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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.
SPAG9 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
16.7
Number of samples
64
Samples
Sample
Description
TPM
TCGA-KL-8343-01A
0 years, male, white, stage:Stage III, dead, 2172 days
88.4
TCGA-KL-8333-01A
0 years, male, white, stage:Stage II, alive, 2991 days
62.4
TCGA-KN-8419-01A
0 years, male, black or african american, stage:Stage II, alive, 714 days
56.3
TCGA-KN-8432-01A
0 years, female, white, stage:Stage II, alive, 76 days
54.8
TCGA-KL-8344-01A
0 years, male, white, stage:Stage III, alive, 876 days
54.0
TCGA-KN-8423-01A
0 years, male, white, stage:Stage I, alive, 788 days
31.0
TCGA-KM-8477-01A
0 years, male, white, stage:Stage I, alive, 1553 days
30.3
TCGA-KN-8428-01A
0 years, male, white, stage:Stage II, dead, 1590 days
29.3
TCGA-KL-8329-01A
0 years, female, asian, stage:Stage I, alive, 2752 days
24.3
TCGA-KL-8325-01A
0 years, female, white, stage:Stage II, dead, 725 days
24.2
TCGA-KL-8323-01A
0 years, female, white, stage:Stage III, dead, 1158 days
24.2
TCGA-KL-8341-01A
0 years, male, asian, stage:Stage IV, dead, 754 days
24.1
TCGA-KN-8424-01A
0 years, female, white, stage:Stage I, alive, 1983 days
20.6
TCGA-KN-8429-01A
0 years, female, white, stage:Stage III, alive, 2650 days
19.6
TCGA-KN-8427-01A
0 years, male, white, stage:Stage IV, alive, 30 days
19.1
TCGA-KO-8411-01A
0 years, male, white, stage:Stage I, alive, 3958 days
18.3
TCGA-KO-8406-01A
0 years, female, white, stage:Stage I, alive, 3145 days
17.5
TCGA-KN-8435-01A
0 years, male, white, stage:Stage II, alive, 3498 days
17.3
TCGA-KM-8639-01A
0 years, male, white, stage:Stage I, alive, 953 days
17.1
TCGA-KM-8441-01A
0 years, female, white, stage:Stage I, alive, 876 days
16.9
TCGA-KL-8326-01A
0 years, male, white, stage:Stage III, alive, 3322 days
16.7
TCGA-KN-8436-01A
0 years, male, white, stage:Stage II, alive, 1288 days
16.5
TCGA-KM-8440-01A
0 years, male, black or african american, stage:Stage III, alive, 1366 days
16.0
TCGA-KN-8426-01A
0 years, male, white, stage:Stage IV, alive, 108 days
15.8
TCGA-KO-8413-01A
0 years, male, white, stage:Stage I, alive, 3038 days
15.4
TCGA-KL-8336-01A
0 years, female, white, stage:Stage IV, dead, 920 days
14.9
TCGA-KN-8437-01A
0 years, female, white, stage:Stage I, alive, 3068 days
13.9
TCGA-KL-8332-01A
0 years, male, white, stage:Stage I, alive, 2582 days
13.7
TCGA-KN-8434-01A
0 years, female, white, stage:Stage II, alive, 1797 days
13.7
TCGA-KM-8442-01A
0 years, male, stage:Stage II, alive, 1437 days
13.6
TCGA-KN-8425-01A
0 years, male, white, stage:Stage I, alive, 3179 days
13.5
TCGA-KN-8418-01A
0 years, female, white, stage:Stage II, alive, 3935 days
13.3
TCGA-KL-8339-01A
0 years, male, white, stage:Stage IV, dead, 855 days
13.0
TCGA-KN-8421-01A
0 years, female, white, stage:Stage II, alive, 2674 days
12.5
TCGA-KO-8417-01A
0 years, female, white, stage:Stage I, alive, 2815 days
12.1
TCGA-KO-8410-01A
0 years, female, white, stage:Stage I, alive, 3136 days
11.9
TCGA-KL-8334-01A
0 years, female, white, stage:Stage III, alive, 2949 days
11.4
TCGA-KL-8330-01A
0 years, female, black or african american, stage:Stage II, alive, 3304 days
10.9
TCGA-KL-8338-01A
0 years, male, white, stage:Stage III, alive, 2633 days
10.3
TCGA-KL-8340-01A
0 years, male, white, stage:Stage II, alive, 2024 days
10.3
TCGA-KL-8345-01A
0 years, male, white, stage:Stage III, alive, 1665 days
9.5
TCGA-KO-8414-01A
0 years, female, white, stage:Stage II, alive, 3212 days
9.2
TCGA-KN-8433-01A
0 years, female, white, stage:Stage III, alive, 341 days
9.2
TCGA-KO-8404-01A
0 years, male, white, stage:Stage IV, dead, 325 days
9.1
TCGA-KL-8337-01A
0 years, male, black or african american, stage:Stage II, alive, 1364 days
8.6
TCGA-KO-8405-01A
0 years, male, white, stage:Stage III, alive, 3056 days
8.0
TCGA-KL-8331-01A
0 years, female, white, stage:Stage II, alive, 3010 days
7.8
TCGA-KO-8416-01A
0 years, male, white, stage:Stage III, alive, 2752 days
6.9
TCGA-KL-8335-01A
0 years, male, white, stage:Stage III, alive, 2815 days
6.8
TCGA-KO-8409-01A
0 years, male, white, stage:Stage II, alive, 3180 days
6.7
TCGA-KM-8439-01A
0 years, male, white, stage:Stage I, alive, 708 days
6.7
TCGA-KO-8415-01A
0 years, female, white, stage:Stage I, alive, 2939 days
6.3
TCGA-KO-8407-01A
0 years, male, white, stage:Stage II, alive, 2820 days
6.0
TCGA-KN-8431-01A
0 years, female, stage:Stage II, alive, 588 days
5.9
TCGA-KL-8328-01A
0 years, male, white, stage:Stage II, alive, 3127 days
5.6
TCGA-KO-8403-01A
0 years, male, white, stage:Stage I, alive, 3208 days
5.4
TCGA-KL-8324-01A
0 years, female, white, stage:Stage II, alive, 4676 days
5.3
TCGA-KO-8408-01A
0 years, male, white, stage:Stage III, dead, 507 days
5.1
TCGA-KM-8443-01A
0 years, male, white, stage:Stage II, alive, 1520 days
4.7
TCGA-KL-8342-01A
0 years, female, white, stage:Stage II, alive, 2248 days
4.7
TCGA-KL-8346-01A
0 years, male, white, stage:Stage II, alive, 1897 days
4.4
TCGA-KM-8438-01A
0 years, female, white, stage:Stage II, alive, 4622 days
4.3
TCGA-KL-8327-01A
0 years, female, white, stage:Stage I, alive, 4169 days
4.2
TCGA-KM-8476-01A
0 years, male, white, stage:Stage I, alive, 3745 days
The Survival Scatter plot shows the clinical status (i.e. dead or alive) for all individuals in the patient cohort, based on the same data that underlies the corresponding Kaplan-Meier plots. Patients that are alive at last time for follow-up are shown in blue and patients who have died during the study are shown in red.
The x-axis shows the expression levels (FPKM) of the investigated gene in the tumor tissue at the time of diagnosis. The y-axis shows the follow-up time after diagnosis (years). Both axes are complimented with kernel density curves demonstrating the data density over the axes. The top density plot shows the expression levels (FPKM) distribution among dead (red) and alive patients (blue). The right density plot shows the data density of the survived years of dead patients with high and low expression levels respectively, stratified using the cutoff indicated by the vertical dashed line through the Survival Scatter plot. This cutoff is automatically defined based on the FPKM cutoff that minimizes the p-score. The cutoff can be changed by dragging the vertical line or by entering a cutoff value in the square labeled "Current cut-off".
Under the Survival Scatter plot the p-score landscape (black curve; left axis) is shown together with dead median separation (red curve; right axis). Dead median separation is the difference in median mRNA expression between patients who have died with high and low expression, respectively. It is calculated as follows: median FPKM expression of dead patients with high expression - median FPKM expression of dead patients with low expression. This is intended to aid the user in visually exploring custom cutoffs and the associated p-scores and dead median separation.
Individual patient data is displayed and can be filtered by clicking on one or more of the category buttons on the top of the page. Categories describing expression level and patient information include: high, low, alive, dead, female, male and tumor stages. The scale of the x-axis can be toggled between linear and log-scale by clicking on the "x log" button. Mouse-over function shows TCGA ID, patient information and mRNA expression (FPKM) for each patient.
& Survival analysisi
Kaplan-Meier plots summarize results from analysis of correlation between mRNA expression level and patient survival. Patients were divided based on level of expression into one of the two groups "low" (under cut off) or "high" (over cut off). X-axis shows time for survival (years) and y-axis shows the probability of survival, where 1.0 corresponds to 100 percent.
SPAG9 is validated prognostic, high expression is favorable in Kidney Renal Clear Cell Carcinoma (TCGA)
Stage:
Survival analysis
Current cut offi
Current cut-off shows the cut-off (FPKM) currently selected. It may be changed manually. When the current cut-off is changed, the vertical dashed line indicating cut-off, the interactive survival scatter plot and the Kaplan-Meier curve will be automatically adjusted to show results accordingly.
:
Best expression cut offi
Based on the FPKM value of each gene, patients were classified into two groups and association between prognosis (survival) and gene expression (FPKM) was examined. The best expression cut-off refers the FPKM value that yields maximal difference with regard to survival between the two groups at the lowest log-rank P-value. Best expression cut-off was selected based on survival analysis .
When clicking on this number, the vertical dashed line indicating cut-off, the interactive survival plot, and the Kaplan-Meier curve will be adjusted to show results based on the best expression cut-off.
Median expression refers to the median FPKM value calculated based on the gene expression (FPKM) data from all patients in this dataset. When clicking on this number, the vertical dashed line indicating cut-off, the interactive survival plot, and the Kaplan-Meier curve will be adjusted to show results based on the median expression.
Median follow up time refers to the median time (years) after diagnosis with this type of cancer, based on clinical data from all patients in this dataset.
: N/A
P scorei
Log-rank P value for Kaplan-Meier plot showing results from analysis of correlation between mRNA expression level and patient survival.
N/A
5-year survival highi
5-year survival for patients with higher expression than the expression cutoff.
For melanoma and glioma, 3-year survival is shown.
N/A
5-year survival lowi
5-year survival for patients with lower expression than the expression cutoff.
For melanoma and glioma, 3-year survival is shown.
N/A
TCGA RNA samplesi
RNA-seq data is reported as average FPKM (number Fragments Per Kilobase of exon per Million reads), generated by the The Cancer Genome Atlas (TCGA) .
Normal distribution across the dataset is visualized with box plots, shown as median and 25th and 75th percentiles. Points are displayed as outliers if they are above or below 1.5 times the interquartile range. FPKM values of the individual samples are presented next to the box plot.
