, dead, 201 days
3.5
TCGA-B1-A656-01A
0 years, male, white, stage:Stage I, alive, 618 days
3.4
TCGA-G7-A8LC-01A
0 years, male, white, stage:Stage I, alive, 702 days
3.3
TCGA-GL-A4EM-01A
0 years, male, white, stage:Stage I, alive, 32 days
3.3
TCGA-AL-7173-01A
0 years, female, white, stage:Stage IV, alive, 2060 days
3.2
TCGA-SX-A71R-01A
0 years, male, white, stage:Stage I, alive, 1457 days
3.2
TCGA-KV-A6GE-01A
0 years, male, white, stage:Stage I, alive, 885 days
3.1
TCGA-2Z-A9J3-01A
0 years, male, white, stage:Stage II, dead, 1771 days
3.0
TCGA-B1-A654-01A
0 years, female, black or african american, stage:Stage I, alive, 616 days
3.0
TCGA-UZ-A9PL-01A
0 years, male, white, stage:Stage II, alive, 3152 days
2.9
TCGA-B1-A47N-01A
0 years, male, white, stage:Stage I, alive, 1110 days
2.9
TCGA-2Z-A9JP-01A
0 years, male, white, stage:Stage I, alive, 893 days
2.7
TCGA-PJ-A5Z9-01A
0 years, female, white, stage:Stage I, alive, 540 days
2.7
TCGA-2Z-A9J7-01A
0 years, male, white, stage:Stage IV, dead, 139 days
2.7
TCGA-2Z-A9JO-01A
0 years, female, black or african american, stage:Stage I, alive, 949 days
2.7
TCGA-BQ-5888-01A
0 years, female, white, stage:Stage I, alive, 403 days
2.6
TCGA-B1-A47O-01A
0 years, female, white, stage:Stage I, alive, 842 days
2.5
TCGA-5P-A9JW-01A
0 years, male, white, stage:'--, alive, 3241 days
2.5
TCGA-P4-A5E6-01A
0 years, male, black or african american, stage:Stage III, alive, 3035 days
2.5
TCGA-F9-A7VF-01A
0 years, female, white, stage:Stage I, alive, 73 days
2.5
TCGA-2Z-A9JE-01A
0 years, male, white, stage:Stage I, alive, 1728 days
2.4
TCGA-2Z-A9JQ-01A
0 years, male, white, stage:Stage I, alive, 778 days
2.4
TCGA-5P-A9KE-01A
0 years, male, white, stage:'--, alive, 824 days
2.4
TCGA-B9-A44B-01A
0 years, male, black or african american, stage:Stage III, alive, 361 days
2.3
TCGA-G7-6796-01A
0 years, male, white, stage:Stage I, alive, 2173 days
2.2
TCGA-WN-AB4C-01A
0 years, female, white, stage:Stage I, alive, 1188 days
2.2
TCGA-BQ-7058-01A
0 years, male, white, stage:Stage III, dead, 343 days
2.1
TCGA-P4-AAVO-01A
0 years, male, white, stage:Stage I, alive, 2400 days
2.1
TCGA-Q2-A5QZ-01A
0 years, female, black or african american, stage:Stage III, alive, 428 days
2.1
TCGA-MH-A854-01A
0 years, female, black or african american, stage:Stage I, alive, 536 days
2.0
TCGA-2Z-A9JT-01A
0 years, male, white, stage:Stage I, alive, 684 days
1.9
TCGA-G7-A8LB-01A
0 years, male, white, stage:Stage IV, alive, 547 days
1.8
TCGA-G7-6795-01A
0 years, male, white, stage:Stage I, alive, 1194 days
1.6
TCGA-AL-A5DJ-01A
0 years, female, white, stage:Stage III, dead, 1498 days
1.6
TCGA-2Z-A9J2-01A
0 years, female, white, stage:Stage I, alive, 1795 days
1.5
TCGA-BQ-5886-01A
0 years, male, white, stage:Stage III, alive, 792 days
1.5
TCGA-F9-A7Q0-01A
0 years, female, asian, stage:Stage I, alive, 398 days
1.3
TCGA-J7-A8I2-01A
0 years, male, asian, stage:Stage I, alive, 307 days
1.3
TCGA-5P-A9K2-01A
0 years, male, white, stage:'--, alive, 2392 days
1.0
TCGA-KV-A74V-01A
0 years, male, white, stage:Stage I, alive, 347 days
0.8
