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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.
SPAG7 is not prognostic in Colon Adenocarcinoma (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
40.7
Number of samples
254
Samples
Sample
Description
TPM
TCGA-AD-6895-01A
0 years, male, white, stage:Stage IIIB, alive, 763 days
86.4
TCGA-F4-6856-01A
0 years, male, white, stage:Stage I, alive, 1074 days
84.2
TCGA-G4-6304-01A
0 years, female, white, stage:Stage IIB, alive, 1631 days
83.4
TCGA-AD-6889-01A
0 years, male, asian, stage:Stage IIA, dead, 2532 days
81.9
TCGA-DM-A28C-01A
0 years, male, white, stage:Stage IIA, dead, 2475 days
79.7
TCGA-CA-6718-01A
0 years, male, asian, stage:Stage IIA, dead, 306 days
77.0
TCGA-CM-6678-01A
0 years, female, white, stage:Stage IVA, alive, 335 days
75.2
TCGA-CM-5349-01A
0 years, female, white, stage:Stage IIA, alive, 915 days
70.8
TCGA-AD-6964-01A
0 years, male, white, stage:'--, dead, 331 days
70.2
TCGA-A6-6142-01A
0 years, female, white, stage:Stage IVA, alive, 763 days
68.1
TCGA-AY-A71X-01A
0 years, female, black or african american, stage:Stage I, alive, 588 days
64.6
TCGA-DM-A28M-01A
0 years, male, white, stage:Stage IIA, alive, 2895 days
64.1
TCGA-F4-6463-01A
0 years, male, white, stage:Stage IIA, alive, 1087 days
63.9
TCGA-CK-5912-01A
0 years, male, white, stage:Stage I, dead, 1493 days
62.3
TCGA-CA-6716-01A
0 years, male, asian, stage:Stage IIA, alive, 371 days
62.1
TCGA-5M-AAT6-01A
0 years, female, black or african american, stage:Stage IV, dead, 290 days
61.2
TCGA-AZ-6599-01A
0 years, male, white, stage:Stage I, dead, 206 days
61.0
TCGA-D5-5537-01A
0 years, male, white, stage:'--, dead, 1381 days
59.9
TCGA-CM-6161-01A
0 years, female, white, stage:Stage I, alive, 457 days
59.8
TCGA-D5-6536-01A
0 years, male, white, stage:Stage IIA, alive, 543 days
59.4
TCGA-CM-4743-01A
0 years, male, white, stage:Stage IIA, alive, 701 days
59.2
TCGA-G4-6299-01A
0 years, male, white, stage:Stage IIIC, alive, 2268 days
58.6
TCGA-F4-6570-01A
0 years, female, white, stage:Stage IIA, dead, 188 days
58.4
TCGA-A6-A566-01A
0 years, female, black or african american, stage:Stage IIIB, dead, 758 days
58.4
TCGA-F4-6855-01A
0 years, female, white, stage:Stage IIA, alive, 1442 days
58.3
TCGA-G4-6322-01A
0 years, male, white, stage:Stage IIIB, alive, 792 days
57.8
TCGA-AZ-4616-01A
0 years, female, white, stage:Stage IV, dead, 156 days
57.6
TCGA-4T-AA8H-01A
0 years, female, black or african american, stage:Stage IIA, alive, 385 days
57.6
TCGA-AD-6901-01A
0 years, male, white, stage:'--, dead, 682 days
57.2
TCGA-A6-5662-01A
0 years, male, white, stage:Stage IVA, alive, 718 days
57.1
TCGA-CK-5916-01A
0 years, female, white, stage:Stage I, dead, 643 days
56.5
TCGA-A6-5664-01A
0 years, male, black or african american, stage:Stage IIIC, alive, 672 days
56.5
TCGA-AD-6888-01A
0 years, male, white, stage:Stage IIIB, dead, 472 days
56.4
TCGA-NH-A50U-01A
0 years, male, black or african american, stage:Stage IVA, dead, 334 days
55.1
TCGA-SS-A7HO-01A
0 years, female, black or african american, stage:Stage IIB, alive, 1829 days
55.0
TCGA-CM-5863-01A
0 years, female, white, stage:Stage IIIB, alive, 457 days
54.8
TCGA-CK-6747-01A
0 years, female, white, stage:Stage IIA, alive, 820 days
54.7
TCGA-G4-6586-01A
0 years, female, white, stage:Stage IIA, alive, 1089 days
54.6
TCGA-D5-6927-01A
0 years, male, white, stage:Stage IIA, alive, 287 days
54.5
TCGA-CM-6674-01A
0 years, male, white, stage:Stage IIA, alive, 394 days
54.3
TCGA-CM-4744-01A
0 years, male, white, stage:Stage I, alive, 609 days
53.8
TCGA-A6-6141-01A
0 years, male, black or african american, stage:Stage IIA, alive, 255 days
53.7
TCGA-CK-6751-01A
0 years, female, white, stage:Stage I, alive, 518 days
53.6
TCGA-DM-A28G-01A
0 years, male, white, stage:Stage IIA, dead, 1849 days
53.0
TCGA-G4-6309-01A
0 years, female, black or african american, stage:Stage IIIB, alive, 2600 days
52.9
TCGA-A6-5667-01A
0 years, female, white, stage:Stage IIIB, alive, 887 days
52.7
TCGA-QG-A5Z2-01A
0 years, male, black or african american, stage:Stage I, alive, 952 days
52.4
TCGA-CK-4952-01A
0 years, female, white, stage:Stage IIIC, alive, 475 days
52.3
TCGA-AZ-6601-01A
0 years, male, white, stage:Stage II, dead, 3042 days
52.2
TCGA-G4-6628-01A
0 years, male, white, stage:Stage I, alive, 2424 days
52.2
TCGA-CM-6167-01A
0 years, female, black or african american, stage:Stage IIIC, alive, 456 days
52.1
TCGA-A6-5661-01A
0 years, female, black or african american, stage:Stage IIA, alive, 1020 days
52.0
TCGA-F4-6806-01A
0 years, female, white, stage:Stage I, alive, 1260 days
51.8
TCGA-D5-6534-01A
0 years, female, white, stage:Stage IIA, alive, 1316 days
51.7
TCGA-D5-6928-01A
0 years, male, white, stage:Stage IIA, alive, 354 days
51.6
TCGA-A6-A5ZU-01A
0 years, male, black or african american, stage:Stage IIIB, alive, 293 days
51.5
TCGA-CK-6748-01A
0 years, female, white, stage:Stage IV, alive, 61 days
51.2
TCGA-AZ-5403-01A
0 years, male, white, stage:Stage II, dead, 1910 days
50.8
TCGA-CM-6680-01A
0 years, female, white, stage:Stage IIIB, alive, 366 days
50.4
TCGA-D5-6930-01A
0 years, male, white, stage:Stage IIA, alive, 406 days
49.6
TCGA-AM-5821-01A
0 years, female, white, stage:Stage IIA, alive, 28 days
49.2
TCGA-D5-6540-01A
0 years, male, white, stage:Stage I, alive, 491 days
48.9
TCGA-AA-3675-01A
0 years, male, stage:Stage II, alive, 1431 days
48.7
TCGA-AU-6004-01A
0 years, female, white, stage:Stage I, alive, 824 days
48.5
TCGA-AA-3713-01A
0 years, male, stage:Stage IV, alive, 579 days
48.3
TCGA-CM-6162-01A
0 years, female, white, stage:Stage IIIB, alive, 365 days
48.2
TCGA-G4-6293-01A
0 years, female, white, stage:Stage III, alive, 4051 days
48.2
TCGA-G4-6588-01A
0 years, female, white, stage:Stage IIA, alive, 796 days
47.9
TCGA-A6-6652-01A
0 years, male, black or african american, stage:Stage IVA, alive, 751 days
47.7
TCGA-DM-A1HB-01A
0 years, male, white, stage:Stage IIIB, alive, 4126 days
47.6
TCGA-CM-5348-01A
0 years, male, white, stage:Stage IIIB, alive, 699 days
47.4
TCGA-DM-A280-01A
0 years, female, white, stage:Stage IIA, dead, 236 days
47.3
TCGA-G4-6627-01A
0 years, male, white, stage:Stage IIA, alive, 2175 days
47.1
TCGA-G4-6314-01A
0 years, female, white, stage:Stage IV, alive, 1093 days
46.7
TCGA-G4-6315-01A
0 years, male, white, stage:Stage IV, alive, 1883 days
46.6
TCGA-F4-6461-01A
0 years, female, white, stage:Stage IIIC, dead, 338 days
46.3
TCGA-AD-5900-01A
0 years, male, white, stage:Stage I, alive, 370 days
45.9
TCGA-F4-6460-01A
0 years, female, white, stage:Stage IIIB, dead, 972 days
45.9
TCGA-AZ-6608-01A
0 years, female, white, stage:Stage IIIA, dead, 59 days
45.7
TCGA-DM-A28A-01A
0 years, male, white, stage:Stage IIIC, dead, 805 days
45.7
TCGA-AY-A54L-01A
0 years, female, black or african american, stage:Stage I, alive, 525 days
45.7
TCGA-CA-6717-01A
0 years, male, asian, stage:Stage IIA, alive, 388 days
45.7
TCGA-G4-6307-01A
0 years, female, white, stage:Stage IIIB, alive, 1674 days
45.7
TCGA-F4-6704-01A
0 years, male, american indian or alaska native, stage:Stage IIIC, alive, 47 days
45.5
TCGA-CA-5255-01A
0 years, male, asian, stage:Stage IIA, alive, 376 days
45.5
TCGA-A6-6781-01A
0 years, male, white, stage:Stage IIIC, alive, 598 days
45.4
TCGA-WS-AB45-01A
0 years, female, black or african american, stage:Stage IIA, alive, 2130 days
45.3
TCGA-AD-6899-01A
0 years, male, white, stage:Stage IIIC, dead, 176 days
45.1
TCGA-CM-6168-01A
0 years, female, black or african american, stage:Stage IIA, alive, 395 days
45.1
TCGA-NH-A50T-01A
0 years, female, black or african american, stage:Stage IIA, alive, 553 days
44.9
TCGA-G4-6320-01A
0 years, male, white, stage:Stage III, alive, 804 days
44.8
TCGA-A6-6654-01A
0 years, female, white, stage:Stage IIIB, alive, 726 days
44.7
TCGA-DM-A1DA-01A
0 years, female, white, stage:Stage IIIC, dead, 228 days
44.3
TCGA-G4-6323-01A
0 years, male, black or african american, stage:Stage IA, alive, 419 days
44.2
TCGA-AA-3526-01A
0 years, male, stage:Stage I, alive, 580 days
44.2
TCGA-AD-6548-01A
0 years, female, white, stage:Stage I, alive, 650 days
44.1
TCGA-A6-A565-01A
0 years, female, black or african american, stage:Stage IIIC, dead, 494 days
43.8
TCGA-D5-6529-01A
0 years, male, white, stage:Stage IIA, alive, 614 days
43.7
TCGA-AY-6386-01A
0 years, female, black or african american, stage:Stage IIIB, alive, 542 days
43.6
TCGA-D5-6530-01A
0 years, male, white, stage:Stage I, alive, 621 days
43.4
TCGA-F4-6569-01A
0 years, male, white, stage:Stage I, alive, 1087 days
43.4
TCGA-D5-6931-01A
0 years, male, white, stage:Stage IIIC, alive, 365 days
43.4
TCGA-D5-5539-01A
0 years, male, white, stage:Stage IIIA, alive, 596 days
43.3
TCGA-F4-6459-01A
0 years, female, white, stage:Stage IIIB, dead, 262 days
43.2
TCGA-AY-6196-01A
0 years, male, white, stage:Stage IIIC, alive, 6 days
43.2
TCGA-D5-6929-01A
0 years, female, white, stage:Stage IV, alive, 408 days
43.1
TCGA-CM-6677-01A
0 years, female, white, stage:Stage IIA, alive, 337 days
42.8
TCGA-D5-6541-01A
0 years, male, white, stage:Stage IIA, alive, 474 days
42.6
TCGA-AA-3663-01A
0 years, male, stage:Stage II, alive, 212 days
42.5
TCGA-NH-A6GA-01A
0 years, male, black or african american, stage:Stage IIIC, dead, 302 days
42.4
TCGA-G4-6294-01A
0 years, male, white, stage:Stage IV, dead, 858 days
42.2
TCGA-DM-A28K-01A
0 years, male, white, stage:Stage IIA, alive, 2988 days
42.1
TCGA-G4-6317-01A
0 years, female, white, stage:Stage IIIC, alive, 1095 days
42.1
TCGA-CM-6165-01A
0 years, male, white, stage:Stage IIA, alive, 488 days
42.0
TCGA-A6-6651-01A
0 years, female, white, stage:Stage IIIB, alive, 662 days
42.0
TCGA-DM-A28H-01A
0 years, male, white, stage:Stage IIIC, alive, 3561 days
41.9
TCGA-CM-6171-01A
0 years, female, white, stage:Stage I, alive, 427 days
41.8
TCGA-AZ-4323-01A
0 years, male, white, stage:Stage IV, dead, 43 days
41.8
TCGA-DM-A0XF-01A
0 years, female, white, stage:Stage IIIC, dead, 1162 days
41.7
TCGA-A6-5665-01A
0 years, female, white, stage:Stage IIA, alive, 671 days
41.6
TCGA-CM-5864-01A
0 years, male, white, stage:Stage I, alive, 457 days
41.6
TCGA-AZ-6607-01A
0 years, male, white, stage:Stage IV, dead, 97 days
41.2
TCGA-A6-5660-01A
0 years, male, black or african american, stage:Stage IIIC, alive, 888 days
40.9
TCGA-CK-5913-01A
0 years, female, white, stage:Stage IIA, alive, 1561 days
40.9
TCGA-CM-6163-01A
0 years, male, white, stage:Stage I, alive, 427 days
40.7
TCGA-CA-6719-01A
0 years, male, asian, stage:Stage IIA, alive, 435 days