Average TPM
26.1
Number of samples
521
Samples
Sample
Description
TPM
TCGA-B4-5835-01A
0 years, female, white, stage:Stage I, alive, 16 days
98.1
TCGA-CZ-5986-01A
0 years, male, white, stage:Stage I, alive, 373 days
88.8
TCGA-CJ-5681-01A
0 years, female, white, stage:Stage IV, dead, 552 days
77.2
TCGA-CW-6088-01A
0 years, male, white, stage:Stage I, alive, 3222 days
75.4
TCGA-B4-5377-01A
0 years, female, white, stage:Stage IV, alive, 365 days
74.4
TCGA-EU-5907-01A
0 years, male, white, stage:Stage III, alive, 127 days
74.4
TCGA-A3-3313-01A
0 years, male, black or african american, stage:Stage I, dead, 735 days
72.3
TCGA-T7-A92I-01A
0 years, female, black or african american, stage:Stage I, alive, 356 days
68.2
TCGA-CZ-5982-01A
0 years, female, white, stage:Stage I, alive, 2439 days
67.1
TCGA-A3-3320-01A
0 years, female, white, stage:Stage I, alive, 1508 days
66.3
TCGA-B4-5832-01A
0 years, male, white, stage:Stage III, alive, 155 days
63.1
TCGA-CJ-4634-01A
0 years, female, white, stage:Stage I, alive, 3498 days
60.8
TCGA-CJ-4904-01A
0 years, female, white, stage:Stage IV, alive, 3302 days
60.7
TCGA-BP-4775-01A
0 years, female, white, stage:Stage I, alive, 1843 days
60.5
TCGA-CJ-6032-01A
0 years, female, white, stage:Stage II, alive, 3639 days
60.4
TCGA-BP-4340-01A
0 years, female, white, stage:Stage I, dead, 562 days
60.0
TCGA-EU-5906-01A
0 years, male, white, stage:Stage I, alive, 206 days
60.0
TCGA-BP-5200-01A
0 years, male, white, stage:Stage II, alive, 1063 days
59.8
TCGA-CZ-5989-01A
0 years, male, white, stage:Stage II, alive, 1905 days
59.2
TCGA-A3-3370-01A
0 years, female, white, stage:Stage I, alive, 2274 days
57.4
TCGA-CW-5584-01A
0 years, male, white, stage:Stage III, dead, 164 days
55.2
TCGA-B2-5635-01A
0 years, male, white, stage:Stage I, alive, 755 days
55.1
TCGA-B0-5691-01A
0 years, female, white, stage:Stage I, alive, 3431 days
53.5
TCGA-A3-3372-01A
0 years, male, white, stage:Stage III, alive, 735 days
53.1
TCGA-B8-5159-01A
0 years, female, white, stage:Stage I, alive, 722 days
51.6
TCGA-A3-3385-01A
0 years, female, white, stage:Stage I, alive, 1993 days
51.5
TCGA-B4-5844-01A
0 years, female, white, stage:Stage II, alive, 7 days
51.5
TCGA-B2-5633-01A
0 years, male, white, stage:Stage I, alive, 963 days
51.3
TCGA-CW-5583-01A
0 years, female, white, stage:Stage I, alive, 2489 days
51.2
TCGA-CZ-5455-01A
0 years, male, white, stage:Stage IV, dead, 561 days
51.1
TCGA-BP-4982-01A
0 years, male, white, stage:Stage I, alive, 1014 days
51.0
TCGA-GK-A6C7-01A
0 years, female, black or african american, stage:Stage I, alive, 61 days
50.4
TCGA-B0-5110-01A
0 years, female, white, stage:Stage I, alive, 2009 days
50.4
TCGA-CW-6093-01A
0 years, male, white, stage:Stage I, alive, 3146 days
50.2
TCGA-CW-5585-01A
0 years, male, white, stage:Stage IV, alive, 2609 days
50.1
TCGA-BP-5202-01A
0 years, male, white, stage:Stage III, alive, 29 days
49.5
TCGA-A3-3331-01A
0 years, female, white, stage:Stage I, alive, 1257 days
48.8
TCGA-CW-5580-01A
0 years, female, white, stage:Stage IV, dead, 1964 days
48.6
TCGA-A3-3373-01A
0 years, female, white, stage:Stage I, alive, 1621 days
48.5
TCGA-B8-5164-01A
0 years, male, white, stage:Stage III, alive, 26 days
48.4
TCGA-CJ-4905-01A
0 years, female, white, stage:Stage I, alive, 1496 days
48.0
TCGA-BP-4766-01A
0 years, female, white, stage:Stage I, alive, 1462 days
47.9
TCGA-B0-5711-01A
0 years, male, white, stage:Stage III, alive, 3989 days
47.6
TCGA-BP-5189-01A
0 years, male, white, stage:Stage I, dead, 822 days
47.4
TCGA-B0-5699-01A
0 years, male, white, stage:Stage I, alive, 3841 days
47.1
TCGA-B0-4710-01A
0 years, female, white, stage:Stage III, alive, 1755 days
47.0
TCGA-BP-5186-01A
0 years, female, white, stage:Stage I, alive, 693 days
46.7
TCGA-B0-4846-01A
0 years, male, white, stage:Stage IV, dead, 1200 days
46.6
TCGA-BP-4987-01A
0 years, female, asian, stage:Stage I, alive, 1124 days
46.6
TCGA-B0-5705-01A
0 years, female, white, stage:Stage I, alive, 4537 days
46.4
TCGA-CZ-5463-01A
0 years, male, white, stage:Stage II, alive, 662 days
46.4
TCGA-BP-4164-01A
0 years, female, white, stage:Stage III, dead, 992 days
46.2
TCGA-CZ-5985-01A
0 years, male, white, stage:Stage II, alive, 1997 days
46.0
TCGA-A3-A8CQ-01A
0 years, female, black or african american, stage:Stage I, alive, 3 days
46.0
TCGA-BP-4975-01A
0 years, male, white, stage:Stage I, alive, 1433 days
45.8
TCGA-CW-5587-01A
0 years, female, white, stage:Stage III, alive, 2226 days
45.4
TCGA-BP-4991-01A
0 years, male, white, stage:Stage I, alive, 1413 days
45.1
TCGA-CW-5581-01A
0 years, male, white, stage:Stage I, alive, 2799 days
44.8
TCGA-B0-5113-01A
0 years, female, white, stage:Stage III, alive, 1175 days
44.7
TCGA-BP-5004-01A
0 years, male, white, stage:Stage I, alive, 1126 days
44.6
TCGA-BP-4999-01A
0 years, male, white, stage:Stage I, alive, 1266 days
44.5
TCGA-CZ-5451-01A
0 years, male, white, stage:Stage II, alive, 1929 days
44.3
TCGA-A3-3352-01A
0 years, male, white, stage:Stage III, dead, 561 days
44.1
TCGA-BP-4756-01A
0 years, female, asian, stage:Stage I, alive, 374 days
44.0
TCGA-CZ-4859-01A
0 years, female, white, stage:Stage I, alive, 1787 days
43.9
TCGA-A3-A6NN-01A
0 years, male, black or african american, stage:Stage I, alive, 3 days
43.8
TCGA-CZ-4864-01A
0 years, male, white, stage:Stage II, dead, 1315 days
43.8
TCGA-B8-5549-01A
0 years, male, white, stage:Stage I, alive, 194 days
43.7
TCGA-B8-4148-01A
0 years, female, white, stage:Stage I, alive, 1520 days
43.7
TCGA-B0-4834-01A
0 years, male, white, stage:Stage I, dead, 2090 days
43.6
TCGA-AK-3461-01A
0 years, male, white, stage:Stage I, alive, 2217 days
42.9
TCGA-B0-4814-01A
0 years, male, white, stage:Stage IV, dead, 168 days
42.8
TCGA-A3-3322-01A
0 years, male, white, stage:Stage I, alive, 1478 days
42.4
TCGA-CJ-4643-01A
0 years, female, white, stage:Stage II, alive, 1793 days
42.3
TCGA-CZ-5461-01A
0 years, male, white, stage:Stage IV, dead, 330 days
41.9
TCGA-B4-5836-01A
0 years, female, white, stage:Stage I, alive, 141 days
41.9
TCGA-EU-5904-01A
0 years, female, white, stage:Stage I, alive, 551 days
41.5
TCGA-A3-3367-01A
0 years, male, white, stage:Stage I, alive, 2270 days
41.3
TCGA-B0-5402-01A
0 years, male, white, stage:Stage IV, alive, 1290 days
41.1
TCGA-CZ-5462-01A
0 years, male, white, stage:Stage IV, dead, 311 days
40.9
TCGA-CJ-5686-01A
0 years, female, white, stage:Stage I, alive, 2038 days
40.6
TCGA-BP-4325-01A
0 years, female, white, stage:Stage I, alive, 2964 days
40.5
TCGA-BP-4976-01A
0 years, male, white, stage:Stage I, alive, 1632 days
40.5
TCGA-BP-5183-01A
0 years, male, white, stage:Stage III, alive, 1291 days
40.5
TCGA-BP-4965-01A
0 years, male, white, stage:Stage I, alive, 1871 days
40.5
TCGA-B0-5693-01A
0 years, female, white, stage:Stage I, alive, 4074 days
39.8
TCGA-B2-4102-01A
0 years, male, white, stage:Stage I, alive, 952 days
39.8
TCGA-B0-4696-01A
0 years, male, white, stage:Stage III, dead, 866 days
39.7
TCGA-CJ-4639-01A
0 years, female, white, stage:Stage II, alive, 3229 days
39.7
TCGA-B8-5553-01A
0 years, female, white, stage:Stage I, alive, 435 days
39.6
TCGA-B2-A4SR-01A
0 years, male, black or african american, stage:Stage II, alive, 507 days
39.6
TCGA-CZ-4853-01A
0 years, male, white, stage:Stage I, alive, 774 days
39.5
TCGA-BP-4973-01A
0 years, male, white, stage:Stage III, alive, 1384 days
39.5
TCGA-A3-3307-01A
0 years, male, stage:Stage III, alive, 1436 days
39.5
TCGA-CZ-5465-01A
0 years, female, stage:Stage III, dead, 2564 days
39.1
TCGA-B0-5713-01A
0 years, female, white, stage:Stage III, alive, 2782 days
39.1
TCGA-CZ-4863-01A
0 years, female, white, stage:Stage III, alive, 1928 days
39.0
TCGA-BP-5173-01A
0 years, male, white, stage:Stage I, dead, 62 days
38.6
TCGA-B0-5119-01A
0 years, female, white, stage:Stage I, alive, 1552 days
38.3
TCGA-CJ-4907-01A
0 years, male, white, stage:Stage III, alive, 1499 days
38.3
TCGA-CJ-4894-01A
0 years, male, white, stage:Stage III, dead, 841 days
38.3
TCGA-A3-3359-01A
0 years, female, white, stage:Stage I, alive, 2504 days
38.2
TCGA-CJ-4920-01A
0 years, female, white, stage:Stage I, dead, 139 days
38.0
TCGA-A3-3376-01A
0 years, male, black or african american, stage:Stage I, dead, 1696 days
38.0
TCGA-BP-4961-01A
0 years, male, white, stage:Stage I, alive, 1935 days
37.9
TCGA-B8-5546-01A
0 years, female, black or african american, stage:Stage I, alive, 505 days
37.8
TCGA-A3-3323-01A
0 years, male, white, stage:Stage I, alive, 1106 days
37.8
TCGA-BP-5181-01A
0 years, female, white, stage:Stage I, alive, 1495 days
37.6
TCGA-B0-5709-01A
0 years, female, white, stage:Stage III, alive, 3974 days
37.5
TCGA-CJ-4899-01A
0 years, male, asian, stage:Stage I, alive, 1528 days
37.5
TCGA-BP-5194-01A
0 years, male, white, stage:Stage I, alive, 408 days
37.5
TCGA-B8-4619-01A
0 years, male, white, stage:Stage I, alive, 523 days
37.3
TCGA-CW-5591-01A
0 years, male, white, stage:Stage IV, alive, 2271 days
37.3
TCGA-B8-5158-01A
0 years, male, white, stage:Stage III, alive, 1218 days
37.1
TCGA-CJ-4908-01A
0 years, male, white, stage:Stage I, alive, 1531 days
37.0
TCGA-A3-3329-01A
0 years, male, white, stage:Stage I, alive, 1624 days
36.9
TCGA-B2-4101-01A
0 years, male, white, stage:Stage II, alive, 648 days
36.9
TCGA-A3-3306-01A
0 years, male, white, stage:Stage I, alive, 1120 days
36.7
TCGA-BP-4765-01A
0 years, male, white, stage:Stage I, alive, 2184 days
36.7
TCGA-B0-5812-01A
0 years, male, white, stage:Stage I, alive, 3834 days
36.5
TCGA-DV-A4W0-01A
0 years, male, black or african american, stage:Stage I, alive, 2470 days
36.5
TCGA-B8-5165-01A
0 years, male, white, stage:Stage I, alive, 737 days
36.5
TCGA-B0-4852-01A
0 years, female, white, stage:Stage II, dead, 1121 days
36.3
TCGA-BP-4963-01A
0 years, male, white, stage:Stage I, alive, 1834 days
36.3
TCGA-A3-3351-01A
0 years, male, white, stage:Stage II, alive, 910 days
36.2
TCGA-B8-A54H-01A
0 years, female, black or african american, stage:Stage II, alive, 256 days
35.7
TCGA-A3-3382-01A
0 years, male, white, stage:Stage I, alive, 574 days
35.6
TCGA-BP-4768-01A
0 years, female, white, stage:Stage I, alive, 400 days
35.5
TCGA-CJ-4903-01A
0 years, male, white, stage:Stage I, alive, 1560 days
35.3
TCGA-BP-4972-01A
0 years, female, white, stage:Stage III, alive, 1502 days
35.3
TCGA-BP-5187-01A
0 years, male, white, stage:Stage I, alive, 406 days
35.2
TCGA-BP-4970-01A
0 years, male, asian, stage:Stage III, alive, 433 days
35.0
TCGA-B0-5690-01A
0 years, female, white, stage:Stage I, alive, 3392 days
35.0
TCGA-CZ-4862-01A
0 years, male, white, stage:Stage I, alive, 3271 days
34.8
TCGA-B4-5834-01A
0 years, male, white, stage:Stage I, alive, 38 days
34.7
TCGA-BP-4801-01A
0 years, male, white, stage:Stage I, alive, 1124 days
34.7
TCGA-BP-4789-01A
0 years, male, white, stage:Stage I, alive, 1489 days
34.5
TCGA-AK-3443-01A
0 years, male, white, stage:Stage II, alive, 1423 days
34.4
TCGA-BP-4803-01A
0 years, male, white, stage:Stage III, alive, 204 days
34.1
TCGA-B0-5099-01A
0 years, female, white, stage:Stage III, dead, 485 days
33.9
TCGA-B2-5636-01A
0 years, male, white, stage:Stage I, alive, 919 days
33.8
TCGA-CZ-4866-01A