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RENAL CELL CARCINOMA - Protein relative expression (CPTAC)
Number of samples
194
Samples
Sample ID
Sample type
nRPX
CPT0088550004
Tumor
1.0
CPT0001340003
Tumor
0.8
CPT0092730003
Tumor
0.7
CPT0088760003
Tumor
0.7
CPT0071150004
Tumor
0.6
CPT0066470004
Tumor
0.6
CPT0065690003
Tumor
0.6
CPT0017410003
Tumor
0.5
CPT0086030003
Tumor
0.5
CPT0006630003
Tumor
0.5
CPT0015910003
Tumor
0.5
CPT0092190003
Normal
0.5
CPT0001260009
Tumor
0.5
CPT0077490003
Tumor
0.5
CPT0010160003
Tumor
0.5
CPT0012080003
Tumor
0.5
CPT0001540009
Tumor
0.4
CPT0075560003
Tumor
0.4
CPT0088900003
Tumor
0.4
CPT0092290003
Tumor
0.4
CPT0088630003
Tumor
0.4
CPT0065930003
Tumor
0.4
CPT0078510003
Tumor
0.4
CPT0079380003
Tumor
0.4
CPT0001270001
Normal
0.4
CPT0000780007
Tumor
0.4
CPT0088690003
Tumor
0.3
CPT0077320001
Normal
0.3
CPT0019990003
Tumor
0.3
CPT0025350003
Tumor
0.3
CPT0081880003
Tumor
0.3
CPT0025880003
Tumor
0.3
CPT0063320003
Tumor
0.3
CPT0066480003
Tumor
0.3
CPT0023690003
Tumor
0.3
CPT0025230003
Tumor
0.3
CPT0081600003
Tumor
0.3
CPT0075130003
Tumor
0.3
CPT0025290003
Tumor
0.3
CPT0017850003
Tumor
0.3
CPT0000640003
Tumor
0.3
CPT0078990003
Tumor
0.3
CPT0065870003
Tumor
0.3
CPT0025170003
Tumor
0.3
CPT0009000003
Tumor
0.3
CPT0015810003
Tumor
0.3
CPT0075720003
Tumor
0.3
CPT0079410003
Tumor
0.3
CPT0065430003
Tumor
0.2
CPT0007860003
Tumor
0.2
CPT0092790003
Tumor
0.2
CPT0010110003
Tumor
0.2
CPT0006900003
Tumor
0.2
CPT0064370003
Tumor
0.2
CPT0025580004
Tumor
0.2
CPT0078930003
Tumor
0.2
CPT0020120003
Tumor
0.2
CPT0085670003
Tumor
0.2
CPT0081990003
Tumor
0.2
CPT0075170001
Normal
0.2
CPT0000870016
Tumor
0.2
CPT0014160003
Tumor
0.2
CPT0025110003
Tumor
0.2
CPT0001220008
Tumor
0.2
CPT0010120001
Normal
0.2
CPT0084590001
Normal
0.2
CPT0088970003
Tumor
0.2
CPT0001500009
Tumor
0.2
CPT0084560003
Tumor
0.2
CPT0089460004
Tumor
0.2
CPT0069160003
Tumor
0.2
CPT0087040003
Tumor
0.2
CPT0079300001
Normal
0.1
CPT0079270003
Tumor
0.1
CPT0025050003
Tumor
0.1
CPT0024680001
Normal
0.1
CPT0007320003
Tumor
0.1
CPT0092160003
Tumor
0.1
CPT0021240003
Tumor
0.1
CPT0079230003
Tumor
0.1
CPT0015730003
Tumor
0.1
CPT0009060003
Tumor
0.1
CPT0089020003
Tumor
0.1
CPT0077110003
Tumor
0.1
CPT0026410003
Tumor
0.1
CPT0012280003
Tumor
0.1
CPT0086950003
Tumor
0.1
CPT0077310003
Tumor
0.1
CPT0075570001
Normal
0.0
CPT0012180003
Tumor
0.0
CPT0086870003
Tumor
0.0
CPT0086820003
Tumor
0.0
CPT0063630003
Tumor
0.0
CPT0019130003
Tumor
0.0
CPT0012900004
Tumor
0.0
CPT0069000003
Tumor
0.0
CPT0078530001
Normal
0.0
CPT0011410003
Tumor
0.0
CPT0001190001
Normal
0.0
CPT0025610001
Normal
0.0
CPT0079510001
Normal
0.0
CPT0012550003
Tumor
0.0
CPT0014370004
Tumor
0.0
CPT0079480003
Tumor
0.0
CPT0025920001
Normal
0.0
CPT0012640003
Normal
0.0
CPT0078830003
Tumor
0.0
CPT0011240003
Tumor
0.0
CPT0089040001
Normal
0.0
CPT0014470001
Normal
0.0
CPT0086360003
Tumor
0.0
CPT0082010001
Normal
0.0
CPT0006530001
Normal
-0.1
CPT0065820001
Normal
-0.1
CPT0006440003
Tumor
-0.1
CPT0012670003
Tumor
-0.1
CPT0001510001
Normal
-0.1
CPT0014450004
Tumor
-0.1
CPT0069190001
Normal
-0.1
CPT0086890003