40.6
TCGA-AD-6890-01A
0 years, male, white, stage:'--, alive, 746 days
40.1
TCGA-AD-6965-01A
0 years, male, white, stage:Stage IIIC, alive, 805 days
39.9
TCGA-AZ-6600-01A
0 years, male, black or african american, stage:Stage IV, dead, 368 days
39.9
TCGA-A6-3810-01A
0 years, male, white, stage:Stage IIA, alive, 1111 days
39.8
TCGA-AZ-6606-01A
0 years, male, white, stage:Stage IV, dead, 357 days
39.7
TCGA-CM-5861-01A
0 years, female, white, stage:Stage IIA, alive, 457 days
39.4
TCGA-CM-5862-01A
0 years, male, white, stage:Stage IVA, dead, 153 days
39.3
TCGA-D5-6539-01A
0 years, female, white, stage:'--, alive, 380 days
38.9
TCGA-D5-6922-01A
0 years, male, white, stage:Stage IIIA, alive, 308 days
38.8
TCGA-CM-5344-01A
0 years, female, white, stage:Stage IIIB, alive, 670 days
38.7
TCGA-CA-5254-01A
0 years, female, asian, stage:Stage IIA, alive, 386 days
38.6
TCGA-AA-A02Y-01A
0 years, male, stage:Stage I, alive, 1216 days
38.5
TCGA-QG-A5YV-01A
0 years, female, black or african american, stage:Stage IIIC, alive, 1301 days
38.2
TCGA-G4-6321-01A
0 years, female, white, stage:Stage III, alive, 672 days
38.2
TCGA-CM-4751-01A
0 years, male, white, stage:Stage IIIB, alive, 822 days
38.0
TCGA-AY-6197-01A
0 years, male, white, stage:Stage IIA, alive, 652 days
38.0
TCGA-D5-6920-01A
0 years, female, white, stage:Stage IIA, alive, 377 days
37.9
TCGA-D5-6923-01A
0 years, male, white, stage:Stage I, alive, 378 days
37.5
TCGA-D5-7000-01A
0 years, female, white, stage:Stage I, alive, 312 days
37.5
TCGA-D5-6898-01A
0 years, female, white, stage:Stage I, alive, 229 days
37.4
TCGA-3L-AA1B-01A
0 years, female, black or african american, stage:Stage I, alive, 475 days
37.4
TCGA-CM-5860-01A
0 years, male, white, stage:Stage IIA, alive, 974 days
37.2
TCGA-A6-6649-01A
0 years, male, white, stage:Stage IIIB, alive, 735 days
37.2
TCGA-F4-6805-01A
0 years, female, white, stage:Stage IIA, alive, 1047 days
37.1
TCGA-AZ-5407-01A
0 years, female, white, stage:Stage I, alive, 2683 days
36.9
TCGA-D5-6537-01A
0 years, male, white, stage:Stage IIIB, dead, 146 days
36.8
TCGA-D5-6926-01A
0 years, male, white, stage:Stage IIIB, alive, 275 days
36.8
TCGA-AY-A8YK-01A
0 years, male, black or african american, stage:Stage IVA, alive, 573 days
36.8
TCGA-G4-6310-01A
0 years, male, white, stage:Stage IIIB, alive, 1935 days
36.6
TCGA-G4-6297-01A
0 years, female, white, stage:Stage IV, alive, 2506 days
36.0
TCGA-D5-6924-01A
0 years, male, white, stage:Stage IIA, alive, 435 days
35.9
TCGA-DM-A0X9-01A
0 years, female, white, stage:Stage IIA, alive, 3641 days
35.9
TCGA-CM-6170-01A
0 years, female, white, stage:Stage I, alive, 457 days
35.8
TCGA-CM-6172-01A
0 years, female, white, stage:Stage IIIB, alive, 335 days
35.6
TCGA-CA-5797-01A
0 years, male, asian, stage:Stage IIA, alive, 383 days
35.6
TCGA-CM-5868-01A
0 years, female, white, stage:Stage IVA, alive, 518 days
35.3
TCGA-F4-6703-01A
0 years, male, white, stage:Stage IIA, alive, 1456 days
35.3
TCGA-AU-3779-01A
0 years, female, white, stage:Stage IIA, alive, 441 days
35.2
TCGA-CK-4950-01A
0 years, female, black or african american, stage:Stage IIIB, alive, 2599 days
35.0
TCGA-AZ-6605-01A
0 years, male, white, stage:Stage IIIB, dead, 159 days
34.8
TCGA-A6-2686-01A
0 years, female, white, stage:Stage IIA, dead, 1126 days
34.5
TCGA-F4-6807-01A
0 years, female, white, stage:Stage IIIC, alive, 1309 days
34.1
TCGA-AA-3489-01A
0 years, male, stage:Stage II, dead, 214 days
33.8
TCGA-A6-A567-01A
0 years, male, black or african american, stage:Stage IV, dead, 1881 days
33.8
TCGA-DM-A282-01A
0 years, female, white, stage:Stage IIA, alive, 4233 days
33.6
TCGA-D5-6932-01A
0 years, male, white, stage:Stage IIA, alive, 346 days
32.9
TCGA-F4-6854-01A
0 years, female, white, stage:Stage IIA, alive, 16 days
32.6
TCGA-DM-A1D6-01A
0 years, male, white, stage:Stage IIA, dead, 570 days
32.6
TCGA-AA-3496-01A
0 years, female, stage:Stage II, alive, 31 days
32.4
TCGA-T9-A92H-01A
0 years, male, black or african american, stage:Stage IIA, alive, 362 days
32.4
TCGA-A6-5657-01A
0 years, male, black or african american, stage:Stage IIIB, alive, 962 days
32.0
TCGA-RU-A8FL-01A
0 years, male, black or african american, stage:Stage IIIB, alive, 1177 days
32.0
TCGA-NH-A6GC-01A
0 years, female, black or african american, stage:Stage IVB, alive, 389 days
31.8
TCGA-AA-3662-01A
0 years, female, stage:Stage IV, alive, 184 days
31.8
TCGA-A6-5666-01A
0 years, male, white, stage:Stage IIC, alive, 995 days
31.8
TCGA-F4-6809-01A
0 years, female, white, stage:Stage IVA, dead, 403 days
31.8
TCGA-DM-A1D0-01A
0 years, female, white, stage:Stage IIA, alive, 3974 days
31.4
TCGA-A6-6137-01A
0 years, male, white, stage:Stage IIIB, alive, 824 days
30.9
TCGA-CA-6715-01A
0 years, male, asian, stage:Stage IIIB, alive, 383 days
30.7
TCGA-AZ-6598-01A
0 years, female, white, stage:Stage II, dead, 1503 days
30.6
TCGA-A6-A56B-01A
0 years, male, black or african american, stage:Stage IIIB, dead, 1711 days
30.4
TCGA-CM-6675-01A
0 years, male, black or african american, stage:Stage IVB, alive, 397 days
30.3
TCGA-5M-AAT4-01A
0 years, male, black or african american, stage:Stage IV, dead, 49 days
29.8
TCGA-A6-2675-01A
0 years, male, white, stage:Stage IIA, alive, 1321 days
29.7
TCGA-D5-6533-01A
0 years, female, white, stage:'--, alive, 775 days
29.6
TCGA-D5-6538-01A
0 years, female, white, stage:Stage IIIB, alive, 521 days
29.5
TCGA-DM-A1D8-01A
0 years, female, white, stage:'--, dead, 383 days
29.3
TCGA-DM-A1D9-01A
0 years, female, white, stage:Stage IIA, alive, 4270 days
29.2
TCGA-CM-6679-01A
0 years, male, white, stage:Stage IIA, alive, 306 days
29.2
TCGA-AY-5543-01A
0 years, female, black or african american, stage:Stage IVA, alive, 1004 days
29.0
TCGA-NH-A8F8-01A
0 years, male, black or african american, stage:Stage IV, dead, 511 days
29.0
TCGA-G4-6625-01A
0 years, female, white, stage:Stage IIA, alive, 2792 days
28.8
TCGA-DM-A1D7-01A
0 years, male, white, stage:Stage IIA, dead, 405 days
28.8
TCGA-QG-A5Z1-01A
0 years, male, black or african american, stage:Stage IIIB, dead, 256 days
28.6
TCGA-AM-5820-01A
0 years, female, white, stage:Stage IVA, alive, 14 days
28.6
TCGA-AD-6963-01A
0 years, male, white, stage:'--, alive, 834 days
28.2
TCGA-DM-A1HA-01A
0 years, male, white, stage:Stage IIIC, alive, 2600 days
28.0
TCGA-D5-6535-01A
0 years, female, white, stage:Stage IIIB, alive, 460 days
28.0
TCGA-CM-6164-01A
0 years, female, white, stage:Stage IIA, alive, 883 days
27.9
TCGA-A6-6653-01A
0 years, male, white, stage:Stage I, alive, 742 days
27.9
TCGA-CM-6166-01A
0 years, female, white, stage:Stage I, alive, 669 days
27.8
TCGA-G4-6626-01A
0 years, male, white, stage:Stage IIA, dead, 1 days
27.8
TCGA-AY-A69D-01A
0 years, female, black or african american, stage:Stage IIA, alive, 543 days
27.6
TCGA-AA-A02K-01A
0 years, male, stage:Stage IV, dead, 426 days
27.6
TCGA-QG-A5YX-01A
0 years, female, black or african american, stage:Stage IIA, alive, 1003 days
27.5
TCGA-NH-A50V-01A
0 years, male, black or african american, stage:Stage IIIB, alive, 588 days
27.3
TCGA-AA-3685-01A
0 years, male, stage:Stage II, alive, 1127 days
27.3
TCGA-QG-A5YW-01A
0 years, female, black or african american, stage:Stage IIIC, alive, 896 days
27.1
TCGA-A6-6138-01A
0 years, male, white, stage:Stage I, alive, 685 days
27.1
TCGA-G4-6311-01A
0 years, male, white, stage:Stage III, alive, 1199 days
26.9
TCGA-D5-5538-01A
0 years, female, white, stage:Stage IIIB, dead, 1661 days
26.8
TCGA-G4-6306-01A
0 years, male, white, stage:'--, alive, 1359 days
26.7
TCGA-DM-A285-01A
0 years, female, white, stage:Stage IV, dead, 179 days
26.7
TCGA-DM-A0XD-01A
0 years, male, white, stage:Stage IIA, dead, 743 days
26.5
TCGA-AZ-6603-01A
0 years, female, white, stage:'--, dead, 899 days
26.3
TCGA-DM-A28F-01A
0 years, male, white, stage:Stage IIIB, dead, 1094 days
26.1
TCGA-CM-6169-01A
0 years, male, black or african american, stage:Stage IIA, alive, 396 days
25.9
TCGA-CK-5914-01A
0 years, male, white, stage:Stage IIIB, alive, 669 days
25.9
TCGA-G4-6303-01A
0 years, female, white, stage:Stage IV, dead, 2003 days
25.9
TCGA-CM-6676-01A
0 years, male, white, stage:Stage I, alive, 337 days
25.7
TCGA-A6-4105-01A
0 years, male, white, stage:Stage IIA, dead, 442 days
25.3
TCGA-A6-6648-01A
0 years, male, white, stage:Stage IVA, alive, 766 days
25.2
TCGA-4N-A93T-01A
0 years, male, black or african american, stage:Stage IIIB, alive, 146 days
24.9
TCGA-DM-A288-01A
0 years, male, white, stage:Stage IIIC, dead, 427 days
24.6
TCGA-D5-6531-01A
0 years, male, white, stage:Stage IIA, alive, 540 days
24.3
TCGA-A6-6140-01A
0 years, male, white, stage:Stage IIA, alive, 734 days
24.0
TCGA-AA-3660-01A
0 years, female, stage:Stage II, alive, 2375 days
23.8
TCGA-AA-3511-01A
0 years, male, stage:Stage II, alive, 212 days
23.7
TCGA-NH-A8F7-01A
0 years, female, black or african american, stage:Stage IIA, alive, 543 days
23.4
TCGA-A6-5659-01A
0 years, male, white, stage:Stage I, alive, 926 days
23.3
TCGA-D5-6532-01A
0 years, male, white, stage:Stage IIA, alive, 555 days
23.1
TCGA-A6-2674-01A
0 years, male, white, stage:Stage IV, alive, 1331 days
22.8
TCGA-A6-6782-01A
0 years, male, white, stage:Stage IIB, alive, 617 days
22.8
TCGA-A6-6650-01A
0 years, female, black or african american, stage:Stage IIA, alive, 627 days
22.6
TCGA-F4-6808-01A
0 years, female, white, stage:Stage I, alive, 1024 days
22.1
TCGA-A6-3809-01A
0 years, female, white, stage:Stage IIB, alive, 996 days
22.0
TCGA-G4-6295-01A
0 years, female, white, stage:Stage II, alive, 254 days
21.0
TCGA-NH-A6GB-01A
0 years, female, black or african american, stage:Stage IIIC, alive, 476 days
20.9
TCGA-DM-A1DB-01A
0 years, male, white, stage:Stage IIA, dead, 1348 days
19.7
TCGA-DM-A1D4-01A
0 years, male, white, stage:Stage IIA, dead, 2821 days
19.0
TCGA-AA-3655-01A
0 years, male, stage:Stage II, alive, 1856 days
18.8
TCGA-AD-A5EK-01A
0 years, male, black or african american, stage:Stage I, alive, 500 days
17.8
TCGA-DM-A28E-01A
0 years, female, white, stage:Stage IIA, alive, 3648 days
17.3
TCGA-AA-3697-01A
0 years, male, stage:Stage II, alive, 2587 days
17.1
TCGA-A6-5656-01A
0 years, male, white, stage:Stage I, alive, 1001 days
16.5
TCGA-A6-6780-01A
0 years, male, white, stage:Stage IIA, alive, 612 days
16.4
TCGA-5M-AATE-01A
0 years, male, black or african american, stage:Stage IIA, alive, 1200 days
16.1
TCGA-QL-A97D-01A
0 years, female, black or african american, stage:Stage I, alive, 666 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.