0 years, female, white, stage:Stage I, alive, 3267 days
33.7
TCGA-B0-5710-01A
0 years, male, white, stage:Stage I, alive, 2430 days
33.6
TCGA-CZ-4860-01A
0 years, male, white, stage:Stage IV, dead, 206 days
33.6
TCGA-B0-5695-01A
0 years, female, white, stage:Stage I, alive, 2150 days
33.5
TCGA-B8-5545-01A
0 years, male, black or african american, stage:Stage I, alive, 1525 days
33.4
TCGA-A3-3387-01A
0 years, male, white, stage:Stage I, alive, 617 days
33.2
TCGA-BP-4161-01A
0 years, male, white, stage:Stage I, alive, 2746 days
33.2
TCGA-B4-5838-01A
0 years, male, white, stage:'--, alive, 166 days
33.1
TCGA-A3-3324-01A
0 years, male, white, stage:Stage I, alive, 1186 days
33.1
TCGA-B8-A8YJ-01A
0 years, female, black or african american, stage:Stage I, alive, 431 days
33.0
TCGA-B2-3924-01A
0 years, male, white, stage:Stage I, alive, 1092 days
32.7
TCGA-B2-5639-01A
0 years, male, white, stage:Stage IV, dead, 1003 days
32.7
TCGA-BP-5006-01A
0 years, male, white, stage:Stage I, alive, 840 days
32.6
TCGA-BP-4162-01A
0 years, female, white, stage:Stage I, alive, 3074 days
32.5
TCGA-BP-4344-01A
0 years, female, white, stage:Stage I, alive, 1666 days
32.0
TCGA-A3-3326-01A
0 years, male, white, stage:Stage I, alive, 1137 days
31.9
TCGA-BP-4347-01A
0 years, male, white, stage:Stage III, alive, 1367 days
31.9
TCGA-BP-4790-01A
0 years, male, white, stage:Stage I, dead, 1111 days
31.9
TCGA-B8-A54F-01A
0 years, female, black or african american, stage:Stage I, alive, 519 days
31.6
TCGA-A3-3343-01A
0 years, male, white, stage:Stage II, alive, 945 days
31.6
TCGA-CZ-5467-01A
0 years, female, white, stage:Stage III, dead, 73 days
31.6
TCGA-BP-4353-01A
0 years, male, white, stage:Stage I, dead, 375 days
31.5
TCGA-A3-3317-01A
0 years, male, stage:Stage II, alive, 1491 days
31.5
TCGA-BP-4330-01A
0 years, female, black or african american, stage:Stage III, alive, 1888 days
31.4
TCGA-BP-5192-01A
0 years, male, white, stage:Stage I, alive, 714 days
31.3
TCGA-B0-4701-01A
0 years, female, white, stage:Stage IV, dead, 238 days
31.1
TCGA-AK-3456-01A
0 years, male, black or african american, stage:Stage II, alive, 1143 days
31.1
TCGA-B0-4845-01A
0 years, male, white, stage:Stage IV, dead, 1986 days
31.1
TCGA-B4-5843-01A
0 years, male, white, stage:Stage I, alive, 11 days
31.0
TCGA-CJ-4644-01A
0 years, female, white, stage:Stage IV, dead, 336 days
31.0
TCGA-CZ-5988-01A
0 years, male, white, stage:Stage I, alive, 693 days
30.9
TCGA-BP-4995-01A
0 years, male, white, stage:Stage I, alive, 1371 days
30.9
TCGA-A3-3362-01A
0 years, female, white, stage:Stage I, alive, 1559 days
30.9
TCGA-A3-A8OW-01A
0 years, male, black or african american, stage:Stage III, alive, 323 days
30.7
TCGA-B8-4622-01A
0 years, male, white, stage:Stage IV, alive, 1525 days
30.6
TCGA-BP-5195-01A
0 years, male, white, stage:Stage I, alive, 749 days
30.5
TCGA-CJ-5680-01A
0 years, female, white, stage:Stage IV, dead, 768 days
30.5
TCGA-B8-5550-01A
0 years, male, white, stage:Stage III, alive, 1476 days
30.5
TCGA-BP-5008-01A
0 years, male, white, stage:Stage I, alive, 1071 days
30.5
TCGA-A3-3311-01A
0 years, male, stage:Stage I, dead, 1191 days
30.4
TCGA-B2-5641-01A
0 years, male, white, stage:Stage I, alive, 656 days
30.3
TCGA-A3-3378-01A
0 years, male, white, stage:Stage I, alive, 630 days
30.2
TCGA-DV-5575-01A
0 years, female, white, stage:Stage I, alive, 1729 days
30.1
TCGA-BP-4974-01A
0 years, male, white, stage:Stage IV, dead, 211 days
30.0
TCGA-CW-6097-01A
0 years, male, white, stage:Stage III, dead, 571 days
29.9
TCGA-BP-5198-01A
0 years, male, white, stage:Stage III, alive, 603 days
29.9
TCGA-B0-4838-01A
0 years, female, white, stage:Stage I, dead, 834 days
29.8
TCGA-BP-4986-01A
0 years, male, white, stage:Stage I, alive, 785 days
29.7
TCGA-CJ-4635-01A
0 years, male, white, stage:Stage I, alive, 1416 days
29.7
TCGA-CZ-5457-01A
0 years, male, white, stage:Stage III, alive, 2754 days
29.6
TCGA-B0-5120-01A
0 years, female, white, stage:Stage I, alive, 1169 days
29.6
TCGA-CJ-4893-01A
0 years, female, white, stage:Stage I, alive, 750 days
29.3
TCGA-A3-A6NJ-01A
0 years, female, black or african american, stage:Stage I, alive, 468 days
29.0
TCGA-A3-3349-01A
0 years, female, white, stage:Stage I, alive, 1385 days
28.9
TCGA-BP-4964-01A
0 years, female, white, stage:Stage I, alive, 1862 days
28.9
TCGA-CW-5590-01A
0 years, male, white, stage:Stage IV, dead, 1075 days
28.7
TCGA-CJ-4874-01A
0 years, female, white, stage:Stage I, alive, 2283 days
28.5
TCGA-CJ-4886-01A
0 years, female, white, stage:Stage I, alive, 1952 days
28.5
TCGA-A3-3308-01A
0 years, female, white, stage:Stage III, alive, 16 days
28.3
TCGA-BP-4342-01A
0 years, male, white, stage:Stage II, dead, 2256 days
28.2
TCGA-B8-5163-01A
0 years, female, white, stage:Stage III, alive, 822 days
28.0
TCGA-BP-4170-01A
0 years, female, white, stage:Stage I, dead, 2343 days
28.0
TCGA-AK-3428-01A
0 years, male, white, stage:Stage III, alive, 3728 days
27.9
TCGA-BP-4994-01A
0 years, male, white, stage:Stage I, alive, 1308 days
27.9
TCGA-CZ-5984-01A
0 years, male, white, stage:Stage I, alive, 2067 days
27.8
TCGA-B0-4698-01A
0 years, male, white, stage:Stage IV, dead, 42 days
27.8
TCGA-A3-3365-01A
0 years, male, white, stage:Stage I, alive, 873 days
27.7
TCGA-CZ-5454-01A
0 years, male, white, stage:Stage IV, dead, 722 days
27.6
TCGA-A3-A6NL-01A
0 years, female, black or african american, stage:Stage I, alive, 689 days
27.6
TCGA-CZ-5453-01A
0 years, male, white, stage:Stage II, dead, 2419 days
27.5
TCGA-CW-5589-01A
0 years, male, white, stage:Stage I, alive, 2378 days
27.3
TCGA-B0-5399-01A
0 years, male, white, stage:Stage I, alive, 1411 days
27.2
TCGA-B0-4693-01A
0 years, female, white, stage:Stage III, dead, 77 days
27.1
TCGA-B0-4703-01A
0 years, male, white, stage:Stage IV, dead, 182 days
26.9
TCGA-A3-3363-01A
0 years, male, asian, stage:Stage II, alive, 319 days
26.6
TCGA-BP-4331-01A
0 years, male, white, stage:Stage I, dead, 2454 days
26.6
TCGA-B0-5696-01A
0 years, male, white, stage:Stage III, alive, 2609 days
26.6
TCGA-BP-4807-01A
0 years, male, white, stage:Stage I, alive, 211 days
26.5
TCGA-CW-6087-01A
0 years, male, white, stage:Stage IV, dead, 41 days
26.5
TCGA-BP-4174-01A
0 years, male, white, stage:Stage II, alive, 1879 days
26.5
TCGA-BP-4781-01A
0 years, male, white, stage:Stage I, alive, 2080 days
26.4
TCGA-BP-5182-01A
0 years, male, white, stage:Stage I, alive, 1165 days
26.3
TCGA-BP-4158-01A
0 years, male, white, stage:Stage I, alive, 3377 days
26.3
TCGA-BP-5199-01A
0 years, male, white, stage:Stage II, alive, 1355 days
26.2
TCGA-CJ-4897-01A
0 years, female, white, stage:Stage III, alive, 3341 days
26.2
TCGA-B0-4945-01A
0 years, female, white, stage:Stage I, dead, 2145 days
26.2
TCGA-AS-3778-01A
0 years, male, white, stage:Stage I, alive, 43 days
26.1
TCGA-B8-4621-01A
0 years, male, black or african american, stage:Stage I, alive, 788 days
26.0
TCGA-A3-3347-01A
0 years, female, white, stage:Stage III, dead, 1610 days
25.9
TCGA-BP-4782-01A
0 years, female, white, stage:Stage I, alive, 354 days
25.9
TCGA-BP-4774-01A
0 years, female, white, stage:Stage I, alive, 1885 days
25.8
TCGA-B4-5378-01A
0 years, male, white, stage:Stage I, alive, 175 days
25.8
TCGA-BP-4763-01A
0 years, female, white, stage:Stage I, dead, 1270 days
25.7
TCGA-BP-5168-01A
0 years, male, white, stage:Stage I, dead, 1463 days
25.6
TCGA-B0-5701-01A
0 years, male, white, stage:Stage III, alive, 2461 days
25.5
TCGA-CJ-4895-01A
0 years, male, white, stage:Stage IV, dead, 1200 days
25.5
TCGA-BP-4762-01A
0 years, male, white, stage:Stage I, dead, 1343 days
25.5
TCGA-BP-4998-01A
0 years, male, asian, stage:Stage I, alive, 932 days
25.4
TCGA-BP-5184-01A
0 years, male, white, stage:Stage I, alive, 1133 days
25.4
TCGA-B0-5703-01A
0 years, male, white, stage:Stage I, alive, 2246 days
25.3
TCGA-AK-3450-01A
0 years, female, white, stage:Stage I, alive, 1508 days
25.3
TCGA-B0-5097-01A
0 years, female, white, stage:Stage III, alive, 665 days
25.2
TCGA-AK-3460-01A
0 years, male, white, stage:Stage I, alive, 2508 days
25.2
TCGA-A3-3325-01A
0 years, male, white, stage:Stage I, dead, 1170 days
25.1
TCGA-B8-A54J-01A
0 years, male, black or african american, stage:Stage II, alive, 528 days
25.1
TCGA-CJ-5682-01A
0 years, male, white, stage:Stage IV, alive, 3736 days
25.0
TCGA-CZ-5458-01A
0 years, male, white, stage:Stage III, alive, 2789 days
25.0
TCGA-CZ-4857-01A
0 years, male, white, stage:Stage IV, dead, 1432 days
24.9
TCGA-CJ-4878-01A
0 years, female, white, stage:Stage III, alive, 2186 days
24.6
TCGA-B0-4690-01A
0 years, male, white, stage:Stage IV, dead, 43 days
24.4
TCGA-BP-4169-01A
0 years, female, white, stage:Stage II, dead, 701 days
24.3
TCGA-DV-5566-01A
0 years, female, white, stage:Stage I, alive, 1398 days
24.3
TCGA-B0-5698-01A
0 years, male, black or african american, stage:Stage I, alive, 3631 days
24.2
TCGA-B0-5094-01A
0 years, male, white, stage:Stage IV, dead, 333 days
24.1
TCGA-B8-A54E-01A
0 years, female, black or african american, stage:Stage I, alive, 909 days
23.9
TCGA-B0-4824-01A
0 years, female, white, stage:Stage I, dead, 1657 days
23.9
TCGA-BP-4967-01A
0 years, male, white, stage:Stage III, alive, 205 days
23.8
TCGA-BP-4977-01A
0 years, male, white, stage:Stage I, alive, 454 days
23.8
TCGA-BP-5007-01A
0 years, male, white, stage:Stage II, alive, 1140 days
23.6
TCGA-B0-5095-01A
0 years, male, white, stage:Stage III, dead, 245 days
23.5
TCGA-B0-5697-01A
0 years, male, white, stage:Stage I, alive, 2630 days
23.4
TCGA-DV-5569-01A
0 years, female, white, stage:Stage I, alive, 355 days
23.3
TCGA-BP-4354-01A
0 years, male, white, stage:Stage IV, dead, 1034 days
23.3
TCGA-B0-5077-01A
0 years, male, white, stage:Stage I, dead, 1317 days
23.3
TCGA-BP-4173-01A
0 years, male, white, stage:Stage II, alive, 1893 days
23.2
TCGA-EU-5905-01A
0 years, female, white, stage:Stage I, alive, 119 days
23.1
TCGA-CZ-5456-01A
0 years, male, white, stage:Stage II, alive, 2422 days
23.0
TCGA-BP-4993-01A
0 years, male, white, stage:Stage I, alive, 177 days
22.9
TCGA-A3-A8OV-01A
0 years, male, black or african american, stage:Stage I, alive, 340 days
22.9
TCGA-B0-4849-01A
0 years, male, white, stage:Stage III, dead, 69 days
22.8
TCGA-BP-4332-01A
0 years, male, white, stage:Stage III, alive, 1133 days
22.8
TCGA-BP-4346-01A
0 years, male, white, stage:Stage III, dead, 1493 days
22.8
TCGA-CJ-4918-01A
0 years, male, white, stage:Stage IV, dead, 93 days
22.7
TCGA-B0-4688-01A
0 years, male, white, stage:Stage IV, dead, 101 days
22.4
TCGA-CZ-5466-01A
0 years, male, stage:Stage III, alive, 685 days
22.3
TCGA-B0-4818-01A
0 years, female, white, stage:Stage II, dead, 510 days
22.2
TCGA-A3-3328-01A
0 years, male, white, stage:Stage I, alive, 1385 days
22.0
TCGA-A3-3358-01A
0 years, female, white, stage:Stage I, alive, 1307 days
21.9
TCGA-CJ-5683-01A
0 years, male, white, stage:Stage I, alive, 1889 days
21.9
TCGA-B0-4828-01A
0 years, male, white, stage:Stage IV, dead, 307 days
21.8
TCGA-B8-A7U6-01A
0 years, female, black or african american, stage:Stage I, alive, 495 days
21.8
TCGA-CJ-4889-01A
0 years, female, white, stage:Stage I, alive, 1946 days
21.8
TCGA-AK-3431-01A