Normal
-0.1
CPT0063330001
Normal
-0.1
CPT0064400001
Normal
-0.1
CPT0000660001
Normal
-0.1
CPT0014130001
Normal
-0.1
CPT0076350001
Normal
-0.1
CPT0012370003
Tumor
-0.1
CPT0013790003
Normal
-0.1
CPT0088570001
Normal
-0.1
CPT0065810003
Tumor
-0.1
CPT0079430001
Normal
-0.1
CPT0065750003
Tumor
-0.1
CPT0063640001
Normal
-0.1
CPT0020130001
Normal
-0.1
CPT0007470001
Normal
-0.1
CPT0086370003
Normal
-0.1
CPT0002370001
Normal
-0.1
CPT0077500001
Normal
-0.1
CPT0025060001
Normal
-0.1
CPT0023350003
Tumor
-0.1
CPT0078800003
Tumor
-0.1
CPT0023360001
Normal
-0.1
CPT0009020003
Normal
-0.1
CPT0078840001
Normal
-0.1
CPT0001230001
Normal
-0.1
CPT0002350011
Tumor
-0.1
CPT0007870001
Normal
-0.1
CPT0088480003
Tumor
-0.1
CPT0088640003
Normal
-0.1
CPT0017450001
Normal
-0.1
CPT0018250001
Normal
-0.1
CPT0069010001
Normal
-0.1
CPT0079000001
Normal
-0.1
CPT0006950001
Normal
-0.1
CPT0001180009
Tumor
-0.1
CPT0076330003
Tumor
-0.1
CPT0087050003
Normal
-0.1
CPT0023710001
Normal
-0.1
CPT0081620001
Normal
-0.1
CPT0002270011
Tumor
-0.1
CPT0088710001
Normal
-0.2
CPT0001350001
Normal
-0.2
CPT0012290003
Normal
-0.2
CPT0092310003
Normal
-0.2
CPT0001550001
Normal
-0.2
CPT0086830003
Normal
-0.2
CPT0092740003
Normal
-0.2
CPT0019160001
Normal
-0.2
CPT0086970003
Normal
-0.2
CPT0006730001
Normal
-0.2
CPT0066520001
Normal
-0.2
CPT0010170001
Normal
-0.2
CPT0088920001
Normal
-0.2
CPT0078670001
Normal
-0.2
CPT0088780001
Normal
-0.2
CPT0088500001
Normal
-0.2
CPT0012570003
Normal
-0.2
CPT0000890001
Normal
-0.2
CPT0012090003
Normal
-0.2
CPT0014350001
Normal
-0.2
CPT0012920003
Normal
-0.2
CPT0077140001
Normal
-0.2
CPT0012770003
Normal
-0.3
CPT0020020001
Normal
-0.3
CPT0066430001
Normal
-0.3
CPT0089480003
Normal
-0.3
CPT0065450001
Normal
-0.3
CPT0000790001
Normal
-0.3
CPT0009080003
Normal
-0.3
CPT0078940001
Normal
-0.3
CPT0092800003
Normal
-0.3
CPT0026420001
Normal
-0.3
CPT0024670003
Tumor
-0.4
CPT0078660003
Tumor
-0.7
CPT0079180003
Tumor
-1.0
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RENAL CANCER - Protein expressioni
A mouse-over function shows sample information and annotation data. Click on an image to view it in a full screen mode. Samples can be filtered based on level of antibody staining by selecting one or several of the following categories: high, medium, low and not detected. The assay and annotation is described here.
Note that samples used for immunohistochemistry by the Human Protein Atlas do not correspond to samples in the TCGA dataset.
Antibody stainingi
Antibody staining in the annotated cell types in the current human tissue is reported as not detected, low, medium, or high, based on conventional immunohistochemistry profiling in selected tissues. This score is based on the combination of the staining intensity and fraction of stained cells.
Each image is clickable and will lead to virtual microscopy that enables deeper exploration of all samples and also displays staining intensity scores, fraction scores and subcellular localization as well as patient and tissue information for each sample.
The Human Protein Atlas project is funded