SPAG7 is not prognostic in Colon Adenocarcinoma (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
21.3
Number of samples
486
Samples
Sample
Description
TPM
U0240
0 years, female, NA, stage:T3N1M0, dead, 800 days
43.6
U3000
0 years, female, NA, stage:T3N0M0, alive, 584 days
38.7
U0413
0 years, male, NA, stage:T2N0M0, alive, 1228 days
37.6
U1366
0 years, male, NA, stage:T3N1M0, alive, 2010 days
37.4
U0446
0 years, male, NA, stage:T2N0M0, alive, 1446 days
36.6
U1473
0 years, female, NA, stage:T3N0M0, alive, 1553 days
36.3
U3024
0 years, female, NA, stage:T3N0M0, alive, 463 days
36.2
U2747
0 years, female, NA, stage:T4N1M0, dead, 54 days
35.9
U0191
0 years, male, NA, stage:T3N1M0, alive, 900 days
35.8
U0399
0 years, female, NA, stage:T4N2M0, dead, 547 days
35.7
U0428
0 years, male, NA, stage:T4N1M1, alive, 1016 days
35.7
U0217
0 years, female, NA, stage:T3N0M0, dead, 538 days
34.6
U1158
0 years, female, NA, stage:T3N1M0, alive, 721 days
34.5
U0161
0 years, male, NA, stage:T4N2M1, alive, 42 days
33.8
U0378
0 years, female, NA, stage:T4N1M0, dead, 815 days
33.6
U0262
0 years, female, NA, stage:T2N0M0, alive, 2534 days
33.4
U0987
0 years, female, NA, stage:T3N0M0, alive, 2482 days
33.3
U0955
0 years, female, NA, stage:T3N0M0, alive, 2170 days
33.1
U0259
0 years, female, NA, stage:T4N2M0, alive, 76 days
33.0
U0288
0 years, male, NA, stage:T1N0M0, alive, 1513 days
33.0
U2774
0 years, female, NA, stage:T3N0M0, alive, 783 days
32.5
U0221
0 years, male, NA, stage:T3N0M0, alive, 569 days
32.4
U0440
0 years, female, NA, stage:T4N0M0, dead, 2743 days
32.4
U0073
0 years, male, NA, stage:T4N0MX, dead, 318 days
32.1
U0411
0 years, female, NA, stage:T3N1M0, alive, 1868 days
32.1
U0182
0 years, female, NA, stage:T4N1M0, dead, 260 days
31.9
U0414
0 years, male, NA, stage:T3N0M0, alive, 1691 days
31.9
U1129
0 years, male, NA, stage:T3N0M0, dead, 118 days
31.6
U0109
0 years, female, NA, stage:T4N2M1, alive, 144 days
31.6
U1436
0 years, female, NA, stage:T3N0M0, alive, 1745 days
31.5
U0131
0 years, female, NA, stage:T4N2M1, alive, 238 days
31.3
U0455
0 years, female, NA, stage:T3N2M0, alive, 2445 days
31.3
U0146
0 years, female, NA, stage:T3N2M0, dead, 733 days
31.2
U0145
0 years, male, NA, stage:T3N1M1, alive, 623 days
30.9
U0180
0 years, male, NA, stage:T3N0M1, dead, 965 days
30.8
U0183
0 years, male, NA, stage:T3N1M1, dead, 2957 days
30.3
U0319
0 years, male, NA, stage:T3N0M0, alive, 2801 days
30.2
U0186
0 years, female, NA, stage:T2N0M0, alive, 3726 days
30.2
U0268
0 years, male, NA, stage:T3N0M0, alive, 2978 days
30.0
U0250
0 years, female, NA, stage:T4N0M0, dead, 906 days
30.0
U0445
0 years, female, NA, stage:T3N0M0, alive, 1851 days
30.0
U0126
0 years, male, NA, stage:T3N0M0, dead, 2876 days
29.9
U0307
0 years, male, NA, stage:T3N0M0, alive, 2921 days
29.9
U1141
0 years, female, NA, stage:T4N1M1, dead, 596 days
29.9
U0119
0 years, female, NA, stage:T3N0M0, alive, 3259 days
29.8
U3122
0 years, female, NA, stage:T3N0M1, dead, 91 days
29.8
U1114
0 years, female, NA, stage:TXNXM1, dead, 473 days
29.7
U0136
0 years, female, NA, stage:T3N0M0, dead, 2795 days
29.6
U0168
0 years, male, NA, stage:T3N0M0, dead, 948 days
29.5
U0133
0 years, female, NA, stage:T3N0M0, alive, 773 days
29.4
U0949
0 years, female, NA, stage:T3N0M1, dead, 594 days
29.4
U0460
0 years, female, NA, stage:T3N0M0, dead, 2069 days
29.4
U0426
0 years, male, NA, stage:T3N0M0, dead, 976 days
29.3
U0421
0 years, male, NA, stage:T3N1M0, alive, 674 days
29.3
U0915
0 years, female, NA, stage:T3N0M0, alive, 1613 days
29.2
U0104
0 years, female, NA, stage:T4N0M0, dead, 1639 days
29.2
U0229
0 years, female, NA, stage:TXN2M1, dead, 2115 days
29.2
U3008
0 years, female, NA, stage:T2N0M0, alive, 473 days
29.2
U0463
0 years, male, NA, stage:T3N0M0, alive, 946 days
29.2
U1228
0 years, male, NA, stage:T3N0M0, alive, 1333 days
29.1
U0266
0 years, female, NA, stage:T3N1M0, dead, 2221 days
29.0
U0087
0 years, female, NA, stage:T3N2M0, dead, 337 days
28.8
U1392
0 years, male, NA, stage:T3N0M0, alive, 1513 days
28.5
U0464
0 years, male, NA, stage:T3N0M0, alive, 918 days
28.4
U0379
0 years, male, NA, stage:T2N0M0, alive, 1819 days
28.4
U1474
0 years, female, NA, stage:T1N0MX, alive, 2012 days
28.4
U0115
0 years, female, NA, stage:T3N0M0, dead, 1738 days
28.3
U0112
0 years, female, NA, stage:T3N0M1, alive, 551 days
28.2
U0300
0 years, male, NA, stage:T2N0M0, alive, 974 days
28.1
U0099
0 years, female, NA, stage:T3N0M0, dead, 986 days
28.1
U1034
0 years, male, NA, stage:T4N0M0, alive, 1575 days
28.0
U0354
0 years, male, NA, stage:T3N1M0, alive, 430 days
28.0
U1065
0 years, female, NA, stage:T3N2M0, alive, 2954 days
28.0
U1045
0 years, female, NA, stage:T4N2M0, alive, 1239 days
27.9
U0317
0 years, female, NA, stage:T3N2M0, alive, 3209 days
27.8
U0302
0 years, male, NA, stage:T1N0M0, alive, 892 days
27.8
U3048
0 years, male, NA, stage:T4N2M0, alive, 535 days
27.8
U1040
0 years, male, NA, stage:T2N0M0, alive, 1029 days
27.7
U2958
0 years, female, NA, stage:T1N0M0, alive, 536 days
27.7
U0352
0 years, female, NA, stage:T4N2M0, dead, 385 days
27.7
U0424
0 years, male, NA, stage:T3N0M0, alive, 2192 days
27.5
U0151
0 years, female, NA, stage:T3N0M0, alive, 2014 days
27.5
U0122
0 years, female, NA, stage:T2N0M0, dead, 159 days
27.5
U0129
0 years, male, NA, stage:T4N0M0, dead, 1265 days
27.3
U0209
0 years, male, NA, stage:T3N1M0, alive, 2109 days
27.2
U0106
0 years, female, NA, stage:T3N1M0, dead, 653 days
27.2
U0081
0 years, male, NA, stage:T3N2M0, dead, 248 days
27.1
U1208
0 years, female, NA, stage:T1N0M0, alive, 834 days
27.1
U0235
0 years, female, NA, stage:T3N0M0, alive, 1327 days
27.1
U0321
0 years, female, NA, stage:T3N0M0, alive, 1029 days
27.0
U0185
0 years, male, NA, stage:T1N0M0, alive, 1248 days
26.9
U0338
0 years, female, NA, stage:T3N0M0, alive, 1016 days
26.9
U1448
0 years, male, NA, stage:T3N0M1, dead, 1512 days
26.9
U1301
0 years, female, NA, stage:T4N2M0, dead, 877 days
26.9
U0249
0 years, female, NA, stage:T4N2M0, dead, 874 days
26.8
U1122
0 years, female, NA, stage:T3N2M0, alive, 1675 days
26.7
U0292
0 years, male, NA, stage:T4N1M0, alive, 1666 days
26.6
U2803
0 years, male, NA, stage:T3N1M0, alive, 744 days
26.6
U1069
0 years, female, NA, stage:T3N0M0, dead, 2187 days
26.6
U0269
0 years, female, NA, stage:T3N0M0, alive, 2530 days
26.5
U0253
0 years, female, NA, stage:T3N0M0, alive, 958 days
26.5
U0254
0 years, female, NA, stage:T3N1M0, alive, 659 days
26.5
U0297
0 years, female, NA, stage:T3N2M0, alive, 1196 days
26.4
U2947
0 years, female, NA, stage:T3N0M0, alive, 543 days
26.3
U0420
0 years, male, NA, stage:T4N1M1, alive, 417 days
26.1
U0091
0 years, male, NA, stage:T3N0M0, alive, 520 days
26.0
U0154
0 years, male, NA, stage:T3N0M0, alive, 820 days
26.0
U1252
0 years, female, NA, stage:T4N2M0, alive, 1309 days
25.9
U0274
0 years, male, NA, stage:T3N0M0, dead, 1570 days
25.8
U1338
0 years, female, NA, stage:T4N1M0, dead, 716 days
25.8
U1073
0 years, female, NA, stage:T3N1M0, alive, 1359 days
25.7
U0257
0 years, male, NA, stage:T3N1M0, dead, 2508 days
25.7
U0392
0 years, male, NA, stage:T3N2M0, alive, 489 days
25.6
U0134
0 years, male, NA, stage:T3N0M0, alive, 2009 days
25.6
U0066
0 years, male, NA, stage:T3N0M0, dead, 2486 days
25.6
U1220
0 years, male, NA, stage:T3N2M0, dead, 1953 days
25.6
U1018
0 years, male, NA, stage:T4N1M1, dead, 1693 days
25.4
U3043
0 years, female, NA, stage:T3N2M0, alive, 287 days
25.4
U1292
0 years, female, NA, stage:T4N1M0, alive, 1147 days
25.4
U0939
0 years, male, NA, stage:T3N1M0, alive, 2960 days
25.2
U0308
0 years, male, NA, stage:T4N1M0, alive, 1075 days
25.2
U1062
0 years, female, NA, stage:T4N0M0, alive, 1689 days
25.2
U0938
0 years, female, NA, stage:T3N0M0, dead, 1231 days
25.1
U1386
0 years, male, NA, stage:T3N1M0, alive, 1518 days
25.1
U0976
0 years, female, NA, stage:T3N2M0, dead, 97 days
25.1
U1078
0 years, female, NA, stage:T3N0M0, alive, 1016 days
25.1
U0347
0 years, female, NA, stage:T4N1M1, alive, 628 days
25.0
U0162
0 years, female, NA, stage:T3N0M0, alive, 1488 days
25.0
U0170
0 years, male, NA, stage:T4N1M0, dead, 832 days
24.8
U0447
0 years, male, NA, stage:T4N1M0, dead, 1819 days
24.8
U0233
0 years, female, NA, stage:T3N1M0, alive, 975 days
24.8
U3050
0 years, female, NA, stage:T3N0M0, alive, 407 days
24.5
U0950
0 years, female, NA, stage:T4N1M0, alive, 1834 days
24.4
U1447
0 years, male, NA, stage:T4N1M0, alive, 988 days
24.4
U0403
0 years, male, NA, stage:T3N1M1, dead, 1809 days
24.4
U0101
0 years, male, NA, stage:T3N1M1, alive, 1878 days