0 years, female, white, stage:Stage II, dead, 2241 days
21.7
TCGA-BP-4983-01A
0 years, female, asian, stage:Stage III, alive, 1413 days
21.7
TCGA-CJ-5684-01A
0 years, male, white, stage:Stage III, alive, 2231 days
21.7
TCGA-BP-4163-01A
0 years, female, white, stage:Stage III, alive, 2839 days
21.6
TCGA-BP-4351-01A
0 years, female, white, stage:Stage III, alive, 970 days
21.6
TCGA-BP-4160-01A
0 years, male, white, stage:Stage III, alive, 2881 days
21.6
TCGA-CJ-6028-01A
0 years, male, white, stage:Stage IV, dead, 1625 days
21.4
TCGA-B0-5116-01A
0 years, male, white, stage:Stage III, alive, 1274 days
21.4
TCGA-B0-4836-01A
0 years, male, white, stage:Stage IV, dead, 1238 days
21.4
TCGA-B0-5108-01A
0 years, male, white, stage:Stage III, alive, 1782 days
21.4
TCGA-B8-4151-01A
0 years, female, white, stage:Stage III, alive, 1299 days
21.4
TCGA-B0-5712-01A
0 years, female, black or african american, stage:Stage IV, alive, 2722 days
21.3
TCGA-B0-5707-01A
0 years, female, white, stage:Stage I, alive, 3744 days
21.0
TCGA-CJ-4641-01A
0 years, female, white, stage:Stage IV, dead, 1661 days
21.0
TCGA-BP-4355-01A
0 years, female, white, stage:Stage III, dead, 953 days
20.8
TCGA-BP-4176-01A
0 years, male, white, stage:Stage I, alive, 1955 days
20.8
TCGA-CJ-6027-01A
0 years, male, white, stage:Stage I, dead, 3615 days
20.8
TCGA-BP-4795-01A
0 years, female, white, stage:Stage I, alive, 620 days
20.8
TCGA-CW-5588-01A
0 years, female, white, stage:Stage I, alive, 2017 days
20.7
TCGA-DV-5567-01A
0 years, female, black or african american, stage:Stage I, alive, 2004 days
20.6
TCGA-A3-3380-01A
0 years, male, stage:Stage I, alive, 567 days
20.6
TCGA-B0-4823-01A
0 years, male, white, stage:Stage I, dead, 454 days
20.6
TCGA-B0-5692-01A
0 years, female, white, stage:Stage III, alive, 3944 days
20.6
TCGA-DV-5573-01A
0 years, male, white, stage:Stage I, alive, 1130 days
20.5
TCGA-CJ-6030-01A
0 years, male, white, stage:Stage I, dead, 2299 days
20.4
TCGA-B0-4816-01A
0 years, male, white, stage:Stage II, dead, 1371 days
20.3
TCGA-B0-4848-01A
0 years, male, white, stage:Stage III, dead, 883 days
20.3
TCGA-B8-5551-01A
0 years, female, black or african american, stage:Stage I, alive, 16 days
20.1
TCGA-CZ-5460-01A
0 years, male, white, stage:Stage IV, alive, 2873 days
20.0
TCGA-BP-5190-01A
0 years, male, white, stage:Stage I, alive, 1011 days
20.0
TCGA-CJ-5675-01A
0 years, male, white, stage:Stage II, alive, 3936 days
19.9
TCGA-G6-A8L8-01A
0 years, female, black or african american, stage:Stage I, dead, 1091 days
19.8
TCGA-6D-AA2E-01A
0 years, female, black or african american, stage:Stage I, alive, 362 days
19.8
TCGA-DV-5576-01A
0 years, female, black or african american, stage:Stage I, dead, 727 days
19.7
TCGA-CZ-4856-01A
0 years, female, white, stage:Stage I, alive, 18 days
19.6
TCGA-CJ-4876-01A
0 years, male, white, stage:Stage II, alive, 1955 days
19.6
TCGA-A3-3319-01A
0 years, male, white, stage:Stage I, alive, 1130 days
19.6
TCGA-BP-4797-01A
0 years, male, white, stage:Stage III, alive, 1107 days
19.6
TCGA-B0-4699-01A
0 years, male, white, stage:Stage IV, dead, 110 days
19.5
TCGA-CJ-4885-01A
0 years, male, white, stage:Stage IV, alive, 3451 days
19.4
TCGA-CZ-4861-01A
0 years, male, white, stage:Stage II, dead, 446 days
19.3
TCGA-BP-4341-01A
0 years, male, white, stage:Stage III, dead, 1589 days
19.2
TCGA-BP-5201-01A
0 years, male, white, stage:Stage IV, alive, 951 days
19.2
TCGA-A3-3357-01A
0 years, male, white, stage:Stage II, alive, 2688 days
19.1
TCGA-A3-A6NI-01A
0 years, male, black or african american, stage:Stage I, alive, 1018 days
19.1
TCGA-B0-5075-01A
0 years, female, white, stage:Stage III, dead, 637 days
19.1
TCGA-CJ-4871-01A
0 years, male, white, stage:Stage IV, alive, 2423 days
19.1
TCGA-CZ-5459-01A
0 years, male, white, stage:Stage III, alive, 1683 days
19.0
TCGA-3Z-A93Z-01A
0 years, male, black or african american, stage:Stage I, alive, 385 days
19.0
TCGA-BP-4329-01A
0 years, male, white, stage:Stage III, dead, 845 days
18.9
TCGA-BP-4769-01A
0 years, male, white, stage:Stage I, alive, 1876 days
18.8
TCGA-AK-3455-01A
0 years, female, white, stage:Stage III, dead, 683 days
18.8
TCGA-B2-3923-01A
0 years, male, white, stage:Stage II, alive, 992 days
18.8
TCGA-BP-4349-01A
0 years, female, white, stage:Stage I, alive, 372 days
18.6
TCGA-B0-5700-01A
0 years, male, white, stage:Stage I, alive, 1790 days
18.5
TCGA-CJ-5671-01A
0 years, male, white, stage:Stage I, alive, 3987 days
18.4
TCGA-B8-4143-01A
0 years, female, white, stage:Stage IV, dead, 709 days
18.4
TCGA-CZ-5464-01A
0 years, male, white, stage:Stage IV, alive, 2128 days
18.3
TCGA-B0-4706-01A
0 years, male, white, stage:Stage III, dead, 65 days
18.3
TCGA-CZ-5470-01A
0 years, female, stage:Stage II, alive, 386 days
18.3
TCGA-A3-3335-01A
0 years, male, white, stage:Stage II, alive, 1886 days
18.3
TCGA-B8-A54G-01A
0 years, male, black or african american, stage:Stage I, alive, 53 days
18.2
TCGA-B0-5098-01A
0 years, female, black or african american, stage:Stage I, dead, 1584 days
18.0
TCGA-BP-4760-01A
0 years, male, black or african american, stage:Stage I, alive, 2361 days
17.9
TCGA-CZ-5987-01A
0 years, male, white, stage:Stage IV, dead, 445 days
17.8
TCGA-CJ-4892-01A
0 years, female, white, stage:Stage I, alive, 1521 days
17.7
TCGA-B0-4714-01A
0 years, male, white, stage:Stage IV, dead, 99 days
17.7
TCGA-AK-3433-01A
0 years, female, white, stage:Stage II, alive, 3409 days
17.6
TCGA-CJ-4902-01A
0 years, male, white, stage:Stage III, alive, 1520 days
17.6
TCGA-CZ-4854-01A
0 years, male, white, stage:Stage I, dead, 1404 days
17.5
TCGA-BP-5180-01A
0 years, male, white, stage:Stage I, alive, 2263 days
17.5
TCGA-B0-4827-01A
0 years, female, white, stage:Stage III, dead, 885 days
17.5
TCGA-B0-5102-01A
0 years, female, white, stage:Stage I, dead, 2764 days
17.5
TCGA-B8-4620-01A
0 years, female, white, stage:Stage III, alive, 777 days
17.5
TCGA-CJ-4872-01A
0 years, male, white, stage:Stage I, alive, 1435 days
17.5
TCGA-A3-3316-01A
0 years, male, white, stage:Stage II, alive, 1493 days
17.4
TCGA-CJ-4640-01A
0 years, male, white, stage:Stage III, alive, 3480 days
17.4
TCGA-AK-3440-01A
0 years, male, white, stage:Stage I, alive, 2865 days
17.3
TCGA-AK-3434-01A
0 years, male, white, stage:Stage I, alive, 2087 days
17.2
TCGA-BP-4343-01A
0 years, male, white, stage:Stage III, dead, 1912 days
17.1
TCGA-BP-4985-01A
0 years, male, white, stage:Stage III, dead, 952 days
17.1
TCGA-BP-4959-01A
0 years, male, white, stage:Stage I, alive, 2660 days
17.0
TCGA-CW-6090-01A
0 years, male, white, stage:Stage I, alive, 2552 days
17.0
TCGA-CJ-4868-01A
0 years, male, white, stage:Stage IV, dead, 646 days
16.8
TCGA-BP-5176-01A
0 years, female, white, stage:Stage I, dead, 1590 days
16.8
TCGA-B8-A54K-01A
0 years, male, black or african american, stage:Stage I, alive, 469 days
16.7
TCGA-MW-A4EC-01A
0 years, female, black or african american, stage:Stage I, alive, 498 days
16.6
TCGA-B0-5106-01A
0 years, male, white, stage:Stage I, dead, 1598 days
16.5
TCGA-BP-4326-01A
0 years, female, white, stage:Stage I, dead, 1625 days
16.4
TCGA-B0-5694-01A
0 years, male, white, stage:Stage III, dead, 480 days
16.3
TCGA-CJ-4870-01A
0 years, female, black or african american, stage:Stage III, alive, 1498 days
16.2
TCGA-CJ-4884-01A
0 years, female, white, stage:Stage III, alive, 1759 days
16.2
TCGA-CJ-4916-01A
0 years, female, white, stage:Stage III, alive, 1373 days
16.1
TCGA-DV-5574-01A
0 years, male, white, stage:Stage I, alive, 2016 days
16.1
TCGA-DV-A4VZ-01A
0 years, male, black or african american, stage:Stage I, alive, 365 days
16.1
TCGA-CZ-4865-01A
0 years, female, white, stage:Stage I, dead, 166 days
16.0
TCGA-CJ-4901-01A
0 years, male, white, stage:Stage III, alive, 1450 days
15.9
TCGA-CJ-4637-01A
0 years, female, white, stage:Stage IV, dead, 2227 days
15.9
TCGA-B8-4154-01A
0 years, female, white, stage:Stage I, alive, 1380 days
15.9
TCGA-BP-4787-01A
0 years, female, white, stage:Stage IV, dead, 480 days
15.8
TCGA-B0-4718-01A
0 years, male, white, stage:Stage III, alive, 1778 days
15.7
TCGA-B0-5107-01A
0 years, female, white, stage:Stage IV, dead, 927 days
15.4
TCGA-BP-4327-01A
0 years, female, white, stage:Stage II, dead, 109 days
15.3
TCGA-AK-3458-01A
0 years, male, white, stage:Stage I, alive, 1168 days
15.1
TCGA-CZ-5452-01A
0 years, male, white, stage:Stage II, alive, 1789 days
15.0
TCGA-AK-3445-01A
0 years, male, white, stage:Stage III, alive, 2392 days
14.9
TCGA-AK-3425-01A
0 years, male, white, stage:Stage I, alive, 3343 days
14.8
TCGA-BP-4335-01A
0 years, female, white, stage:Stage IV, dead, 475 days
14.8
TCGA-AK-3429-01A
0 years, female, white, stage:Stage II, alive, 3328 days
14.7
TCGA-B0-5096-01A
0 years, female, white, stage:Stage III, dead, 68 days
14.7
TCGA-B2-4099-01A
0 years, male, white, stage:Stage I, alive, 972 days
14.6
TCGA-BP-5177-01A
0 years, female, white, stage:Stage I, alive, 293 days
14.5
TCGA-CJ-4912-01A
0 years, male, white, stage:Stage II, alive, 1657 days
14.5
TCGA-CJ-4890-01A
0 years, male, white, stage:Stage IV, alive, 3519 days
14.4
TCGA-B0-5080-01A
0 years, male, white, stage:Stage IV, dead, 342 days
14.1
TCGA-BP-5196-01A
0 years, male, white, stage:Stage I, alive, 1018 days
14.0
TCGA-CZ-4858-01A
0 years, male, white, stage:Stage II, dead, 2105 days
13.9
TCGA-B0-4833-01A
0 years, female, white, stage:Stage I, dead, 2386 days
13.7
TCGA-BP-4177-01A
0 years, male, white, stage:Stage I, alive, 1670 days
13.7
TCGA-DV-5565-01A
0 years, male, white, stage:Stage I, alive, 1329 days
13.6
TCGA-CJ-4888-01A
0 years, male, white, stage:Stage IV, dead, 1567 days
13.5
TCGA-MM-A563-01A
0 years, male, black or african american, stage:'--, alive, 591 days
13.5
TCGA-BP-4777-01A
0 years, male, white, stage:Stage I, alive, 1731 days
13.5
TCGA-B0-4810-01A
0 years, male, white, stage:Stage III, dead, 478 days
13.4
TCGA-CJ-5672-01A
0 years, male, white, stage:Stage I, dead, 1972 days
13.1
TCGA-CZ-5468-01A
0 years, male, white, stage:Stage IV, dead, 59 days
13.0
TCGA-BP-4969-01A
0 years, female, white, stage:Stage I, alive, 1794 days
12.9
TCGA-BP-4165-01A
0 years, female, white, stage:Stage I, alive, 3037 days
12.8
TCGA-BP-4345-01A
0 years, male, white, stage:Stage III, alive, 1516 days
12.8
TCGA-BP-4804-01A
0 years, male, white, stage:Stage I, alive, 1459 days
12.6
TCGA-B2-4098-01A
0 years, female, black or african american, stage:Stage I, dead, 51 days
12.6
TCGA-CJ-5679-01A
0 years, male, white, stage:Stage III, dead, 679 days
12.5
TCGA-BP-4971-01A
0 years, male, white, stage:Stage III, alive, 1487 days
12.5
TCGA-B0-4844-01A
0 years, male, white, stage:Stage IV, dead, 313 days
12.4
TCGA-B0-4837-01A
0 years, male, white, stage:Stage I, dead, 1378 days
12.4
TCGA-B0-4694-01A
0 years, male, white, stage:Stage III, dead, 106 days
12.4
TCGA-BP-4337-01A
0 years, female, white, stage:Stage III, dead, 2 days
12.3
TCGA-BP-4166-01A
0 years, male, white, stage:Stage III, alive, 13 days
12.3
TCGA-CJ-4875-01A
0 years, male, white, stage:Stage IV, dead, 3554 days
12.2
TCGA-BP-5174-01A
0 years, female, white, stage:Stage I, alive, 2257 days
12.0
TCGA-BP-4784-01A
0 years, female, white, stage:Stage I, alive, 1854 days