24.3
U0204
0 years, male, NA, stage:T3N0M0, dead, 770 days
24.3
U1130
0 years, male, NA, stage:T2N1M0, alive, 913 days
24.3
U0404
0 years, female, NA, stage:T3N2M0, dead, 204 days
24.3
U3022
0 years, male, NA, stage:T2N0M0, alive, 484 days
24.2
U0289
0 years, female, NA, stage:T3N0M0, alive, 3511 days
24.1
U0344
0 years, male, NA, stage:T2N1M0, dead, 818 days
24.1
U0224
0 years, female, NA, stage:T3N0M0, alive, 2367 days
24.0
U1321
0 years, male, NA, stage:T3N1M0, alive, 2578 days
24.0
U0408
0 years, female, NA, stage:T4N0M0, dead, 2100 days
24.0
U0369
0 years, female, NA, stage:T3N0M0, dead, 1095 days
24.0
U1446
0 years, female, NA, stage:T3N0M0, alive, 2314 days
23.9
U2782
0 years, male, NA, stage:T3N1M1, alive, 773 days
23.9
U0195
0 years, male, NA, stage:T3N0M0, alive, 3326 days
23.9
U0333
0 years, female, NA, stage:T3N2M0, dead, 1959 days
23.8
U0069
0 years, female, NA, stage:T4N2M0, dead, 135 days
23.8
U2942
0 years, male, NA, stage:T2N0M0, alive, 549 days
23.8
U1396
0 years, female, NA, stage:T4N0M0, alive, 1168 days
23.7
U0270
0 years, female, NA, stage:T1N0M0, alive, 2187 days
23.7
U0323
0 years, male, NA, stage:T2N0M0, dead, 1016 days
23.6
U0471
0 years, female, NA, stage:T3N1M0, alive, 1673 days
23.6
U0449
0 years, female, NA, stage:T3N0M0, alive, 1851 days
23.5
U0377
0 years, female, NA, stage:T3N2M0, alive, 3720 days
23.5
U0166
0 years, female, NA, stage:T3N0M0, alive, 763 days
23.5
U0107
0 years, male, NA, stage:T3N0M0, dead, 2354 days
23.4
U0898
0 years, female, NA, stage:T4aN0M0, dead, 340 days
23.4
U0358
0 years, female, NA, stage:T4N1M0, alive, 2290 days
23.4
U0247
0 years, female, NA, stage:T3N1M0, alive, 2538 days
23.4
U1145
0 years, female, NA, stage:T3N0M0, dead, 445 days
23.4
U1303
0 years, male, NA, stage:T4N1M0, alive, 2283 days
23.3
U0433
0 years, male, NA, stage:T4N1M1, dead, 440 days
23.3
U0105
0 years, female, NA, stage:T2N0M0, dead, 2158 days
23.3
U0075
0 years, male, NA, stage:T3N0M0, dead, 3 days
23.3
U1332
0 years, male, NA, stage:T3N0M0, alive, 1672 days
23.3
U0361
0 years, male, NA, stage:T3N0M0, alive, 686 days
23.2
U0315
0 years, female, NA, stage:T2N0M0, alive, 1973 days
23.2
U0171
0 years, female, NA, stage:T3N1M0, dead, 1920 days
23.2
U0207
0 years, female, NA, stage:T3N0M0, dead, 2593 days
23.2
U0067
0 years, female, NA, stage:T3N0M0, alive, 2180 days
23.1
U1486
0 years, female, NA, stage:T4N0M0, alive, 1606 days
23.1
U0231
0 years, female, NA, stage:T2N0M0, alive, 991 days
23.0
U1235
0 years, female, NA, stage:T2N0M0, alive, 1319 days
23.0
U0072
0 years, male, NA, stage:T3N0M0, alive, 2772 days
22.9
U0327
0 years, male, NA, stage:T4N0M0, alive, 833 days
22.9
U0368
0 years, male, NA, stage:T2N0M0, alive, 801 days
22.8
U0267
0 years, male, NA, stage:T4N0M0, dead, 445 days
22.8
U1095
0 years, female, NA, stage:T3N1M1, alive, 2425 days
22.8
U1044
0 years, male, NA, stage:T4N0M0, alive, 3146 days
22.8
U0117
0 years, female, NA, stage:T2N0M0, dead, 1078 days
22.7
U2815
0 years, female, NA, stage:T3N0M0, alive, 717 days
22.7
U0165
0 years, female, NA, stage:T2N0M0, alive, 1702 days
22.7
U0350
0 years, female, NA, stage:T4N0M0, alive, 770 days
22.7
U0215
0 years, male, NA, stage:T3N0M0, alive, 1269 days
22.7
U3100
0 years, male, NA, stage:T3N1M0, dead, 1608 days
22.7
U1104
0 years, female, NA, stage:T4N0M0, alive, 1109 days
22.6
U0152
0 years, male, NA, stage:T3N1M0, alive, 989 days
22.6
U0256
0 years, male, NA, stage:T3N0M0, alive, 738 days
22.6
U1072
0 years, male, NA, stage:T1N0M0, alive, 1446 days
22.5
U0444
0 years, female, NA, stage:T4N1M0, alive, 1841 days
22.5
U2856
0 years, female, NA, stage:T4N1M1, alive, 660 days
22.5
U0436
0 years, male, NA, stage:T4N1M1, alive, 960 days
22.5
U3012
0 years, male, NA, stage:T3N0M0, alive, 472 days
22.5
U0303
0 years, female, NA, stage:T3N0M0, alive, 2847 days
22.4
U3037
0 years, male, NA, stage:T3N1M0, alive, 405 days
22.4
U0239
0 years, male, NA, stage:T2N0M0, alive, 67 days
22.4
U0167
0 years, male, NA, stage:T3N1M0, alive, 1820 days
22.4
U0398
0 years, female, NA, stage:T3N0M0, alive, 721 days
22.4
U1454
0 years, female, NA, stage:T3N0M0, alive, 393 days
22.3
U1037
0 years, male, NA, stage:T4N0M0, alive, 1658 days
22.3
U1094
0 years, female, NA, stage:T4N1M0, alive, 1267 days
22.3
U0070
0 years, male, NA, stage:T1N0M0, dead, 1319 days
22.2
U0200
0 years, female, NA, stage:T3N0M0, alive, 2614 days
22.1
U1267
0 years, male, NA, stage:T3N1M0, dead, 2869 days
22.1
U1150
0 years, female, NA, stage:T3N0M0, alive, 15 days
22.1
U0090
0 years, female, NA, stage:T3N0M0, dead, 1258 days
22.1
U0438
0 years, female, NA, stage:T3N0M0, alive, 2009 days
22.1
U0933
0 years, male, NA, stage:T3N2M0, dead, 1960 days
22.1
U0172
0 years, male, NA, stage:T4N0M0, dead, 678 days
22.1
U1212
0 years, female, NA, stage:T2N0M0, alive, 69 days
22.0
U0970
0 years, female, NA, stage:T4N1M0, alive, 939 days
22.0
U1276
0 years, male, NA, stage:T3N0M0, alive, 2474 days
22.0
U0382
0 years, female, NA, stage:T3N0M0, alive, 2550 days
22.0
U1188
0 years, female, NA, stage:T3N0M0, dead, 967 days
21.9
U0314
0 years, female, NA, stage:T1N0M0, dead, 2436 days
21.9
U0439
0 years, male, NA, stage:T3N1M0, alive, 1418 days
21.9
U2753
0 years, female, NA, stage:T2N0M0, alive, 813 days
21.9
U3029
0 years, male, NA, stage:T2N0M0, alive, 475 days
21.8
U0144
0 years, male, NA, stage:T3N0M0, alive, 1218 days
21.8
U1071
0 years, female, NA, stage:T4N0M1, alive, 1514 days
21.8
U1147
0 years, male, NA, stage:T3N0M0, dead, 282 days
21.8
U0285
0 years, female, NA, stage:T3N0M0, alive, 2165 days
21.7
U0972
0 years, female, NA, stage:T1N0M0, alive, 2473 days
21.7
U0092
0 years, male, NA, stage:T3N0M0, alive, 2779 days
21.7
U0473
0 years, male, NA, stage:T3N1M0, alive, 786 days
21.7
U1162
0 years, male, NA, stage:T2N1M0, dead, 354 days
21.6
U0340
0 years, female, NA, stage:T4N2M1, dead, 438 days
21.6
U0453
0 years, male, NA, stage:T3N0M0, alive, 2859 days
21.5
U1352
0 years, male, NA, stage:T3N2M1, dead, 741 days
21.5
U1344
0 years, female, NA, stage:T3N1M0, alive, 1450 days
21.5
U0244
0 years, female, NA, stage:T3N1M0, alive, 3184 days
21.5
U1421
0 years, female, NA, stage:T3N1M0, alive, 1905 days
21.4
U0448
0 years, male, NA, stage:T3N2M0, alive, 3615 days
21.4
U3018
0 years, male, NA, stage:T4N1M0, alive, 463 days
21.3
U2792
0 years, male, NA, stage:T2N1M0, alive, 758 days
21.3
U0397
0 years, male, NA, stage:T4N0M0, alive, 1663 days
21.3
U0149
0 years, female, NA, stage:T3N2M0, alive, 1715 days
21.3
U1120
0 years, male, NA, stage:T4N1M1, alive, 823 days
21.2
U2819
0 years, female, NA, stage:T3N0M0, alive, 708 days
21.2
U0225
0 years, male, NA, stage:T3N1M0, alive, 581 days
21.1
U1049
0 years, female, NA, stage:T3N1M0, alive, 1200 days
21.1
U0312
0 years, female, NA, stage:T4N2M1, alive, 499 days
21.1
U2999
0 years, female, NA, stage:T2N0M0, alive, 581 days
21.0
U0163
0 years, male, NA, stage:T4N0M0, alive, 697 days
21.0
U2979
0 years, male, NA, stage:T3N2M0, alive, 616 days
21.0
U0124
0 years, female, NA, stage:T1N0M0, alive, 2430 days
20.9
U0100
0 years, female, NA, stage:T3N0M0, dead, 1920 days
20.7
U1103
0 years, female, NA, stage:T4N2M0, alive, 975 days
20.7
U1184
0 years, male, NA, stage:T4N1M0, alive, 290 days
20.6
U0465
0 years, male, NA, stage:T3N0M0, alive, 2383 days
20.6
U2927
0 years, male, NA, stage:T3N1M0, alive, 564 days
20.5
U1250
0 years, male, NA, stage:T2N0M0, alive, 597 days
20.5
U0127
0 years, female, NA, stage:T3N0M0, dead, 2753 days
20.5
U0365
0 years, female, NA, stage:T4N1M0, dead, 313 days
20.4
U1031
0 years, male, NA, stage:T1N1M0, alive, 1625 days
20.4
U0469
0 years, male, NA, stage:T3N0M0, dead, 409 days
20.4
U0223
0 years, male, NA, stage:T4N1M0, alive, 1812 days
20.4
U1060
0 years, male, NA, stage:T3N0M0, alive, 2442 days
20.3
U0370
0 years, female, NA, stage:T3N0M0, alive, 1047 days
20.3
U0111
0 years, male, NA, stage:T2N0M0, alive, 1117 days
20.2
U0401
0 years, male, NA, stage:T4N1M0, alive, 1715 days
20.2
U1429
0 years, female, NA, stage:T3N0M0, alive, 1660 days
20.1
U0295
0 years, male, NA, stage:T3N0M0, dead, 2572 days
20.1
U1291
0 years, female, NA, stage:T3N0M0, alive, 2000 days
20.1
U0181
0 years, female, NA, stage:T1N0M0, alive, 3623 days
19.9
U0459
0 years, female, NA, stage:T3N0M0, alive, 966 days
19.8
U0084
0 years, male, NA, stage:T3N0M0, dead, 1662 days
19.8
U0102
0 years, female, NA, stage:T4N2M0, dead, 670 days
19.8
U0252
0 years, male, NA, stage:T3N1M0, dead, 1761 days
19.8
U1257
0 years, male, NA, stage:T3N0M0, alive, 833 days
19.8
U0320
0 years, female, NA, stage:T4N2M1, alive, 188 days
19.7
U3030
0 years, female, NA, stage:T3N0M0, alive, 380 days
19.7
U0390
0 years, male, NA, stage:T3N1M0, alive, 871 days
19.7
U0474
0 years, male, NA, stage:T3N1M0, alive, 1017 days
19.6
U0222
0 years, female, NA, stage:T3N2M1, alive, 1779 days
19.5
U0332
0 years, female, NA, stage:T3N0M0, alive, 2101 days
19.4
U0363
0 years, male, NA, stage:T3N1M0, alive, 3601 days
19.4
U0908
0 years, female, NA, stage:T3N0M1, dead, 40 days
19.3
U0121
0 years, male, NA, stage:T4N2M0, alive, 655 days
19.3
U0142
0 years, female, NA, stage:T4N1M0, alive, 2340 days
19.3
U1253
0 years, female, NA, stage:T3N0M0, dead, 165 days
19.3
U0966
0 years, male, NA, stage:T4N0M0, dead, 1513 days
19.2
U0360
0 years, female, NA, stage:T3N0M0, dead, 1016 days
19.2
U0141
0 years, male, NA, stage:T3N2M0, alive, 2079 days
19.1
U1102
0 years, male, NA, stage:T2N0M0, alive, 1354 days
19.1
U1240
0 years, male, NA, stage:T4N0M0, alive, 765 days
19.1
U0451
0 years, female, NA, stage:T4N2M0, alive, 3023 days
19.1
U0385
0 years, male, NA, stage:T3N0M0, alive, 902 days
19.0
U0991
0 years, male, NA, stage:T4N2M0, dead, 534 days
19.0
U0290
0 years, male, NA, stage:T4N2M0, dead, 593 days
19.0
U0148
0 years, male, NA, stage:T3N0M0, alive, 1780 days
18.9
U2842
0 years, female, NA, stage:T4N2M0, alive, 675 days
18.9
U0198
0 years, male, NA, stage:T3N1M0, alive, 1272 days
18.9
U0189
0 years, female, NA, stage:T3N0M0, dead, 1823 days
18.9
U0156
0 years, female, NA, stage:T4N1M0, alive, 1573 days
18.9
U1160
0 years, male, NA, stage:T3N1M0, alive, 1557 days
18.9
U1239
0 years, male, NA, stage:T2N0M0, dead, 1998 days
18.9
U0278
0 years, female, NA, stage:T2N0M0, alive, 763 days
18.8
U2882
0 years, female, NA, stage:T3N1M0, alive, 637 days
18.8
U0357
0 years, female, NA, stage:T3N0M0, alive, 2285 days
18.8
U1251
0 years, male, NA, stage:T4N2M0, alive, 126 days
18.7
U0098
0 years, male, NA, stage:T3N0M0, dead, 2473 days
18.7
U0383
0 years, male, NA, stage:T3N2M1, dead, 595 days
18.7
U1032
0 years, male, NA, stage:T3N1M0, alive, 2113 days
18.6
U2959
0 years, male, NA, stage:T3N2M0, alive, 536 days
18.6
U0367
0 years, female, NA, stage:T3N1M0, alive, 3075 days
18.6
U0002
0 years, female, NA, stage:T3N2M0, alive, 3691 days
18.6
U1047
0 years, female, NA, stage:T4N2M0, alive, 3592 days
18.5
U0435
0 years, female, NA, stage:T2N0M0, alive, 3616 days
18.5
U0589
0 years, female, NA, stage:T3N0M0, alive, 1176 days
18.5
U0202
0 years, male, NA, stage:T3N0M0, dead, 2670 days
18.5
U0089
0 years, female, NA, stage:T1NXM0, dead, 2365 days
18.4
U0429
0 years, female, NA, stage:T3N0M1, alive, 1099 days
18.4
U1304
0 years, female, NA, stage:TXNXM0, alive, 1081 days
18.4
U0245
0 years, female, NA, stage:T3N1M0, dead, 564 days
18.3
U1327
0 years, female, NA, stage:T3N0M0, alive, 1613 days
18.3
U0386
0 years, female, NA, stage:T4N1M1, alive, 2592 days
18.3
U1022
0 years, male, NA, stage:T4N2M0, dead, 61 days
18.3
U1086
0 years, female, NA, stage:T1N0M0, alive, 2907 days
18.2
U1401
0 years, female, NA, stage:T3N0M0, alive, 1482 days
18.2
U0456
0 years, male, NA, stage:T4N0M0, dead, 2222 days
18.1
U1075
0 years, female, NA, stage:T3N0M0, alive, 1290 days
18.0
U0984
0 years, female, NA, stage:T4N0M0, alive, 1287 days
18.0
U2935
0 years, male, NA, stage:T4N1M0, alive, 555 days
18.0
U1213
0 years, female, NA, stage:T2N0M0, alive, 560 days
18.0
U0083
0 years, male, NA, stage:T4N0M0, dead, 731 days
17.9
U1007
0 years, male, NA, stage:T3N0M0, alive, 1333 days
17.9
U0158
0 years, male, NA, stage:T1N0M0, dead, 3101 days
17.9
U1201
0 years, male, NA, stage:T3N2M0, alive, 1484 days
17.9
U0467
0 years, female, NA, stage:T3N0M0, alive, 1848 days
17.8
U0236
0 years, male, NA, stage:T3N1M0, alive, 1842 days
17.8
U0318
0 years, male, NA, stage:T3N0M0, alive, 762 days
17.7
U0328
0 years, male, NA, stage:T4N0M0, dead, 1362 days
17.7
U0462
0 years, female, NA, stage:T4N1M0, alive, 1017 days
17.7
U0376
0 years, male, NA, stage:T2N1M0, alive, 965 days
17.7
U1111
0 years, female, NA, stage:T3N0M0, dead, 1631 days
17.6
U0450
0 years, female, NA, stage:T3N1M0, alive, 763 days
17.6
U0004
0 years, female, NA, stage:T4N0M0, alive, 3649 days
17.6
U0387
0 years, male, NA, stage:T2N0M0, alive, 1327 days
17.5
U1274
0 years, male, NA, stage:T2N1M0, alive, 1198 days
17.5
U0441
0 years, female, NA, stage:T2N1M0, alive, 2738 days
17.5
U0281
0 years, male, NA, stage:T3N2M0, alive, 933 days
17.5
U0273
0 years, male, NA, stage:T2N1M0, alive, 2641 days
17.5
U1099
0 years, female, NA, stage:T3N0M0, alive, 2068 days
17.4
U0313
0 years, male, NA, stage:T4N1M0, dead, 1142 days
17.4
U0143
0 years, male, NA, stage:T3N2M0, alive, 2313 days
17.4
U2896
0 years, female, NA, stage:T3N1M0, alive, 609 days
17.3
U0999
0 years, male, NA, stage:T3N2M0, alive, 860 days
17.3
U0937
0 years, male, NA, stage:T2N0M0, dead, 1558 days
17.3
U0196
0 years, male, NA, stage:T3N0M0, alive, 2086 days
17.3
U0345
0 years, female, NA, stage:T3N0M0, alive, 2127 days
17.3
U0178
0 years, female, NA, stage:T3N1M0, dead, 2096 days
17.2
U1317
0 years, male, NA, stage:T4N1M0, alive, 965 days
17.2
U1107
0 years, male, NA, stage:T3N0M0, alive, 329 days
17.1
U0175
0 years, male, NA, stage:T3N2M0, alive, 1875 days
17.1
U3039
0 years, male, NA, stage:T4N1M1, dead, 366 days
17.1
U0095
0 years, male, NA, stage:T4N1M0, dead, 1034 days
17.1
U0384
0 years, male, NA, stage:T2N1M1, alive, 1024 days
17.1
U0125
0 years, female, NA, stage:T1N0M0, dead, 668 days
17.1
U3025
0 years, male, NA, stage:T4N2M1, alive, 377 days
17.1
U0977
0 years, female, NA, stage:T4N2M0, dead, 140 days
17.1
U0177
0 years, female, NA, stage:T3N0M0, alive, 355 days
17.0
U0199
0 years, female, NA, stage:T4N2M0, alive, 1372 days
16.9
U0275
0 years, female, NA, stage:T3N2M0, alive, 549 days
16.9
U2964
0 years, male, NA, stage:T3N1M0, alive, 637 days
16.9
U3034
0 years, female, NA, stage:T3N1M0, alive, 443 days
16.9
U0234
0 years, male, NA, stage:T1N1M0, alive, 990 days
16.8
U0085
0 years, male, NA, stage:T4N1M0, dead, 1698 days
16.8
U0082
0 years, female, NA, stage:T3N1M0, dead, 2339 days
16.8
U2995
0 years, female, NA, stage:T3N1M0, alive, 491 days
16.8
U1204
0 years, male, NA, stage:T4N2M0, alive, 2214 days
16.8
U1349
0 years, female, NA, stage:T3N1M0, alive, 1899 days
16.8
U2902
0 years, female, NA, stage:T2N0M0, alive, 596 days
16.8
U0123
0 years, male, NA, stage:T3N0M0, dead, 1880 days
16.7
U1346
0 years, female, NA, stage:T3N0M0, alive, 1137 days
16.7
U1347
0 years, female, NA, stage:T3N0M0, alive, 1401 days
16.7
U0590
0 years, female, NA, stage:T3N0M0, alive, 661 days
16.6
U1074
0 years, male, NA, stage:T3N0M0, dead, 1043 days
16.6
U1183
0 years, male, NA, stage:T4N2M0, alive, 959 days
16.6
U1241
0 years, male, NA, stage:T3N1M0, dead, 49 days
16.5
U2953
0 years, female, NA, stage:T4aN0M0, alive, 541 days
16.5
U1067
0 years, male, NA, stage:T3N0M0, alive, 1570 days
16.5
U0078
0 years, female, NA, stage:T3N0M0, alive, 1183 days
16.5
U3032
0 years, female, NA, stage:T3N1M0, alive, 449 days
16.4
U0960
0 years, male, NA, stage:T3N0M0, alive, 1009 days
16.4
U0153
0 years, female, NA, stage:T3N0M0, dead, 1718 days
16.4
U0103
0 years, female, NA, stage:T3N1M0, alive, 1197 days
16.4
U0416
0 years, male, NA, stage:T1N1M0, alive, 1228 days
16.3
U0113
0 years, male, NA, stage:T4N2M0, alive, 1102 days
16.3
U0218
0 years, female, NA, stage:T3N0M0, alive, 714 days
16.2
U0356
0 years, male, NA, stage:T4N1M0, alive, 536 days
16.2
U0176
0 years, male, NA, stage:T3N1M0, alive, 2600 days
16.1
U0355
0 years, male, NA, stage:T4N1M0, dead, 1038 days
16.0
U1046
0 years, female, NA, stage:T4N2M1, dead, 697 days
16.0
U0381
0 years, male, NA, stage:T3N1M0, dead, 71 days
15.9
U2948
0 years, female, NA, stage:T3N1M0, alive, 543 days
15.9
U0389
0 years, female, NA, stage:T3N1M0, dead, 927 days
15.8
U0348
0 years, female, NA, stage:T3N0M0, alive, 533 days
15.7
U0203
0 years, male, NA, stage:T3N0M0, dead, 827 days
15.7
U1155
0 years, male, NA, stage:T4N1M0, alive, 1815 days
15.6
U1258
0 years, male, NA, stage:T3N1M0, alive, 1373 days
15.5
U0287
0 years, female, NA, stage:T2N0M0, alive, 1897 days
15.4
U3005
0 years, male, NA, stage:T3N0M0, alive, 478 days
15.4
U0068
0 years, female, NA, stage:T3N1M0, alive, 1991 days
15.3
U3051
0 years, male, NA, stage:T3N2M0, alive, 415 days
15.3
U2837
0 years, female, NA, stage:T4N1M0, alive, 681 days
15.3
U1472
0 years, female, NA, stage:T3N1M0, alive, 1316 days
15.2
U0108
0 years, female, NA, stage:T3N0M1, alive, 535 days
15.2
U2971
0 years, male, NA, stage:T4aN0M0, alive, 629 days
15.2