12.0
TCGA-BP-4759-01A
0 years, male, white, stage:Stage I, alive, 2372 days
12.0
TCGA-B0-5121-01A
0 years, male, white, stage:Stage I, alive, 1485 days
11.9
TCGA-B0-4811-01A
0 years, male, white, stage:Stage III, dead, 1417 days
11.8
TCGA-CJ-6033-01A
0 years, female, white, stage:Stage IV, dead, 224 days
11.7
TCGA-BP-4770-01A
0 years, female, white, stage:Stage IV, dead, 329 days
11.6
TCGA-G6-A8L6-01A
0 years, male, black or african american, stage:Stage IV, dead, 313 days
11.5
TCGA-BP-4771-01A
0 years, male, white, stage:Stage IV, dead, 162 days
11.4
TCGA-BP-4798-01A
0 years, male, white, stage:'--, dead, 334 days
11.4
TCGA-CJ-5677-01A
0 years, female, white, stage:Stage IV, dead, 782 days
11.3
TCGA-BP-5009-01A
0 years, male, white, stage:Stage I, dead, 1092 days
11.3
TCGA-CJ-6031-01A
0 years, male, white, stage:Stage I, alive, 1906 days
11.3
TCGA-BP-4968-01A
0 years, male, white, stage:Stage I, alive, 1746 days
11.3
TCGA-BP-4758-01A
0 years, male, white, stage:Stage I, alive, 2208 days
11.3
TCGA-BP-4989-01A
0 years, male, white, stage:Stage III, alive, 118 days
11.3
TCGA-CJ-4636-01A
0 years, male, white, stage:Stage III, alive, 1924 days
11.2
TCGA-B0-4707-01A
0 years, male, white, stage:Stage III, dead, 600 days
11.2
TCGA-B8-A54D-01A
0 years, male, black or african american, stage:Stage III, alive, 830 days
11.1
TCGA-CJ-4881-01A
0 years, male, white, stage:Stage III, alive, 2014 days
11.1
TCGA-B0-5081-01A
0 years, female, white, stage:Stage III, dead, 362 days
11.0
TCGA-B8-5162-01A
0 years, male, white, stage:Stage II, alive, 36 days
11.0
TCGA-CZ-5469-01A
0 years, male, white, stage:Stage II, dead, 946 days
10.9
TCGA-BP-5001-01A
0 years, female, white, stage:Stage I, alive, 1177 days
10.9
TCGA-B0-4817-01A
0 years, male, white, stage:Stage III, dead, 1019 days
10.9
TCGA-CJ-5678-01A
0 years, male, black or african american, stage:Stage IV, dead, 574 days
10.8
TCGA-CJ-4882-01A
0 years, male, black or african american, stage:Stage III, alive, 1883 days
10.6
TCGA-B0-5109-01A
0 years, male, white, stage:Stage III, dead, 587 days
10.6
TCGA-A3-3383-01A
0 years, male, white, stage:Stage I, alive, 861 days
10.6
TCGA-B0-5706-01A
0 years, male, white, stage:Stage II, alive, 3205 days
10.4
TCGA-B0-4700-01A
0 years, male, white, stage:Stage IV, dead, 1980 days
10.4
TCGA-CJ-4887-01A
0 years, male, white, stage:Stage IV, dead, 932 days
10.4
TCGA-MM-A564-01A
0 years, male, black or african american, stage:Stage II, alive, 607 days
10.3
TCGA-CJ-4638-01A
0 years, female, white, stage:Stage IV, dead, 431 days
10.2
TCGA-BP-5170-01A
0 years, male, white, stage:Stage I, alive, 2412 days
10.2
TCGA-BP-4962-01A
0 years, male, white, stage:Stage II, alive, 1785 days
10.1
TCGA-DV-5568-01A
0 years, male, white, stage:Stage I, alive, 370 days
10.1
TCGA-B0-5088-01A
0 years, male, white, stage:Stage I, dead, 563 days
10.1
TCGA-DV-A4VX-01A
0 years, male, black or african american, stage:Stage IV, dead, 1626 days
10.0
TCGA-B0-5092-01A
0 years, female, white, stage:Stage IV, dead, 459 days
9.9
TCGA-AS-3777-01A
0 years, male, white, stage:Stage I, alive, 1238 days
9.9
TCGA-B0-4847-01A
0 years, male, white, stage:Stage IV, dead, 793 days
9.7
TCGA-CJ-4900-01A
0 years, female, white, stage:Stage IV, dead, 1714 days
9.6
TCGA-BP-4338-01A
0 years, male, white, stage:Stage I, alive, 2859 days
9.6
TCGA-AK-3453-01A
0 years, female, white, stage:Stage II, alive, 2531 days
9.5
TCGA-BP-4159-01A
0 years, male, white, stage:Stage I, dead, 2601 days
9.4
TCGA-BP-4776-01A
0 years, male, white, stage:Stage I, alive, 411 days
9.3
TCGA-BP-4352-01A
0 years, female, white, stage:Stage IV, dead, 344 days
9.2
TCGA-B0-5084-01A
0 years, male, white, stage:Stage IV, dead, 222 days
9.2
TCGA-CJ-4869-01A
0 years, male, white, stage:Stage III, alive, 2554 days
9.1
TCGA-B0-4712-01A
0 years, male, white, stage:Stage IV, dead, 1337 days
9.0
TCGA-B0-4815-01A
0 years, male, white, stage:Stage III, dead, 1588 days
8.8
TCGA-BP-4981-01A
0 years, female, white, stage:Stage III, dead, 1097 days
8.8
TCGA-BP-5010-01A
0 years, male, white, stage:Stage III, dead, 878 days
8.6
TCGA-B0-4819-01A
0 years, female, white, stage:Stage IV, dead, 183 days
8.4
TCGA-AK-3465-01A
0 years, female, black or african american, stage:Stage I, alive, 369 days
8.3
TCGA-B0-5100-01A
0 years, male, black or african american, stage:Stage III, dead, 1913 days
8.3
TCGA-B0-4843-01A
0 years, male, white, stage:Stage III, dead, 320 days
8.1
TCGA-B0-4713-01A
0 years, female, white, stage:Stage III, dead, 202 days
8.1
TCGA-CJ-5676-01A
0 years, male, white, stage:Stage III, alive, 4067 days
8.0
TCGA-B0-4691-01A
0 years, male, white, stage:Stage IV, dead, 139 days
7.9
TCGA-MM-A84U-01A
0 years, female, black or african american, stage:Stage I, alive, 700 days
7.9
TCGA-AK-3454-01A
0 years, male, white, stage:Stage I, alive, 874 days
7.9
TCGA-B0-5083-01A
0 years, male, white, stage:Stage I, dead, 1045 days
7.9
TCGA-A3-3346-01A
0 years, male, white, stage:Stage I, dead, 137 days
7.8
TCGA-B0-4821-01A
0 years, female, asian, stage:Stage III, dead, 1230 days
7.6
TCGA-B0-5085-01A
0 years, female, white, stage:Stage III, dead, 770 days
7.5
TCGA-BP-5000-01A
0 years, male, white, stage:Stage I, alive, 563 days
7.4
TCGA-B0-5400-01A
0 years, female, white, stage:Stage III, alive, 1733 days
7.3
TCGA-CJ-4873-01A
0 years, female, white, stage:Stage III, alive, 1776 days
7.2
TCGA-AK-3436-01A
0 years, male, white, stage:Stage IV, alive, 3331 days
7.2
TCGA-B0-4822-01A
0 years, male, white, stage:Stage II, dead, 1111 days
7.0
TCGA-BP-5178-01A
0 years, male, white, stage:Stage IV, dead, 1912 days
6.8
TCGA-G6-A8L7-01A
0 years, female, black or african american, stage:Stage I, alive, 2133 days
6.7
TCGA-B0-4813-01A
0 years, male, white, stage:Stage III, dead, 18 days
6.5
TCGA-BP-4960-01A
0 years, male, white, stage:Stage II, alive, 2172 days
6.5
TCGA-BP-4167-01A
0 years, male, white, stage:Stage III, alive, 2718 days
6.4
TCGA-CJ-4891-01A
0 years, female, white, stage:Stage III, dead, 819 days
6.3
TCGA-BP-4992-01A
0 years, male, white, stage:Stage I, alive, 501 days
5.6
TCGA-B0-4839-01A
0 years, female, white, stage:Stage I, dead, 1639 days
5.5
TCGA-BP-5185-01A
0 years, male, white, stage:Stage I, alive, 1132 days
5.5
TCGA-AK-3451-01A
0 years, male, white, stage:Stage II, alive, 2868 days
5.3
TCGA-BP-4799-01A
0 years, male, white, stage:Stage III, dead, 1133 days
5.3
TCGA-B0-4841-01A
0 years, male, white, stage:Stage IV, dead, 204 days
5.1
TCGA-B0-4842-01A
0 years, female, white, stage:Stage III, dead, 1724 days
5.0
TCGA-BP-4334-01A
0 years, male, white, stage:Stage III, dead, 645 days
5.0
TCGA-A3-3374-01A
0 years, female, black or african american, stage:Stage I, alive, 1314 days
4.9
TCGA-B0-5117-01A
0 years, male, white, stage:Stage I, alive, 1608 days
4.7
TCGA-BP-5169-01A
0 years, male, white, stage:Stage I, alive, 193 days
4.6
TCGA-AK-3427-01A
0 years, male, white, stage:Stage I, alive, 3583 days
4.5
TCGA-AK-3426-01A
0 years, male, white, stage:Stage III, dead, 885 days
4.5
TCGA-B8-A54I-01A
0 years, male, black or african american, stage:Stage I, alive, 150 days
4.0
TCGA-G6-A5PC-01A
0 years, female, black or african american, stage:Stage IV, dead, 242 days
3.6
TCGA-B0-4697-01A
0 years, female, white, stage:Stage IV, dead, 578 days
3.4
TCGA-BP-4761-01A
0 years, male, white, stage:Stage III, alive, 182 days
3.4
TCGA-B0-5702-01A
0 years, male, white, stage:Stage I, alive, 2172 days
3.1
TCGA-BP-5191-01A
0 years, male, white, stage:Stage III, alive, 967 days
2.9
TCGA-BP-5175-01A
0 years, male, white, stage:Stage I, alive, 932 days
2.8
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.
SPAG9 is validated prognostic, high expression is favorable in Kidney Renal Clear Cell Carcinoma (validation)
Stage:
Survival analysis
Current cut offi
Current cut-off shows the cut-off (FPKM) currently selected. It may be changed manually. When the current cut-off is changed, the vertical dashed line indicating cut-off, the interactive survival scatter plot and the Kaplan-Meier curve will be automatically adjusted to show results accordingly.
:
Best expression cut offi
Based on the FPKM value of each gene, patients were classified into two groups and association between prognosis (survival) and gene expression (FPKM) was examined. The best expression cut-off refers the FPKM value that yields maximal difference with regard to survival between the two groups at the lowest log-rank P-value. Best expression cut-off was selected based on survival analysis .
When clicking on this number, the vertical dashed line indicating cut-off, the interactive survival plot, and the Kaplan-Meier curve will be adjusted to show results based on the best expression cut-off.
Median expression refers to the median FPKM value calculated based on the gene expression (FPKM) data from all patients in this dataset. When clicking on this number, the vertical dashed line indicating cut-off, the interactive survival plot, and the Kaplan-Meier curve will be adjusted to show results based on the median expression.
Median follow up time refers to the median time (years) after diagnosis with this type of cancer, based on clinical data from all patients in this dataset.
: N/A
P scorei
Log-rank P value for Kaplan-Meier plot showing results from analysis of correlation between mRNA expression level and patient survival.
N/A
5-year survival highi
5-year survival for patients with higher expression than the expression cutoff.
For melanoma and glioma, 3-year survival is shown.
N/A
5-year survival lowi
5-year survival for patients with lower expression than the expression cutoff.
For melanoma and glioma, 3-year survival is shown.
N/A
TCGA RNA samplesi
RNA-seq data is reported as average FPKM (number Fragments Per Kilobase of exon per Million reads), generated by the The Cancer Genome Atlas (TCGA) .
Normal distribution across the dataset is visualized with box plots, shown as median and 25th and 75th percentiles. Points are displayed as outliers if they are above or below 1.5 times the interquartile range. FPKM values of the individual samples are presented next to the box plot.
Average TPM
39.0
Number of samples
100
Samples
Sample
Description
TPM
ccRCC-72
0 years, male, NA, stage:pT1bN0M0, alive, 2760 days
71.6
ccRCC-71
0 years, male, NA, stage:pT1bN0M0, alive, 2160 days
68.7
ccRCC-97
0 years, male, NA, stage:pT1aN2M1, dead, 990 days
67.6
ccRCC-73
0 years, male, NA, stage:pT1aN0M0, alive, 2640 days
66.2
ccRCC-93
0 years, male, NA, stage:pT1bN0M0, alive, 3660 days
66.0
ccRCC-83
0 years, male, NA, stage:pT1aN0M0, alive, 300 days
64.5
ccRCC-30
0 years, male, NA, stage:pT2N0M0, dead, 420 days
64.1
ccRCC-85
0 years, female, NA, stage:pT1bN0M0, alive, 3330 days
63.4
ccRCC-28
0 years, male, NA, stage:pT1bN0M0, alive, 1530 days
62.7
ccRCC-20
0 years, female, NA, stage:pT3aN0M1, alive, 930 days
62.6
ccRCC-62
0 years, male, NA, stage:pT1bN0M0, alive, 1620 days
62.6
ccRCC-17
0 years, female, NA, stage:pT1bN0M0, alive, 2220 days
58.1
ccRCC-96
0 years, male, NA, stage:pT1aN0M0, alive, 3930 days
57.8
ccRCC-19
0 years, female, NA, stage:pT2N0M0, alive, 2100 days
57.2
ccRCC-16