U0210
0 years, male, NA, stage:T3N0M0, dead, 1800 days
15.2
U2754
0 years, male, NA, stage:T4N0M0, alive, 809 days
15.0
U0396
0 years, male, NA, stage:T4N2M0, alive, 2243 days
15.0
U0427
0 years, male, NA, stage:T2N0M0, alive, 1193 days
15.0
U0063
0 years, male, NA, stage:T1N0M0, dead, 1779 days
14.9
U0326
0 years, female, NA, stage:T3N0M0, alive, 3178 days
14.9
U1246
0 years, female, NA, stage:T3N0M0, alive, 1441 days
14.8
U0214
0 years, male, NA, stage:T4N1M1, alive, 788 days
14.8
U0260
0 years, male, NA, stage:T1N0M1, alive, 2928 days
14.8
U0335
0 years, female, NA, stage:T3N1M0, alive, 2464 days
14.7
U0929
0 years, male, NA, stage:T4N1M0, alive, 436 days
14.7
U0263
0 years, female, NA, stage:T3N0M1, alive, 362 days
14.7
U1127
0 years, female, NA, stage:T3N0M0, alive, 3465 days
14.7
U0280
0 years, male, NA, stage:T3N1M1, alive, 2731 days
14.6
U0277
0 years, male, NA, stage:T2N1M0, alive, 270 days
14.6
U0110
0 years, female, NA, stage:T3N1M1, dead, 878 days
14.5
U0916
0 years, female, NA, stage:T3N0M0, alive, 1578 days
14.5
U0942
0 years, male, NA, stage:T3N0M0, alive, 665 days
14.5
U0316
0 years, male, NA, stage:T3N2M0, alive, 2012 days
14.4
U2956
0 years, female, NA, stage:T3N0M0, alive, 540 days
14.4
U1017
0 years, male, NA, stage:T3N0M0, alive, 615 days
14.4
U0309
0 years, female, NA, stage:T3N0M0, dead, 1898 days
14.3
U0882
0 years, male, NA, stage:T3N0M0, alive, 1675 days
14.3
U3042
0 years, male, NA, stage:T3N0M0, alive, 324 days
14.3
U0187
0 years, male, NA, stage:T3N2M0, alive, 1632 days
14.3
U0208
0 years, female, NA, stage:T3N1M0, dead, 1233 days
14.2
U0094
0 years, female, NA, stage:T3N2M0, alive, 741 days
14.2
U1013
0 years, female, NA, stage:T2N1M0, alive, 1439 days
14.1
U2848
0 years, female, NA, stage:T4N2M0, alive, 669 days
14.0
U1369
0 years, male, NA, stage:T3N0M0, dead, 1604 days
13.9
U0443
0 years, male, NA, stage:T3N0M0, alive, 1677 days
13.8
U0227
0 years, female, NA, stage:T4N2M0, alive, 291 days
13.7
U0135
0 years, female, NA, stage:T3N0M0, alive, 1738 days
13.6
U1374
0 years, male, NA, stage:T4N0M0, alive, 827 days
13.6
U1041
0 years, male, NA, stage:T2N0M0, alive, 1108 days
13.5
U1432
0 years, female, NA, stage:T3N1M0, alive, 577 days
13.3
U0472
0 years, male, NA, stage:TXN2M0, alive, 542 days
13.3
U0442
0 years, male, NA, stage:T3N0M0, alive, 619 days
13.2
U0179
0 years, male, NA, stage:T3N1M0, dead, 1043 days
13.2
U1059
0 years, male, NA, stage:T3N1M0, alive, 2790 days
13.1
U2928
0 years, male, NA, stage:T2N0M0, alive, 563 days
13.0
U0336
0 years, female, NA, stage:T3N0M0, alive, 1100 days
12.9
U2798
0 years, male, NA, stage:T3N0M0, alive, 751 days
12.7
U2780
0 years, male, NA, stage:T3N0M0, alive, 778 days
12.7
U0993
0 years, male, NA, stage:T4N2M0, alive, 1267 days
12.6
U0362
0 years, male, NA, stage:T3N0M0, alive, 1148 days
12.6
U2975
0 years, male, NA, stage:T4N1M0, alive, 514 days
12.5
U3038
0 years, male, NA, stage:T3N0M0, alive, 328 days
12.5
U0342
0 years, male, NA, stage:T4N2M0, alive, 305 days
12.4
U0306
0 years, male, NA, stage:T3N1M0, dead, 717 days
12.4
U0967
0 years, male, NA, stage:T2N0M0, dead, 1691 days
12.2
U0394
0 years, male, NA, stage:T2N1M0, alive, 969 days
11.9
U0246
0 years, female, NA, stage:T4N0M0, dead, 1192 days
11.9
U1343
0 years, female, NA, stage:T4N2M0, alive, 3178 days
11.8
U2843
0 years, female, NA, stage:T3N0M0, alive, 674 days
11.8
U1483
0 years, female, NA, stage:T3N0M0, alive, 1094 days
11.7
U0400
0 years, male, NA, stage:T4N0M0, dead, 1073 days
11.5
U0934
0 years, female, NA, stage:T3N0M0, alive, 1185 days
11.5
U0375
0 years, male, NA, stage:T3N0M0, dead, 666 days
11.4
U2861
0 years, male, NA, stage:T3N0M0, alive, 652 days
11.2
U2889
0 years, male, NA, stage:T4N0M0, alive, 623 days
11.0
U0349
0 years, male, NA, stage:T3N1M0, alive, 2682 days
10.8
U0169
0 years, male, NA, stage:T4N2M0, alive, 616 days
10.7
U2981
0 years, male, NA, stage:T3N0M0, alive, 508 days
10.6
U2891
0 years, male, NA, stage:T3N1M0, alive, 619 days
10.3
U0157
0 years, male, NA, stage:T4N0M0, dead, 131 days
8.8
U0211
0 years, female, NA, stage:T3N1M0, alive, 1236 days
8.5
U1264
0 years, female, NA, stage:T3N0M0, dead, 1583 days
8.4
U0193
0 years, male, NA, stage:T3N1M0, dead, 876 days
8.2
U0373
0 years, female, NA, stage:T3N0M0, alive, 1822 days
6.6
U0248
0 years, male, NA, stage:T3N0M0, alive, 1870 days
3.0
U1384
0 years, male, NA, stage:T4N1M0, alive, 1319 days
0.8
U0074
0 years, female, NA, stage:T3N0M0, dead, 1438 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.
SPAG7 is not prognostic in Rectum Adenocarcinoma (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
36.4
Number of samples
88
Samples
Sample
Description
TPM
TCGA-F5-6861-01A
0 years, female, white, stage:Stage IIA, alive, 1160 days
73.0
TCGA-F5-6863-01A
0 years, female, white, stage:Stage IIIB, dead, 361 days
72.3
TCGA-DC-5337-01A
0 years, male, white, stage:Stage I, alive, 792 days
72.3
TCGA-EI-6885-01A
0 years, female, white, stage:Stage IV, alive, 415 days
69.2
TCGA-G5-6572-01A
0 years, male, white, stage:'--, dead, 1432 days
61.0
TCGA-DC-6681-01A
0 years, female, white, stage:Stage IVA, alive, 790 days
59.8
TCGA-DC-6154-01A
0 years, female, white, stage:Stage IVA, alive, 365 days
57.4
TCGA-G5-6641-01A
0 years, male, white, stage:Stage IIIA, alive, 804 days
57.3
TCGA-EI-6917-01A
0 years, male, white, stage:Stage IIIA, alive, 531 days
56.2
TCGA-F5-6814-01A
0 years, male, white, stage:Stage IIA, alive, 1131 days
55.4
TCGA-AF-2687-01A
0 years, male, white, stage:Stage IIIC, alive, 1427 days
51.9
TCGA-EI-6507-01A
0 years, male, white, stage:Stage IIA, alive, 607 days
51.2
TCGA-DC-6683-01A
0 years, male, white, stage:Stage IIIB, alive, 762 days
49.0
TCGA-AH-6903-01A
0 years, male, white, stage:Stage IIIB, alive, 592 days
48.8
TCGA-DC-5869-01A
0 years, female, black or african american, stage:Stage IIIB, alive, 943 days
46.5
TCGA-DC-6156-01A
0 years, male, white, stage:Stage IVA, alive, 943 days
46.5
TCGA-CL-4957-01A
0 years, female, stage:'--, dead, 425 days
46.2
TCGA-AG-4021-01A
0 years, female, stage:Stage IV, dead, 121 days
46.0
TCGA-DT-5265-01A
0 years, male, asian, stage:Stage II, alive, 384 days
45.7
TCGA-AF-5654-01A
0 years, female, white, stage:Stage I, dead, 512 days
44.1
TCGA-DC-6158-01A
0 years, male, white, stage:Stage I, dead, 334 days
44.0
TCGA-AF-6672-01A
0 years, male, white, stage:Stage IV, alive, 748 days
43.8
TCGA-EI-7004-01A
0 years, female, white, stage:'--, alive, 257 days
42.7
TCGA-F5-6702-01A
0 years, male, white, stage:Stage IVA, dead, 869 days
42.0
TCGA-CL-5917-01A
0 years, female, white, stage:Stage IIIC, alive, 2376 days
41.3
TCGA-G5-6233-01A
0 years, male, white, stage:'--, dead, 556 days
41.2
TCGA-AH-6547-01A
0 years, female, white, stage:'--, dead, 76 days
40.0
TCGA-EI-6506-01A
0 years, female, white, stage:Stage IIA, alive, 625 days
39.8
TCGA-F5-6811-01A
0 years, female, white, stage:Stage IIA, alive, 979 days
39.2
TCGA-DY-A1DE-01A
0 years, female, white, stage:Stage IIA, alive, 3932 days
39.0
TCGA-AH-6897-01A
0 years, male, white, stage:Stage I, alive, 804 days
38.2
TCGA-AH-6644-01A
0 years, male, white, stage:'--, alive, 838 days
37.8
TCGA-DY-A1H8-01A
0 years, female, white, stage:Stage IIIA, dead, 992 days
36.8
TCGA-F5-6864-01A
0 years, female, white, stage:Stage IIIB, alive, 379 days
36.4
TCGA-F5-6464-01A
0 years, female, white, stage:Stage IIIC, dead, 303 days
36.2
TCGA-DY-A1DG-01A
0 years, male, white, stage:Stage IVA, dead, 1566 days
35.8
TCGA-EI-7002-01A
0 years, male, white, stage:Stage IV, alive, 364 days
35.6
TCGA-EI-6510-01A
0 years, female, white, stage:'--, alive, 556 days
35.1
TCGA-DC-6157-01A
0 years, male, black or african american, stage:Stage I, alive, 1581 days
35.1
TCGA-AG-4022-01A
0 years, female, stage:Stage II, alive, 1400 days
35.0
TCGA-AH-6544-01A
0 years, male, white, stage:'--, alive, 1173 days
34.6
TCGA-EI-6881-01A
0 years, male, white, stage:Stage IIIA, alive, 499 days
34.6
TCGA-DC-4749-01A
0 years, male, white, stage:Stage I, alive, 762 days
34.3
TCGA-AH-6549-01A
0 years, male, white, stage:'--, alive, 532 days
34.1
TCGA-AG-3731-01A
0 years, male, stage:Stage IV, alive, 1126 days
33.7
TCGA-EI-6512-01A
0 years, female, white, stage:Stage IIIB, alive, 538 days
33.2
TCGA-AF-2690-01A
0 years, female, white, stage:Stage IIIC, dead, 524 days
32.7
TCGA-AF-A56N-01A
0 years, female, black or african american, stage:Stage IIA, alive, 360 days
32.4
TCGA-F5-6812-01A
0 years, male, white, stage:Stage IIA, alive, 1110 days
32.3
TCGA-EI-6511-01A
0 years, male, white, stage:Stage IIIB, alive, 482 days