0 years, male, NA, stage:pT2N0M0, alive, 2190 days
57.1
ccRCC-79
0 years, male, NA, stage:pT1bN0M0, alive, 2670 days
55.3
ccRCC-60
0 years, female, NA, stage:pT1aN0M0, alive, 1470 days
54.4
ccRCC-98
0 years, male, NA, stage:pT1aN0M0, alive, 30 days
54.2
ccRCC-105
0 years, male, NA, stage:pT1aN0M0, alive, 2190 days
52.9
ccRCC-29
0 years, female, NA, stage:pT1aN0M0, alive, 1710 days
52.9
ccRCC-27
0 years, male, NA, stage:pT1aN0M0, alive, 1590 days
52.9
ccRCC-15
0 years, female, NA, stage:pT2N0M0, dead, 2070 days
52.6
ccRCC-100
0 years, male, NA, stage:pT1aN0M0, alive, 4260 days
52.5
ccRCC-7
0 years, female, NA, stage:pT2N0M0, alive, 330 days
52.3
ccRCC-25
0 years, male, NA, stage:pT1aN0M0, alive, 1350 days
51.9
ccRCC-6
0 years, male, NA, stage:pT1bN0M0, alive, 2820 days
50.9
ccRCC-18
0 years, female, NA, stage:pT1aN0M0, alive, 2130 days
50.3
ccRCC-76
0 years, female, NA, stage:pT3aN0M1, dead, 960 days
49.8
ccRCC-92
0 years, male, NA, stage:pT1aN0M0, alive, 3660 days
48.7
ccRCC-58
0 years, male, NA, stage:pT1aN0M0, alive, 1110 days
48.2
ccRCC-68
0 years, male, NA, stage:pT1bN0M0, alive, 2640 days
46.9
ccRCC-104
0 years, female, NA, stage:pT1aN0M0, alive, 3480 days
46.7
ccRCC-52
0 years, female, NA, stage:pT3bN0M1, alive, 1350 days
46.5
ccRCC-67
0 years, male, NA, stage:pT1aN0M0, dead, 1260 days
46.3
ccRCC-86
0 years, female, NA, stage:pT1bN0M0, alive, 3390 days
46.3
ccRCC-77
0 years, male, NA, stage:pT1bN0M0, alive, 1860 days
45.7
ccRCC-38
0 years, male, NA, stage:pT1aN0M0, alive, 1380 days
45.2
ccRCC-87
0 years, male, NA, stage:pT1bN0M0, alive, 2370 days
45.0
ccRCC-91
0 years, male, NA, stage:pT1aN0M0, dead, 1890 days
43.5
ccRCC-11
0 years, male, NA, stage:pT1aN0M0, alive, 2370 days
43.5
ccRCC-8
0 years, male, NA, stage:pT1bN0M0, alive, 2400 days
43.2
ccRCC-41
0 years, male, NA, stage:pT3bN0M0, dead, 540 days
43.2
ccRCC-59
0 years, male, NA, stage:pT1bN0M0, alive, 930 days
41.6
ccRCC-61
0 years, male, NA, stage:pT1aN0M0, alive, 1470 days
41.2
ccRCC-78
0 years, female, NA, stage:pT1aN0M0, alive, 2610 days
41.1
ccRCC-55
0 years, female, NA, stage:pT3bN0M0, alive, 1260 days
40.5
ccRCC-102
0 years, male, NA, stage:pT1bN0M0, alive, 4260 days
40.2
ccRCC-53
0 years, male, NA, stage:pT1aN0M0, alive, 1260 days
40.0
ccRCC-89
0 years, male, NA, stage:pT1aN0M0, alive, 3510 days
39.4
ccRCC-34
0 years, male, NA, stage:pT3bN0M1, alive, 1530 days
38.9
ccRCC-44
0 years, female, NA, stage:pT1bN0M0, alive, 1050 days
38.7
ccRCC-103
0 years, female, NA, stage:pT1aN0M0, alive, 4350 days
38.6
ccRCC-66
0 years, female, NA, stage:pT3bN0M1, alive, 2520 days
38.1
ccRCC-5
0 years, male, NA, stage:pT1aN0M0, alive, 2940 days
37.4
ccRCC-40
0 years, male, NA, stage:pT1aN0M0, alive, 1020 days
37.1
ccRCC-54
0 years, male, NA, stage:pT1bN0M0, alive, 1200 days
35.5
ccRCC-31
0 years, male, NA, stage:pT1aN0M0, alive, 1560 days
34.5
ccRCC-75
0 years, male, NA, stage:pT3aN1M1, dead, 180 days
34.4
ccRCC-42
0 years, male, NA, stage:pT3aN0M0, alive, 1170 days
33.3
ccRCC-88
0 years, male, NA, stage:pT1aN0M0, alive, 2880 days
32.4
ccRCC-35
0 years, male, NA, stage:pT1aN0M0, alive, 1380 days
32.2
ccRCC-80
0 years, male, NA, stage:pT2N0M0, alive, 3000 days
31.5
ccRCC-21
0 years, male, NA, stage:pT1bN0M0, alive, 1080 days
31.2
ccRCC-48
0 years, male, NA, stage:pT1bN0M0, alive, 990 days
31.1
ccRCC-2
0 years, male, NA, stage:pT1aN0M1, dead, 2190 days
30.3
ccRCC-23
0 years, male, NA, stage:pT1bN0M0, alive, 1170 days
30.1
ccRCC-99
0 years, female, NA, stage:pT2N0M0, alive, 3330 days
30.1
ccRCC-69
0 years, male, NA, stage:pT1aN0M0, alive, 2670 days
29.8
ccRCC-32
0 years, male, NA, stage:pT2N0M0, dead, 1320 days
29.3
ccRCC-13
0 years, female, NA, stage:pT3aN2M0, dead, 540 days
29.2
ccRCC-82
0 years, male, NA, stage:pT1aN0M0, alive, 3090 days
29.1
ccRCC-90
0 years, male, NA, stage:pT1aN0M0, dead, 1170 days
28.7
ccRCC-3
0 years, male, NA, stage:pT3bN1M0, dead, 240 days
28.6
ccRCC-106
0 years, male, NA, stage:pT1aN0M0, dead, 1890 days
27.2
ccRCC-84
0 years, male, NA, stage:pT1bN0M0, alive, 2010 days
26.6
ccRCC-4
0 years, male, NA, stage:pT1bN0M0, dead, 270 days
25.9
ccRCC-22
0 years, male, NA, stage:pT3bN0M0, dead, 330 days
24.9
ccRCC-24
0 years, male, NA, stage:pT3bN0M0, dead, 750 days
24.7
ccRCC-65
0 years, male, NA, stage:pT3bN0M1, dead, 300 days
24.4
ccRCC-94
0 years, male, NA, stage:pT1bN0M0, dead, 480 days
24.1
ccRCC-95
0 years, male, NA, stage:pT1bN0M0, alive, 3960 days
23.8
ccRCC-81
0 years, male, NA, stage:pT3aN2M0, dead, 1290 days
23.7
ccRCC-46
0 years, male, NA, stage:pT1bN0M0, alive, 990 days
23.5
ccRCC-12
0 years, male, NA, stage:pT1aN0M0, alive, 900 days
23.3
ccRCC-10
0 years, male, NA, stage:pT3aN2M1, dead, 90 days
23.0
ccRCC-70
0 years, male, NA, stage:pT4N0M1, dead, 540 days
22.9
ccRCC-56
0 years, male, NA, stage:pT1aN0M0, alive, 1950 days
22.5
ccRCC-43
0 years, female, NA, stage:pT1bN0M0, alive, 1050 days
21.9
ccRCC-51
0 years, male, NA, stage:pT3aN0M0, alive, 1410 days
21.9
ccRCC-64
0 years, male, NA, stage:pT3aN0M0, alive, 2430 days
20.1
ccRCC-1
0 years, female, NA, stage:pT1bN0M0, alive, 3330 days
19.6
ccRCC-39
0 years, male, NA, stage:pT2N0M0, alive, 900 days
19.6
ccRCC-37
0 years, female, NA, stage:pT1aN0M0, alive, 1500 days
18.8
ccRCC-45
0 years, male, NA, stage:pT1aN0M0, alive, 1020 days
18.4
ccRCC-26
0 years, male, NA, stage:pT1bN0M0, alive, 1800 days
16.0
ccRCC-9
0 years, male, NA, stage:pT2N1M1, dead, 360 days
15.9
ccRCC-14
0 years, male, NA, stage:pT3cN0M0, alive, 2280 days
15.7
ccRCC-49
0 years, male, NA, stage:pT3bN0M0, alive, 1290 days
13.6
ccRCC-50
0 years, male, NA, stage:pT3bN0M0, alive, 900 days
12.4
ccRCC-36
0 years, male, NA, stage:pT2N0M0, alive, 1410 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.
SPAG9 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
25.2
Number of samples
282
Samples
Sample
Description
TPM
TCGA-B1-A655-01A
0 years, female, white, stage:Stage I, alive, 510 days
92.4
TCGA-BQ-7055-01A
0 years, male, white, stage:Stage I, alive, 799 days
80.7
TCGA-DZ-6131-01A
0 years, male, white, stage:Stage III, alive, 2429 days
80.6
TCGA-A4-7288-01A
0 years, female, white, stage:'--, alive, 1857 days
80.0
TCGA-IZ-8196-01A
0 years, male, white, stage:Stage I, alive, 649 days
77.2
TCGA-BQ-5891-01A
0 years, female, white, stage:Stage III, alive, 29 days
76.4
TCGA-G7-7501-01A
0 years, female, black or african american, stage:Stage III, dead, 624 days
74.8
TCGA-G7-A8LD-01A
0 years, male, white, stage:Stage III, dead, 514 days
72.9
TCGA-B3-3925-01A
0 years, male, white, stage:Stage III, alive, 1029 days
71.6
TCGA-B3-4103-01A
0 years, male, white, stage:Stage I, alive, 930 days
68.2
TCGA-DZ-6133-01A
0 years, female, white, stage:Stage I, dead, 1557 days
67.4
TCGA-A4-7734-01A
0 years, female, white, stage:Stage I, alive, 27 days
64.3
TCGA-SX-A71S-01A
0 years, female, white, stage:Stage I, alive, 1504 days
63.5
TCGA-B3-3926-01A
0 years, female, white, stage:Stage I, alive, 883 days
63.0
TCGA-B9-4117-01A
0 years, female, black or african american, stage:'--, alive, 14 days
59.4
TCGA-BQ-5882-01A
0 years, male, stage:Stage III, dead, 658 days
59.1
TCGA-DW-7842-01A
0 years, male, white, stage:Stage I, alive, 92 days
58.5
TCGA-BQ-5876-01A
0 years, male, white, stage:Stage I, alive, 586 days
58.0
TCGA-B9-A5W7-01A
0 years, male, black or african american, stage:Stage I, alive, 585 days
57.5
TCGA-J7-8537-01A
0 years, female, asian, stage:Stage III, dead, 321 days
57.0
TCGA-GL-7966-01A
0 years, female, white, stage:Stage III, alive, 112 days
56.1
TCGA-F9-A97G-01A
0 years, male, asian, stage:Stage III, alive, 13 days
54.0
TCGA-BQ-7051-01A
0 years, male, white, stage:Stage II, alive, 1533 days
53.2
TCGA-EV-5901-01A
0 years, female, white, stage:Stage I, alive, 1040 days
48.9
TCGA-BQ-5884-01A
0 years, female, black or african american, stage:Stage I, alive, 792 days
48.0
TCGA-G7-6797-01A
0 years, male, white, stage:Stage III, alive, 765 days
46.2
TCGA-A4-8515-01A
0 years, male, american indian or alaska native, stage:Stage I, alive, 709 days
46.1
TCGA-A4-8310-01A
0 years, male, white, stage:Stage III, alive, 780 days
44.4
TCGA-UZ-A9PP-01A
0 years, male, white, stage:Stage I, alive, 3010 days
43.7
TCGA-G7-A8LE-01A
0 years, male, white, stage:Stage I, alive, 2453 days
43.6
TCGA-G7-6793-01A
0 years, female, white, stage:Stage IV, dead, 336 days
43.1
TCGA-BQ-5892-01A
0 years, male, white, stage:Stage I, alive, 364 days
43.0
TCGA-AL-3471-01A
0 years, male, white, stage:Stage I, dead, 1500 days
42.8
TCGA-UZ-A9PR-01A
0 years, male, white, stage:Stage I, alive, 2191 days
42.1
TCGA-SX-A71V-01A
0 years, male, white, stage:Stage I, alive, 876 days
41.9
TCGA-B9-5155-01A
0 years, male, white, stage:Stage III, alive, 665 days
41.6
TCGA-UZ-A9PS-01A
0 years, female, black or african american, stage:Stage II, alive, 2167 days
41.2
TCGA-AL-3467-01A
0 years, female, white, stage:'--, alive, 2135 days
40.0
TCGA-EV-5903-01A
0 years, male, white, stage:Stage I, alive, 757 days
39.4
TCGA-5P-A9KC-01A
0 years, female, white, stage:'--, alive, 377 days
39.2
TCGA-BQ-5878-01A
0 years, female, white, stage:Stage III, alive, 1938 days
38.7
TCGA-HE-A5NH-01A
0 years, male, stage:Stage I, alive, 791 days
38.6
TCGA-SX-A7SO-01A
0 years, male, white, stage:Stage I, alive, 1257 days
38.5
TCGA-HE-7129-01A
male, stage:Stage II, alive, 2492 days
38.5
TCGA-UZ-A9PJ-01A
0 years, male, white, stage:Stage I, dead, 797 days
38.5
TCGA-A4-7583-01A
0 years, male, black or african american, stage:Stage I, alive, 3 days
38.4
TCGA-BQ-7050-01A
0 years, female, white, stage:Stage I, alive, 1864 days
38.1
TCGA-GL-A9DC-01A
0 years, female, white, stage:Stage I, alive, 392 days
38.0
TCGA-2Z-A9JD-01A
0 years, male, white, stage:Stage I, alive, 1060 days
37.9
TCGA-Y8-A8S0-01A
0 years, male, white, stage:Stage I, alive, 183 days
37.6
TCGA-A4-8630-01A
0 years, female, white, stage:Stage I, alive, 436 days
37.4
TCGA-GL-6846-01A
0 years, male, white, stage:Stage IV, alive, 5925 days
37.4
TCGA-A4-7997-01A
0 years, male, white, stage:Stage I, alive, 927 days
36.9
TCGA-A4-7915-01A
0 years, female, black or african american, stage:Stage II, alive, 7 days
36.6
TCGA-Y8-A894-01A
0 years, female, white, stage:Stage I, alive, 567 days
36.5
TCGA-BQ-5879-01A
0 years, female, white, stage:Stage III, dead, 697 days
36.2
TCGA-A4-7584-01A
0 years, male, black or african american, stage:Stage I, alive, 650 days
35.7
TCGA-B9-A5W9-01A
0 years, male, white, stage:Stage I, alive, 5 days
35.6
TCGA-UZ-A9PQ-01A
0 years, male, black or african american, stage:Stage III, dead, 2624 days
35.6
TCGA-DW-7839-01A
0 years, female, white, stage:Stage I, alive, 419 days
35.3
TCGA-BQ-5877-01A
0 years, male, black or african american, stage:Stage IV, dead, 270 days
35.2
TCGA-A4-A5Y1-01A
0 years, male, white, stage:Stage III, dead, 395 days
35.1
TCGA-B3-8121-01A
0 years, female, black or african american, stage:Stage I, alive, 379 days
35.0
TCGA-BQ-7046-01A
0 years, male, white, stage:Stage I, alive, 2948 days
34.9
TCGA-B9-5156-01A
0 years, male, white, stage:'--, alive, 1338 days
34.6
TCGA-BQ-5887-01A
0 years, male, white, stage:Stage III, alive, 771 days
34.4
TCGA-UN-AAZ9-01A
0 years, female, black or african american, stage:Stage I, alive, 548 days