32.2
TCGA-EI-6508-01A
0 years, female, white, stage:Stage IIIB, alive, 636 days
31.8
TCGA-AF-4110-01A
0 years, male, white, stage:Stage IVA, alive, 912 days
31.7
TCGA-AF-6136-01A
0 years, female, white, stage:Stage IIIB, alive, 741 days
31.6
TCGA-F5-6465-01A
0 years, female, white, stage:Stage IIA, alive, 1506 days
31.5
TCGA-EI-6884-01A
0 years, male, white, stage:Stage IIIA, alive, 328 days
31.3
TCGA-EI-6883-01A
0 years, male, white, stage:Stage IIC, alive, 350 days
30.9
TCGA-EF-5830-01A
0 years, male, white, stage:Stage IIB, alive, 106 days
30.8
TCGA-EF-5831-01A
0 years, male, white, stage:Stage IIA, alive, 127 days
30.8
TCGA-DY-A1DC-01A
0 years, female, white, stage:Stage IIA, dead, 1258 days
30.5
TCGA-AF-A56L-01A
0 years, female, black or african american, stage:Stage IIIC, alive, 2007 days
30.3
TCGA-EI-6882-01A
0 years, male, white, stage:Stage IIA, alive, 262 days
29.3
TCGA-DC-6160-01A
0 years, male, white, stage:Stage I, alive, 1339 days
29.3
TCGA-AF-3911-01A
0 years, male, white, stage:Stage IIIC, alive, 1148 days
28.5
TCGA-CI-6621-01A
0 years, male, white, stage:Stage IIIB, alive, 419 days
27.9
TCGA-AH-6643-01A
0 years, male, white, stage:Stage IIIC, dead, 1314 days
27.6
TCGA-AG-3902-01A
0 years, male, stage:Stage IIA, alive, 974 days
26.8
TCGA-G5-6235-01A
0 years, male, white, stage:Stage IIIB, alive, 1696 days
26.6
TCGA-AG-3592-01A
0 years, male, stage:Stage IIA, alive, 1035 days
26.6
TCGA-CI-6622-01A
0 years, male, white, stage:Stage IIB, alive, 1362 days
26.3
TCGA-EI-6509-01A
0 years, male, white, stage:Stage IIIC, alive, 517 days
26.1
TCGA-CI-6620-01A
0 years, female, white, stage:Stage IVA, alive, 1009 days
25.9
TCGA-EI-6514-01A
0 years, female, white, stage:Stage IIA, alive, 496 days
25.7
TCGA-F5-6813-01A
0 years, male, white, stage:Stage IIIC, dead, 598 days
25.1
TCGA-AG-3591-01A
0 years, female, stage:Stage IIA, alive, 1035 days
24.9
TCGA-DY-A0XA-01A
0 years, female, white, stage:Stage IIA, alive, 3846 days
24.5
TCGA-AF-2693-01A
0 years, male, white, stage:Stage I, alive, 1155 days
24.0
TCGA-AG-3732-01A
0 years, female, stage:Stage I, alive, 1003 days
23.4
TCGA-DC-6155-01A
0 years, female, white, stage:Stage IIIA, alive, 425 days
22.9
TCGA-BM-6198-01A
0 years, male, white, stage:Stage IIIB, alive, 646 days
22.5
TCGA-AF-6655-01A
0 years, male, white, stage:Stage IIIA, alive, 609 days
22.2
TCGA-AF-A56K-01A
0 years, male, black or african american, stage:Stage IIA, alive, 2635 days
21.5
TCGA-DY-A1DF-01A
0 years, female, white, stage:Stage IIIC, dead, 734 days
21.3
TCGA-AG-3742-01A
0 years, female, stage:Stage I, alive, 30 days
20.5
TCGA-EI-6513-01A
0 years, male, white, stage:Stage IIIB, alive, 497 days
20.3
TCGA-F5-6571-01A
0 years, female, white, stage:Stage IIA, alive, 1288 days
19.2
TCGA-DC-6682-01A
0 years, male, white, stage:Stage IIA, alive, 762 days
19.0
TCGA-DY-A1DD-01A
0 years, female, white, stage:Stage IIIB, dead, 1741 days
19.0
TCGA-DC-4745-01A
0 years, female, white, stage:Stage IIIB, alive, 639 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.
SPAG7 is not prognostic in Rectum Adenocarcinoma (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
19.7
Number of samples
207
Samples
Sample
Description
TPM
U0284
0 years, male, NA, stage:T3N2M0, alive, 581 days
39.2
U0174
0 years, male, NA, stage:T3N0M0, alive, 450 days
37.8
U0334
0 years, male, NA, stage:T3N1M0, alive, 3171 days
36.9
U0657
0 years, female, NA, stage:T2N0M0, dead, 1109 days
35.0
U0086
0 years, female, NA, stage:T3N1M0, dead, 594 days
34.5
U0418
0 years, male, NA, stage:T4N1M0, alive, 1246 days
33.6
U0478
0 years, male, NA, stage:T4N2M0, alive, 2051 days
32.6
U0359
0 years, male, NA, stage:T3N2M0, dead, 2443 days
32.1
U0852
0 years, male, NA, stage:T3N2M1, alive, 1651 days
31.6
U0565
0 years, male, NA, stage:T4N1M0, alive, 1452 days
31.4
U0422
0 years, female, NA, stage:T3N2M1, dead, 1710 days
30.4
U0114
0 years, male, NA, stage:T3N0M0, alive, 1910 days
29.6
U0605
0 years, male, NA, stage:T2N0M0, alive, 952 days
29.5
U0600
0 years, male, NA, stage:T3N1M0, alive, 1659 days
29.3
U0508
0 years, male, NA, stage:T3N1M0, alive, 1120 days
29.2
U0593
0 years, male, NA, stage:T4bN0M0, alive, 876 days
28.5
U0351
0 years, female, NA, stage:T3N2M0, alive, 2886 days
28.5
U0293
0 years, male, NA, stage:T3N1M0, alive, 2717 days
28.4
U0282
0 years, male, NA, stage:T3N2M0, dead, 1869 days
28.3
U0814
0 years, female, NA, stage:T3N1M1, dead, 482 days
28.3
U0430
0 years, male, NA, stage:T3N2M0, dead, 2472 days
28.2
U0173
0 years, male, NA, stage:T2N0M0, dead, 2375 days
27.7
U0572
0 years, female, NA, stage:T3N1M0, alive, 2621 days
27.3
U0213
0 years, male, NA, stage:T3N1M0, alive, 3018 days
27.2
U0502
0 years, male, NA, stage:T4N1M0, alive, 1065 days
27.2
U2960
0 years, male, NA, stage:T3N1M0, alive, 176 days
27.1
U0654
0 years, male, NA, stage:T3N2M0, alive, 1220 days
26.7
U0243
0 years, female, NA, stage:T3N2M0, alive, 2975 days
26.6
U0454
0 years, male, NA, stage:T3N1M0, alive, 2997 days
26.5
U0258
0 years, male, NA, stage:T4N1M2, dead, 195 days
26.4
U0128
0 years, female, NA, stage:T3N1M0, alive, 449 days
26.3
U0216
0 years, male, NA, stage:T2N0M0, alive, 2684 days
26.2
U0138
0 years, male, NA, stage:T3N1M0, dead, 2472 days
26.0
U0137
0 years, male, NA, stage:T3N1M0, dead, 1799 days
26.0
U0849
0 years, female, NA, stage:T4N0M1, dead, 267 days
25.7
U0431
0 years, female, NA, stage:T3N1M0, alive, 695 days
25.2
U0380
0 years, male, NA, stage:T2N0M0, alive, 2155 days
24.9
U0409
0 years, female, NA, stage:T3N1M0, alive, 934 days
24.9
U0694
0 years, male, NA, stage:T4N0M0, dead, 489 days
24.5
U0304
0 years, male, NA, stage:T3N2M0, alive, 2065 days
24.3
U2779
0 years, male, NA, stage:T3N0M0, alive, 419 days
24.3
U0192
0 years, male, NA, stage:T3N0M0, alive, 2081 days
24.2
U0457
0 years, male, NA, stage:T3N0M0, alive, 833 days
24.2
U0147
0 years, female, NA, stage:T3N0M0, dead, 2085 days
24.2
U0325
0 years, male, NA, stage:T3N0M0, dead, 1947 days
24.2
U0238
0 years, male, NA, stage:T3N0M0, dead, 868 days
24.1
U0466
0 years, male, NA, stage:T3N0M0, alive, 1381 days
23.7
U0264
0 years, male, NA, stage:T4N2M0, alive, 2020 days
23.7
U0658
0 years, male, NA, stage:T3N2M0, alive, 1108 days
23.6
U0809
0 years, female, NA, stage:T3N1M1, dead, 275 days
23.5
U0343
0 years, female, NA, stage:T2N0M0, alive, 701 days
23.5
U0519
0 years, male, NA, stage:T4N2M0, dead, 519 days
23.4
U0324
0 years, female, NA, stage:T4N1M0, alive, 938 days
23.4
U0232
0 years, female, NA, stage:T2N0M0, dead, 994 days
23.2
U0545
0 years, male, NA, stage:T3N0M0, alive, 2340 days
23.1
U0080
0 years, female, NA, stage:T3N0M0, dead, 489 days
23.0
U0512
0 years, male, NA, stage:T3N0M0, alive, 2550 days
23.0
U0311
0 years, female, NA, stage:T3N1M0, alive, 1176 days
23.0
U0581
0 years, female, NA, stage:T3N2M0, alive, 1660 days
22.8
U0423
0 years, female, NA, stage:T4N2M0, alive, 2735 days
22.7
U2943
0 years, male, NA, stage:T3N0M0, alive, 189 days
22.5
U0857
0 years, male, NA, stage:T4N2M1, dead, 954 days
22.4
U0415
0 years, male, NA, stage:T3N1M0, alive, 2526 days
22.3
U0848
0 years, male, NA, stage:T3N1M1, dead, 1185 days
22.3
U0159
0 years, female, NA, stage:T3N1M0, alive, 1517 days
22.2
U0532
0 years, male, NA, stage:T3N0M0, dead, 730 days
22.2
U0713
0 years, male, NA, stage:T2N0M0, alive, 359 days
22.2
U0155
0 years, male, NA, stage:T2N0M0, dead, 1672 days
22.1
U0591
0 years, male, NA, stage:T2N0M0, alive, 1023 days
21.9
U0656
0 years, male, NA, stage:T3N2M0, alive, 1150 days
21.8
U0800
0 years, male, NA, stage:T3N2M1, dead, 411 days
21.8
U0296
0 years, male, NA, stage:T3N0M0, alive, 2610 days
21.7
U0637
0 years, male, NA, stage:T3N1M0, alive, 1997 days
21.6
U0279
0 years, male, NA, stage:T2N1M0, dead, 176 days
21.5
U0255
0 years, female, NA, stage:T3N2M0, dead, 1079 days
21.4
U0750
0 years, female, NA, stage:T3N2M0, dead, 1393 days
21.4
U0603
0 years, male, NA, stage:T2N1M0, alive, 1904 days
21.4
U0584
0 years, male, NA, stage:T3N2M0, alive, 2705 days
21.4
U0299
0 years, female, NA, stage:T4N2M0, alive, 43426 days
21.3
U0604
0 years, male, NA, stage:T3N1M0, alive, 1522 days
21.3
U0638
0 years, male, NA, stage:T2N0M0, alive, 1801 days
21.1
U0194
0 years, male, NA, stage:T3N1M0, alive, 680 days
20.9
U0535
0 years, female, NA, stage:T4N1M0, alive, 2473 days
20.7
U0485
0 years, male, NA, stage:T3N0M0, dead, 2737 days
20.7
U0030
0 years, female, NA, stage:T2N0M0, dead, 987 days
20.6
U0242
0 years, male, NA, stage:T3N0M0, alive, 2950 days
20.5
U0803
0 years, female, NA, stage:T3N1M1, dead, 495 days