34.3
TCGA-KV-A74V-01A
0 years, male, white, stage:Stage I, alive, 347 days
34.0
TCGA-5P-A9K9-01A
0 years, female, white, stage:'--, dead, 589 days
33.5
TCGA-A4-A5Y0-01A
0 years, female, white, stage:Stage I, alive, 252 days
33.4
TCGA-UZ-A9PU-01A
0 years, male, white, stage:Stage I, dead, 933 days
32.9
TCGA-B9-A8YH-01A
0 years, male, black or african american, stage:Stage I, alive, 532 days
32.9
TCGA-2Z-A9JI-01A
0 years, male, white, stage:Stage III, alive, 1567 days
32.6
TCGA-BQ-5893-01A
0 years, male, white, stage:Stage IV, dead, 241 days
32.4
TCGA-B3-4104-01A
0 years, male, white, stage:Stage II, alive, 1049 days
32.4
TCGA-F9-A7Q0-01A
0 years, female, asian, stage:Stage I, alive, 398 days
32.0
TCGA-AL-3468-01A
0 years, male, white, stage:Stage II, dead, 2331 days
31.3
TCGA-BQ-7061-01A
0 years, female, white, stage:Stage I, alive, 218 days
31.2
TCGA-AL-3466-01A
0 years, male, white, stage:Stage IV, dead, 293 days
31.0
TCGA-BQ-5875-01A
0 years, female, white, stage:Stage III, alive, 2639 days
30.8
TCGA-A4-A4ZT-01A
0 years, female, white, stage:Stage I, alive, 516 days
30.3
TCGA-UZ-A9PV-01A
0 years, male, white, stage:Stage I, alive, 1444 days
30.1
TCGA-B9-4116-01A
0 years, female, black or african american, stage:'--, alive, 627 days
29.6
TCGA-DW-7834-01A
0 years, male, white, stage:Stage I, alive, 3950 days
28.8
TCGA-A4-8517-01A
0 years, male, white, stage:Stage I, alive, 597 days
28.8
TCGA-A4-7585-01A
0 years, male, white, stage:Stage III, dead, 1070 days
28.7
TCGA-P4-AAVL-01A
0 years, male, white, stage:Stage III, dead, 487 days
28.7
TCGA-O9-A75Z-01A
0 years, male, white, stage:Stage I, alive, 471 days
28.3
TCGA-UZ-A9PO-01A
0 years, male, white, stage:Stage I, alive, 1911 days
28.2
TCGA-BQ-7053-01A
0 years, female, black or african american, stage:Stage III, alive, 1516 days
28.0
TCGA-DW-5560-01A
0 years, female, white, stage:Stage I, alive, 1486 days
27.7
TCGA-DW-7836-01A
0 years, male, white, stage:Stage I, alive, 1093 days
27.5
TCGA-2Z-A9JS-01A
0 years, male, white, stage:Stage I, dead, 492 days
27.5
TCGA-BQ-7045-01A
0 years, male, black or african american, stage:Stage I, dead, 1468 days
27.4
TCGA-HE-7130-01A
female, stage:Stage III, alive, 1770 days
27.4
TCGA-4A-A93X-01A
0 years, male, white, stage:Stage IV, alive, 390 days
27.2
TCGA-A4-8098-01A
0 years, male, black or african american, stage:Stage I, alive, 896 days
27.2
TCGA-DW-7838-01A
0 years, male, white, stage:Stage I, alive, 744 days
27.0
TCGA-UZ-A9PX-01A
0 years, male, white, stage:Stage I, alive, 1981 days
26.9
TCGA-A4-7286-01A
0 years, male, white, stage:'--, alive, 554 days
26.8
TCGA-DZ-6132-01A
0 years, male, stage:Stage I, alive, 2460 days
26.8
TCGA-5P-A9JZ-01A
0 years, female, white, stage:'--, alive, 2744 days
26.8
TCGA-2Z-A9JR-01A
0 years, male, white, stage:Stage I, alive, 161 days
26.8
TCGA-A4-A5XZ-01A
0 years, female, white, stage:Stage II, alive, 479 days
26.6
TCGA-2Z-A9JG-01A
0 years, male, white, stage:Stage I, alive, 1662 days
26.4
TCGA-A4-8516-01A
0 years, male, white, stage:Stage III, alive, 23 days
26.3
TCGA-BQ-7060-01A
0 years, male, american indian or alaska native, stage:Stage I, alive, 214 days
26.3
TCGA-SX-A7SQ-01A
0 years, male, white, stage:Stage I, alive, 1266 days
26.2
TCGA-GL-A59R-01A
0 years, male, white, stage:Stage III, alive, 378 days
25.3
TCGA-P4-A5EB-01A
0 years, male, white, stage:Stage I, alive, 2477 days
25.2
TCGA-Y8-A8RZ-01A
0 years, male, white, stage:Stage I, alive, 205 days
25.2
TCGA-B9-4113-01A
0 years, male, black or african american, stage:Stage I, dead, 1536 days
25.1
TCGA-DZ-6134-01A
0 years, male, white, stage:Stage I, alive, 1856 days
25.0
TCGA-A4-A5DU-01A
0 years, female, white, stage:Stage I, alive, 496 days
24.8
TCGA-HE-A5NF-01A
0 years, male, stage:Stage I, alive, 2582 days
24.8
TCGA-MH-A55W-01A
0 years, male, black or african american, stage:Stage I, alive, 1043 days
24.7
TCGA-SX-A71U-01A
0 years, male, white, stage:Stage I, alive, 1357 days
24.6
TCGA-SX-A7SR-01A
0 years, male, white, stage:Stage II, alive, 805 days
24.5
TCGA-DZ-6135-01A
0 years, male, stage:Stage I, alive, 2269 days
24.5
TCGA-IZ-8195-01A
0 years, male, white, stage:Stage II, alive, 677 days
24.4
TCGA-P4-A5E7-01A
0 years, female, white, stage:Stage I, alive, 2649 days
24.2
TCGA-Y8-A896-01A
0 years, male, white, stage:Stage III, alive, 567 days
24.0
TCGA-5P-A9KF-01A
0 years, male, white, stage:'--, alive, 845 days
23.9
TCGA-A4-8311-01A
0 years, male, white, stage:Stage I, alive, 729 days
23.7
TCGA-IA-A40Y-01A
0 years, female, white, stage:Stage III, alive, 62 days
23.7
TCGA-GL-A9DE-01A
0 years, male, black or african american, stage:Stage I, alive, 496 days
23.6
TCGA-B1-A657-01A
0 years, male, white, stage:Stage I, alive, 641 days
23.6
TCGA-G7-A8LC-01A
0 years, male, white, stage:Stage I, alive, 702 days
23.6
TCGA-GL-7773-01A
0 years, male, white, stage:Stage I, alive, 393 days
23.5
TCGA-V9-A7HT-01A
0 years, male, black or african american, stage:Stage II, alive, 965 days
23.5
TCGA-G7-6792-01A
0 years, male, black or african american, stage:Stage I, alive, 2765 days
23.4
TCGA-DW-7837-01A
0 years, male, black or african american, stage:Stage I, alive, 1142 days
23.3
TCGA-GL-8500-01A
0 years, male, white, stage:Stage I, alive, 841 days
23.3
TCGA-Y8-A8RY-01A
0 years, male, white, stage:Stage I, alive, 769 days
23.2
TCGA-G7-6789-01A
0 years, female, white, stage:Stage IV, dead, 122 days
23.1
TCGA-A4-7732-01A
0 years, male, black or african american, stage:'--, alive, 582 days
23.1
TCGA-HE-A5NJ-01A
0 years, male, stage:'--, alive, 1726 days
23.1
TCGA-PJ-A5Z8-01A
0 years, female, white, stage:Stage I, alive, 600 days
23.0
TCGA-UZ-A9PN-01A
0 years, male, white, stage:Stage III, dead, 1136 days
22.8
TCGA-EV-5902-01A
0 years, male, white, stage:Stage I, alive, 578 days
22.2
TCGA-UZ-A9PK-01A
0 years, male, white, stage:Stage I, alive, 3571 days
22.0
TCGA-DW-5561-01A
0 years, male, black or african american, stage:Stage I, alive, 414 days
21.6
TCGA-B3-A6W5-01A
0 years, male, black or african american, stage:Stage I, alive, 309 days
21.3
TCGA-B9-A8YI-01A
0 years, male, black or african american, stage:Stage I, alive, 374 days
21.1
TCGA-A4-A57E-01A
0 years, male, white, stage:Stage IV, dead, 258 days
20.5
TCGA-A4-8518-01A
0 years, male, white, stage:Stage I, alive, 600 days
20.4
TCGA-UZ-A9Q0-01A
0 years, male, white, stage:Stage I, alive, 3368 days
20.3
TCGA-BQ-7048-01A
0 years, male, white, stage:Stage III, alive, 2839 days
20.3
TCGA-F9-A8NY-01A
0 years, female, asian, stage:Stage IV, alive, 36 days
19.7
TCGA-MH-A561-01A
0 years, male, white, stage:Stage I, alive, 841 days
19.7
TCGA-AL-7173-01A
0 years, female, white, stage:Stage IV, alive, 2060 days
19.7
TCGA-Y8-A895-01A
0 years, male, white, stage:Stage I, alive, 484 days
19.6
TCGA-J7-6720-01A
0 years, male, asian, stage:Stage I, alive, 388 days
19.4
TCGA-DW-7841-01A
0 years, male, black or african american, stage:Stage I, alive, 445 days
19.2
TCGA-5P-A9KH-01A
0 years, male, white, stage:'--, alive, 2051 days
19.1
TCGA-B1-A47N-01A
0 years, male, white, stage:Stage I, alive, 1110 days
19.0
TCGA-B9-A69E-01A
0 years, male, white, stage:Stage III, alive, 452 days
18.8
TCGA-5P-A9K4-01A
0 years, male, white, stage:'--, alive, 2184 days
18.8
TCGA-2Z-A9J8-01A
0 years, male, white, stage:Stage I, alive, 2790 days
18.7
TCGA-2Z-A9JO-01A
0 years, female, black or african american, stage:Stage I, alive, 949 days
18.7
TCGA-B1-7332-01A
0 years, female, black or african american, stage:Stage II, alive, 1141 days
18.6
TCGA-UZ-A9PL-01A
0 years, male, white, stage:Stage II, alive, 3152 days
18.4
TCGA-4A-A93W-01A
0 years, female, white, stage:Stage I, alive, 4 days
18.4
TCGA-SX-A7SU-01A
0 years, male, stage:Stage I, alive, 1331 days
18.3
TCGA-AT-A5NU-01A
0 years, male, white, stage:Stage I, alive, 67 days
18.1
TCGA-B1-5398-01A
0 years, male, white, stage:Stage III, alive, 1251 days
18.1
TCGA-2Z-A9J6-01A
0 years, male, white, stage:Stage I, alive, 1731 days
18.0
TCGA-PJ-A5Z9-01A
0 years, female, white, stage:Stage I, alive, 540 days
17.9
TCGA-BQ-7062-01A
0 years, male, black or african american, stage:Stage I, alive, 116 days
17.9
TCGA-F9-A4JJ-01A
0 years, female, black or african american, stage:Stage III, dead, 325 days
17.9
TCGA-5P-A9K6-01A
0 years, male, white, stage:'--, alive, 1914 days
17.8
TCGA-GL-A59T-01A
0 years, male, white, stage:Stage I, alive, 546 days
17.8
TCGA-BQ-5890-01A
0 years, male, white, stage:Stage III, alive, 233 days
17.4
TCGA-5P-A9JV-01A
0 years, male, white, stage:'--, alive, 2043 days
17.4
TCGA-MH-A855-01A
0 years, female, black or african american, stage:Stage II, alive, 369 days
17.4
TCGA-Y8-A897-01A
0 years, female, white, stage:Stage I, alive, 549 days
17.2
TCGA-BQ-5894-01A
0 years, male, stage:Stage IV, alive, 84 days
17.0
TCGA-G7-6796-01A
0 years, male, white, stage:Stage I, alive, 2173 days
16.8
TCGA-SX-A7SM-01A
0 years, male, black or african american, stage:Stage IV, dead, 363 days
16.7
TCGA-MH-A857-01A
0 years, male, black or african american, stage:Stage I, alive, 890 days
16.7
TCGA-G7-A4TM-01A
0 years, male, black or african american, stage:Stage I, alive, 768 days
16.7
TCGA-BQ-7059-01A
0 years, male, white, stage:Stage I, alive, 232 days
16.6
TCGA-5P-A9K0-01A
0 years, male, white, stage:'--, alive, 677 days
16.6
TCGA-5P-A9KA-01A
0 years, male, white, stage:'--, alive, 395 days
16.6
TCGA-UZ-A9PM-01A
0 years, male, white, stage:Stage II, alive, 3811 days
16.5
TCGA-SX-A7SP-01A
0 years, female, white, stage:Stage I, dead, 496 days
16.4
TCGA-5P-A9K2-01A
0 years, male, white, stage:'--, alive, 2392 days
16.4
TCGA-UZ-A9Q1-01A
0 years, female, white, stage:Stage I, alive, 730 days
16.3
TCGA-BQ-7044-01A
0 years, male, white, stage:Stage III, alive, 3760 days
16.3
TCGA-BQ-5883-01A
0 years, female, black or african american, stage:Stage I, alive, 1242 days
16.2
TCGA-B9-4115-01A
0 years, male, black or african american, stage:Stage I, alive, 803 days
16.0
TCGA-AL-3472-01A
0 years, male, black or african american, stage:'--, alive, 2029 days
16.0
TCGA-SX-A71W-01A
0 years, male, white, stage:Stage I, alive, 1076 days
16.0
TCGA-BQ-7049-01A
0 years, female, white, stage:Stage I, dead, 1364 days
16.0
TCGA-5P-A9KE-01A
0 years, male, white, stage:'--, alive, 824 days
16.0
TCGA-5P-A9K3-01A
0 years, male, white, stage:'--, dead, 471 days
15.9
TCGA-SX-A71R-01A
0 years, male, white, stage:Stage I, alive, 1457 days
15.9
TCGA-2Z-A9JJ-01A
0 years, female, white, stage:Stage I, alive, 1213 days
15.8
TCGA-SX-A7SL-01A
0 years, male, stage:Stage I, alive, 823 days
15.8
TCGA-P4-A5E8-01A
0 years, male, white, stage:Stage III, dead, 1306 days
15.8
TCGA-SX-A7SS-01A
0 years, male, white, stage:Stage I, alive, 1615 days
15.8
TCGA-UZ-A9PZ-01A
0 years, male, white, stage:Stage III, alive, 657 days
15.8
TCGA-BQ-7056-01A
0 years, female, white, stage:Stage III, alive, 612 days
15.5
TCGA-2Z-A9JL-01A
0 years, male, black or african american, stage:Stage I, alive, 1006 days
15.5
TCGA-DW-7840-01A
0 years, male, black or african american, stage:Stage I, alive, 114 days
15.2
TCGA-2Z-A9JK-01A
0 years, male, white, stage:Stage III, alive, 1186 days
15.0
TCGA-2Z-A9JM-01A
0 years, male, white, stage:Stage I, alive, 934 days
14.9
TCGA-2Z-A9JE-01A
0 years, male, white, stage:Stage I, alive, 1728 days
14.5
TCGA-5P-A9JY-01A
0 years, male, white, stage:'--, dead, 1508 days
14.5
TCGA-SX-A7SN-01A
0 years, male, white, stage:Stage I, alive, 578 days
14.5
TCGA-HE-A5NL-01A
0 years, male, stage:Stage I, alive, 767 days
14.5
TCGA-IA-A40X-01A
0 years, female, black or african american, stage:Stage I, alive, 608 days
14.5
TCGA-AL-3473-01A
0 years, male, white, stage:Stage II, alive, 1906 days
14.2
TCGA-2Z-A9J1-01A
0 years, male, white, stage:Stage I, alive, 2298 days
14.2
TCGA-GL-A9DD-01A
0 years, male, white, stage:Stage I, alive, 341 days
13.9
TCGA-GL-A4EM-01A
0 years, male, white, stage:Stage I, alive, 32 days
13.9
TCGA-A4-7287-01A
0 years, female, white, stage:Stage I, dead, 597 days
13.1
TCGA-Y8-A898-01A
0 years, male, white, stage:Stage I, alive, 475 days
12.9
TCGA-KV-A6GD-01A
0 years, male, white, stage:Stage I, alive, 560 days
12.6
TCGA-G7-A8LB-01A
0 years, male, white, stage:Stage IV, alive, 547 days
12.6
TCGA-IA-A40U-01A
0 years, male, white, stage:Stage III, alive, 511 days
12.4
TCGA-B1-A47O-01A
0 years, female, white, stage:Stage I, alive, 842 days
12.3
TCGA-B1-A654-01A
0 years, female, black or african american, stage:Stage I, alive, 616 days
12.2
TCGA-IA-A83W-01A
0 years, male, white, stage:Stage I, dead, 2043 days
12.2
TCGA-2Z-A9J7-01A
0 years, male, white, stage:Stage IV, dead, 139 days
11.8
TCGA-B9-A5W8-01A
0 years, male, black or african american, stage:Stage II, alive, 524 days
11.4
TCGA-MH-A55Z-01A
0 years, male, black or african american, stage:Stage I, alive, 845 days
11.4
TCGA-A4-7828-01A
0 years, female, black or african american, stage:Stage I, alive, 238 days
11.3
TCGA-2Z-A9J9-01A
0 years, male, black or african american, stage:Stage I, alive, 2294 days
11.3
TCGA-IZ-A6M9-01A
0 years, male, white, stage:Stage I, alive, 376 days
11.3
TCGA-BQ-5880-01A
0 years, male, white, stage:Stage III, dead, 1314 days
11.1
TCGA-2K-A9WE-01A
0 years, male, white, stage:Stage II, alive, 214 days
11.1
TCGA-P4-AAVK-01A
0 years, male, white, stage:Stage III, alive, 1590 days
11.1
TCGA-2Z-A9J3-01A
0 years, male, white, stage:Stage II, dead, 1771 days
11.0
TCGA-2Z-A9JN-01A
0 years, female, black or african american, stage:Stage I, alive, 740 days
10.9
TCGA-BQ-7058-01A
0 years, male, white, stage:Stage III, dead, 343 days
10.8
TCGA-HE-A5NK-01A
0 years, male, stage:'--, alive, 2228 days
10.7
TCGA-AL-A5DJ-01A
0 years, female, white, stage:Stage III, dead, 1498 days
10.4
TCGA-B1-A47M-01A
0 years, male, black or african american, stage:Stage III, alive, 659 days
10.3
TCGA-MH-A856-01A
0 years, male, white, stage:Stage I, alive, 947 days
10.3
TCGA-IA-A83V-01A
0 years, male, white, stage:Stage I, dead, 2941 days
10.1
TCGA-KV-A6GE-01A
0 years, male, white, stage:Stage I, alive, 885 days
10.0
TCGA-WN-AB4C-01A
0 years, female, white, stage:Stage I, alive, 1188 days
9.9
TCGA-B9-A44B-01A
0 years, male, black or african american, stage:Stage III, alive, 361 days
9.8
TCGA-B9-4617-01A
0 years, male, black or african american, stage:'--, alive, 35 days
9.7
TCGA-P4-AAVO-01A
0 years, male, white, stage:Stage I, alive, 2400 days
9.4
TCGA-5P-A9JU-01A
0 years, male, white, stage:Stage III, alive, 373 days
9.4
TCGA-HE-A5NI-01A
0 years, male, stage:Stage I, alive, 360 days
9.2
TCGA-B9-4114-01A
0 years, male, black or african american, stage:'--, alive, 857 days
9.2
TCGA-A4-8312-01A
0 years, male, black or african american, stage:Stage I, alive, 708 days
8.8
TCGA-2Z-A9JP-01A
0 years, male, white, stage:Stage I, alive, 893 days
8.7
TCGA-4A-A93Y-01A
0 years, female, black or african american, stage:Stage II, alive, 352 days
8.6
TCGA-A4-A6HP-01A
0 years, male, white, stage:Stage I, alive, 379 days
8.6
TCGA-F9-A7VF-01A
0 years, female, white, stage:Stage I, alive, 73 days
8.5
TCGA-G7-6795-01A
0 years, male, white, stage:Stage I, alive, 1194 days
8.5
TCGA-BQ-5885-01A
0 years, male, white, stage:Stage III, alive, 921 days
8.5
TCGA-5P-A9K8-01A
0 years, female, white, stage:'--, alive, 1309 days
8.5
TCGA-2Z-A9J5-01A
0 years, male, white, stage:Stage II, alive, 3050 days
8.2
TCGA-P4-AAVM-01A
0 years, male, white, stage:Stage I, alive, 1539 days
8.2
TCGA-IA-A83S-01A
0 years, male, white, stage:'--, dead, 2609 days
7.6
TCGA-5P-A9JW-01A
0 years, male, white, stage:'--, alive, 3241 days
7.4
TCGA-Q2-A5QZ-01A
0 years, female, black or african american, stage:Stage III, alive, 428 days
7.4
TCGA-IA-A83T-01A
0 years, male, white, stage:'--, dead, 2684 days
7.2
TCGA-BQ-5881-01A
0 years, male, white, stage:Stage I, alive, 1454 days
7.1
TCGA-2Z-A9JQ-01A
0 years, male, white, stage:Stage I, alive, 778 days
7.0
TCGA-MH-A854-01A
0 years, female, black or african american, stage:Stage I, alive, 536 days
6.8
TCGA-BQ-5889-01A
0 years, male, white, stage:Stage IV, dead, 329 days
6.7
TCGA-MH-A562-01A
0 years, male, black or african american, stage:Stage I, alive, 616 days
6.3
TCGA-P4-A5E6-01A
0 years, male, black or african american, stage:Stage III, alive, 3035 days
6.0
TCGA-2Z-A9J2-01A
0 years, female, white, stage:Stage I, alive, 1795 days
6.0
TCGA-BQ-5888-01A
0 years, female, white, stage:Stage I, alive, 403 days
5.9
TCGA-IZ-A6M8-01A
0 years, male, black or african american, stage:Stage I, alive, 497 days
5.9
TCGA-B1-A656-01A
0 years, male, white, stage:Stage I, alive, 618 days
5.7
TCGA-MH-A560-01A
0 years, male, white, stage:Stage I, alive, 924 days
5.7
TCGA-A4-A48D-01A
0 years, male, black or african american, stage:Stage I, alive, 379 days
5.4
TCGA-P4-A5EA-01A
0 years, female, white, stage:Stage III, dead, 201 days
5.0
TCGA-2Z-A9JT-01A
0 years, male, white, stage:Stage I, alive, 684 days
4.5
TCGA-WN-A9G9-01A
0 years, male, white, stage:Stage I, alive, 791 days
4.3
TCGA-P4-A5ED-01A
0 years, male, white, stage:Stage I, alive, 2816 days
4.3
TCGA-Y8-A8S1-01A
0 years, male, white, stage:Stage I, alive, 404 days
4.1
TCGA-BQ-5886-01A
0 years, male, white, stage:Stage III, alive, 792 days
3.8
TCGA-J7-A8I2-01A
0 years, male, asian, stage:Stage I, alive, 307 days
3.6
Show allShow less
RENAL CELL CARCINOMA - Protein relative expression (CPTAC)
Number of samples
194
Samples
Sample ID
Sample type
nRPX
CPT0012900004
Tumor
0.8
CPT0077110003
Tumor
0.7
CPT0019130003
Tumor
0.7
CPT0012370003
Tumor
0.7
CPT0026410003
Tumor
0.7
CPT0001340003
Tumor
0.6
CPT0088970003
Tumor
0.6
CPT0001540009
Tumor
0.6
CPT0079480003
Tumor
0.6
CPT0077490003
Tumor
0.6
CPT0088900003
Tumor
0.6
CPT0014450004
Tumor
0.5
CPT0014370004
Tumor
0.5
CPT0009060003
Tumor
0.5
CPT0006440003
Tumor
0.5
CPT0006630003
Tumor
0.5
CPT0065870003
Tumor
0.5
CPT0071150004
Tumor
0.5
CPT0009000003
Tumor
0.5
CPT0000870016
Tumor
0.4
CPT0078930003
Tumor
0.4
CPT0065810003
Tumor
0.4
CPT0065930003
Tumor
0.4
CPT0069160003
Tumor
0.4
CPT0078830003
Tumor
0.4
CPT0025350003
Tumor
0.3
CPT0079270003
Tumor
0.3
CPT0024670003
Tumor
0.3
CPT0000780007
Tumor
0.3
CPT0089460004
Tumor
0.3
CPT0081990003
Tumor
0.3
CPT0007320003
Tumor
0.3
CPT0085670003
Tumor
0.3
CPT0001500009
Tumor
0.3
CPT0012550003
Tumor
0.3
CPT0086870003
Tumor
0.3
CPT0012080003
Tumor
0.3
CPT0078990003
Tumor
0.3
CPT0025050003
Tumor
0.3
CPT0086950003
Tumor
0.3
CPT0092160003
Tumor
0.2
CPT0015730003
Tumor
0.2
CPT0000640003
Tumor
0.2
CPT0021240003
Tumor
0.2
CPT0064370003
Tumor
0.2
CPT0088690003
Tumor
0.2
CPT0069000003
Tumor
0.2
CPT0009080003
Normal
0.2
CPT0088920001
Normal
0.2
CPT0025110003
Tumor
0.2
CPT0001180009
Tumor
0.2
CPT0025880003
Tumor
0.2
CPT0014350001
Normal
0.2
CPT0000790001
Normal
0.2
CPT0017410003
Tumor
0.2
CPT0023710001
Normal
0.2
CPT0012090003
Normal
0.2
CPT0026420001
Normal
0.1
CPT0013790003
Normal
0.1
CPT0063640001
Normal
0.1
CPT0001220008
Tumor
0.1
CPT0081620001
Normal
0.1
CPT0079410003
Tumor
0.1
CPT0088780001
Normal
0.1
CPT0092740003
Normal
0.1
CPT0011240003
Tumor
0.1
CPT0081600003
Tumor
0.1
CPT0081880003
Tumor
0.1
CPT0017450001
Normal
0.1
CPT0079430001
Normal
0.1
CPT0006730001
Normal
0.1
CPT0065450001
Normal
0.1
CPT0010160003
Tumor
0.1
CPT0006950001
Normal
0.1
CPT0001350001
Normal
0.1
CPT0001260009
Tumor
0.1
CPT0078840001
Normal
0.1
CPT0092800003
Normal
0.1
CPT0079000001
Normal
0.1
CPT0012770003
Normal
0.1
CPT0025230003
Tumor
0.1
CPT0018250001
Normal
0.1
CPT0063320003
Tumor
0.1
CPT0077500001
Normal
0.1
CPT0025060001
Normal
0.1
CPT0012570003
Normal
0.1
CPT0009020003
Normal
0.0
CPT0075570001
Normal
0.0
CPT0089480003
Normal
0.0
CPT0007860003
Tumor
0.0
CPT0025610001
Normal
0.0
CPT0066470004
Tumor
0.0
CPT0025580004
Tumor
0.0
CPT0086370003
Normal
0.0
CPT0078670001
Normal
0.0
CPT0019990003
Tumor
0.0
CPT0092310003
Normal
0.0
CPT0082010001
Normal
0.0
CPT0010110003
Tumor
0.0
CPT0025290003
Tumor
0.0
CPT0007470001
Normal
0.0
CPT0002270011
Tumor
0.0
CPT0001230001
Normal
0.0
CPT0015810003
Tumor
0.0
CPT0023360001
Normal
0.0
CPT0020130001
Normal
0.0
CPT0078940001
Normal
0.0
CPT0087050003
Normal
0.0
CPT0078530001
Normal
0.0
CPT0079230003
Tumor
0.0
CPT0014160003
Tumor
0.0
CPT0006900003
Tumor
0.0
CPT0012640003
Normal
0.0
CPT0066430001
Normal
0.0
CPT0077310003
Tumor
0.0
CPT0064400001
Normal
0.0
CPT0077140001
Normal
0.0
CPT0075720003
Tumor
0.0
CPT0086890003
Normal
0.0
CPT0069010001
Normal
0.0
CPT0024680001
Normal
0.0
CPT0076350001
Normal
-0.1
CPT0088500001
Normal
-0.1
CPT0020120003
Tumor
-0.1
CPT0000890001
Normal
-0.1
CPT0007870001
Normal
-0.1
CPT0086360003
Tumor
-0.1
CPT0089040001
Normal
-0.1
CPT0012280003
Tumor
-0.1
CPT0086970003
Normal
-0.1
CPT0025920001
Normal
-0.1
CPT0019160001
Normal
-0.1
CPT0014470001
Normal
-0.1
CPT0088760003
Tumor
-0.1
CPT0088570001
Normal
-0.1
CPT0078660003
Tumor
-0.1
CPT0010170001
Normal
-0.1
CPT0086030003
Tumor
-0.1
CPT0088710001
Normal
-0.1
CPT0088640003
Normal
-0.1
CPT0092790003
Tumor
-0.1
CPT0078800003
Tumor
-0.1
CPT0086830003
Normal
-0.1
CPT0012290003
Normal
-0.1
CPT0088630003
Tumor
-0.1
CPT0012920003
Normal
-0.1
CPT0006530001
Normal
-0.1
CPT0065430003
Tumor
-0.1
CPT0020020001
Normal
-0.1
CPT0087040003
Tumor
-0.1
CPT0000660001
Normal
-0.1
CPT0012670003
Tumor
-0.1
CPT0001550001
Normal
-0.1
CPT0065820001
Normal
-0.1
CPT0001190001
Normal
-0.1
CPT0092290003
Tumor
-0.1
CPT0063330001
Normal
-0.1
CPT0079180003
Tumor
-0.2
CPT0014130001
Normal
-0.2
CPT0023690003
Tumor
-0.2
CPT0025170003
Tumor
-0.2
CPT0001510001
Normal
-0.2
CPT0015910003
Tumor
-0.2
CPT0065690003
Tumor
-0.2
CPT0089020003
Tumor
-0.2
CPT0066520001
Normal
-0.2
CPT0001270001
Normal
-0.2
CPT0092730003
Tumor
-0.2
CPT0002370001
Normal
-0.2
CPT0079380003
Tumor
-0.2
CPT0023350003
Tumor
-0.2
CPT0075130003
Tumor
-0.2
CPT0086820003
Tumor
-0.2
CPT0088480003
Tumor
-0.2
CPT0010120001
Normal
-0.2
CPT0088550004
Tumor
-0.2
CPT0079510001
Normal
-0.2
CPT0069190001
Normal
-0.2
CPT0079300001
Normal
-0.3
CPT0066480003
Tumor
-0.3
CPT0075170001
Normal
-0.3
CPT0012180003
Tumor
-0.3
CPT0075560003
Tumor
-0.3
CPT0084590001
Normal
-0.3
CPT0065750003
Tumor
-0.3
CPT0063630003
Tumor
-0.3
CPT0076330003
Tumor
-0.3
CPT0011410003
Tumor
-0.3
CPT0092190003
Normal
-0.4
CPT0002350011
Tumor
-0.4
CPT0077320001
Normal
-0.4
CPT0017850003
Tumor
-0.4
CPT0078510003
Tumor
-0.4
CPT0084560003
Tumor
-0.6
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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