20.5
U0118
0 years, female, NA, stage:T3N2M0, dead, 350 days
20.5
U0402
0 years, female, NA, stage:T3N1M0, dead, 2487 days
20.4
U0643
0 years, female, NA, stage:T2N1M0, dead, 1583 days
20.4
U0648
0 years, female, NA, stage:T3N0M0, alive, 1415 days
20.4
U0470
0 years, female, NA, stage:T2N2M0, alive, 961 days
20.4
U0305
0 years, male, NA, stage:T3N1M0, alive, 2676 days
20.3
U0641
0 years, female, NA, stage:T3N0M0, dead, 1626 days
20.2
U0793
0 years, male, NA, stage:T3N1M1, dead, 195 days
20.2
U0671
0 years, male, NA, stage:T3N1M0, dead, 785 days
20.0
U0190
0 years, male, NA, stage:T3N0M0, alive, 2367 days
20.0
U0322
0 years, male, NA, stage:T4N2M0, alive, 1694 days
20.0
U3047
0 years, male, NA, stage:T3N2M0, alive, 205 days
19.8
U2955
0 years, male, NA, stage:T3N1M0, alive, 181 days
19.8
U0096
0 years, female, NA, stage:T4N2M1, dead, 257 days
19.7
U0339
0 years, male, NA, stage:T3N2M0, alive, 2155 days
19.6
U0514
0 years, female, NA, stage:T2N2M0, alive, 2799 days
19.5
U0595
0 years, male, NA, stage:T2N0M0, alive, 2535 days
19.3
U0645
0 years, male, NA, stage:T3N0M0, alive, 1567 days
19.2
U0097
0 years, male, NA, stage:T3N0M1, dead, 2903 days
19.2
U3023
0 years, female, NA, stage:T2N0M0, alive, 404 days
19.1
U0077
0 years, female, NA, stage:T2N0M0, dead, 588 days
19.1
U0294
0 years, male, NA, stage:T4N0M1, alive, 561 days
19.0
U0861
0 years, female, NA, stage:T4N2M1, dead, 184 days
18.9
U0534
0 years, female, NA, stage:T3N2M0, alive, 1361 days
18.9
U0695
0 years, male, NA, stage:T3N0M0, alive, 566 days
18.9
U0417
0 years, female, NA, stage:T3N2M1, dead, 893 days
18.6
U0353
0 years, female, NA, stage:T1N0M0, alive, 2912 days
18.6
U0140
0 years, male, NA, stage:T3N2M0, alive, 2655 days
18.5
U0650
0 years, female, NA, stage:T2N2M0, alive, 1331 days
18.3
U0434
0 years, male, NA, stage:T2N0M0, alive, 2558 days
18.1
U0271
0 years, female, NA, stage:T3N1M0, alive, 2414 days
18.1
U2761
0 years, female, NA, stage:T3N1M0, alive, 447 days
18.1
U0371
0 years, female, NA, stage:T3N0M0, alive, 2688 days
18.0
U0561
0 years, female, NA, stage:T3N2M0, alive, 1577 days
18.0
U0820
0 years, male, NA, stage:T3NXM1, dead, 622 days
17.9
U0557
0 years, female, NA, stage:T3N2M0, alive, 2009 days
17.9
U0132
0 years, male, NA, stage:T3N1M0, alive, 1798 days
17.9
U0088
0 years, male, NA, stage:T3N1M1, dead, 260 days
17.9
U0552
0 years, male, NA, stage:T3N2M0, alive, 1701 days
17.8
U0001
0 years, female, NA, stage:T3N0M0, alive, 3188 days
17.6
U2764
0 years, male, NA, stage:T3N2M0, alive, 440 days
17.4
U0407
0 years, male, NA, stage:T3N1M0, dead, 2027 days
17.3
U0205
0 years, female, NA, stage:T3N2M0, alive, 2984 days
17.2
U0220
0 years, male, NA, stage:T2N0M0, alive, 1066 days
17.1
U2972
0 years, male, NA, stage:T3N0M0, alive, 161 days
17.0
U0251
0 years, male, NA, stage:T2N0M0, alive, 1906 days
16.9
U0649
0 years, male, NA, stage:T2N0M0, alive, 1424 days
16.8
U0707
0 years, male, NA, stage:T3N1M0, alive, 518 days
16.8
U0533
0 years, male, NA, stage:T3N2M0, alive, 2248 days
16.8
U2834
0 years, male, NA, stage:T3N1M0, alive, 323 days
16.8
U0437
0 years, male, NA, stage:T1N1M0, alive, 849 days
16.7
U0511
0 years, female, NA, stage:T3N0M0, dead, 2387 days
16.6
U0120
0 years, female, NA, stage:T3N0M0, alive, 3233 days
16.6
U0666
0 years, male, NA, stage:T3N1M0, alive, 709 days
16.6
U0276
0 years, male, NA, stage:T3N1M1, alive, 934 days
16.5
U0865
0 years, female, NA, stage:T3N1M1, dead, 856 days
16.4
U2991
0 years, female, NA, stage:T1N0M0, alive, 135 days
16.4
U0647
0 years, female, NA, stage:T3N0M0, alive, 1476 days
16.4
U0802
0 years, male, NA, stage:T3N2M1, dead, 338 days
16.1
U0116
0 years, male, NA, stage:T3N1M0, dead, 930 days
16.1
U0241
0 years, female, NA, stage:T2N1M0, alive, 552 days
16.0
U2836
0 years, male, NA, stage:T3N0M0, alive, 322 days
16.0
U0562
0 years, female, NA, stage:T3N1M0, alive, 3092 days
16.0
U0804
0 years, female, NA, stage:T3N2M1, dead, 380 days
16.0
U0602
0 years, male, NA, stage:T2N0M0, alive, 1385 days
15.8
U0484
0 years, male, NA, stage:T4N2M0, alive, 1275 days
15.8
U0405
0 years, male, NA, stage:T3N1M0, alive, 829 days
15.7
U0230
0 years, female, NA, stage:T1N1M0, alive, 3152 days
15.5
U0663
0 years, female, NA, stage:T3N1M0, alive, 762 days
15.4
U0388
0 years, male, NA, stage:T2N1M0, alive, 2186 days
15.0
U0237
0 years, male, NA, stage:T3N1M0, alive, 2492 days
15.0
U0578
0 years, male, NA, stage:T2N2M0, alive, 1724 days
15.0
U0497
0 years, female, NA, stage:T3N1M0, alive, 1414 days
15.0
U0406
0 years, female, NA, stage:T4N2M1, dead, 778 days
14.9
U0079
0 years, male, NA, stage:T4N2M0, dead, 1891 days
14.9
U0805
0 years, male, NA, stage:T3N1M1, dead, 731 days
14.6
U0556
0 years, male, NA, stage:T3N2M0, alive, 2037 days
14.6
U0642
0 years, male, NA, stage:T3N0M0, alive, 1603 days
14.3
U0212
0 years, male, NA, stage:T3N0M1, alive, 1330 days
14.2
U0498
0 years, female, NA, stage:T4N1M0, alive, 1906 days
14.1
U0346
0 years, male, NA, stage:T4N2M0, alive, 1148 days
14.1
U0553
0 years, female, NA, stage:T3N2M0, alive, 1704 days
14.0
U3049
0 years, male, NA, stage:T2N0M0, alive, 533 days
13.9
U2994
0 years, female, NA, stage:T4N1M0, alive, 132 days
13.8
U0331
0 years, male, NA, stage:T3N1M1, dead, 906 days
13.4
U0366
0 years, male, NA, stage:T3NXM1, alive, 895 days
13.4
U0539
0 years, male, NA, stage:T4N2M0, alive, 2017 days
13.2
U0538
0 years, female, NA, stage:T3N1M0, alive, 1308 days
13.2
U0577
0 years, female, NA, stage:T3N2M0, alive, 2474 days
13.1
U0364
0 years, female, NA, stage:T4N2M1, dead, 151 days
12.9
U0675
0 years, female, NA, stage:T4N1M0, dead, 89 days
12.8
U0542
0 years, male, NA, stage:T3N2M0, dead, 1482 days
12.7
U0558
0 years, female, NA, stage:T3N2M0, alive, 2011 days
12.4
U0492
0 years, male, NA, stage:T3N2M0, alive, 1114 days
12.3
U0652
0 years, male, NA, stage:T3N0M0, alive, 1319 days
12.3
U0494
0 years, male, NA, stage:T4N2M0, alive, 1290 days
12.3
U0592
0 years, female, NA, stage:T2N0M0, dead, 670 days
12.2
U0298
0 years, male, NA, stage:T3N1M0, alive, 513 days
12.2
U0329
0 years, male, NA, stage:T3N1M0, dead, 805 days
12.1
U0458
0 years, male, NA, stage:T3N2M0, alive, 1073 days
12.1
U0374
0 years, female, NA, stage:T2N0M0, alive, 1067 days
12.0
U0228
0 years, male, NA, stage:T2N0M0, alive, 963 days
11.9
U0391
0 years, female, NA, stage:T3N0M0, alive, 1179 days
11.7
U0776
0 years, male, NA, stage:T4N2M0, alive, 1702 days
11.5
U0468
0 years, female, NA, stage:T3N0M0, alive, 1921 days
11.5
U0651
0 years, male, NA, stage:T3N0M0, alive, 1354 days
11.3
U0601
0 years, female, NA, stage:T4N1M0, alive, 1368 days
11.3
U0555
0 years, male, NA, stage:T3N2M0, alive, 2043 days
10.9
U0686
0 years, female, NA, stage:T4bN0M0, dead, 123 days
10.9
U0594
0 years, male, NA, stage:T3N0M0, alive, 2852 days
10.8
U0587
0 years, male, NA, stage:T3N1M0, alive, 2107 days
10.8
U0550
0 years, male, NA, stage:T3N2M0, alive, 2191 days
10.7
U0596
0 years, male, NA, stage:T3N0M0, alive, 2233 days
10.6
U0579
0 years, female, NA, stage:T4aN0M0, alive, 2845 days
10.5
U0576
0 years, male, NA, stage:T3N2M0, alive, 2540 days
9.9
U0568
0 years, male, NA, stage:T4N1M0, alive, 1287 days
9.4
U0188
0 years, female, NA, stage:T3N1M0, alive, 2134 days
9.3
U0862
0 years, male, NA, stage:T4N2M1, dead, 1064 days
8.9
U0640
0 years, male, NA, stage:T2N0M0, alive, 1696 days
7.7
U0093
0 years, male, NA, stage:T3N2M0, dead, 1118 days
6.2
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COLON ADENOCARCINOMA - Protein relative expression (CPTAC)
Number of samples
197
Samples
Sample ID
Sample type
nRPX
c6ae57a7-65a0-438e-bae2-97b1c8_D3
Tumor
0.8
b4e91300-405e-4239-b8da-5e1a42_D2
Tumor
0.8
e74089a9-f78c-4ffe-8174-aef71b_D2
Normal
0.7
b605fafc-f7dd-44cc-9c86-da04e3_D2
Tumor
0.6
9bf309bc-0fb6-4060-aba2-888eb3_D2
Tumor
0.6
26acb513-3ffe-49ad-8581-9dfc97_D2
Normal
0.5
92f7419c-c57a-4b50-bdc9-4d09ca_D2
Tumor
0.5
cd89ffbb-574a-4052-bd9a-00c890_D2
Tumor
0.4
348f6009-e1be-44d2-a093-9ca844_D2
Normal
0.4
db3f5ad9-d14d-4126-a3e7-d80faa_D3
Tumor
0.4
2666323d-522f-4f0a-823c-ff8866_D2
Normal
0.4
0aef1fe8-ca61-4113-81d0-d82ee7_D2
Tumor
0.4
820a3f08-5bb1-44b3-a133-ee167e_D2
Tumor
0.4
66b829db-1cdd-460d-b2f3-0e9ca9_D3
Tumor
0.4
0f757044-9bc8-4ed4-90f3-e0a49a_D3
Tumor
0.4
dfdf03a6-c324-4d8c-a909-ea7345_D2
Tumor
0.4
43bc845e-d22e-4c10-b3e8-bc54e6_D2
Normal
0.4
a467b905-fc0b-427b-8753-6d38dd_D3
Tumor
0.4
64ed43a2-f083-43cb-9d0d-118495_D2
Normal
0.4
efee6bb9-69dd-46c2-85b3-b55962_D2
Normal
0.4
c65afd57-530c-4366-b2c8-463a46_D2
Tumor
0.4
8cc7e656-0152-4359-8566-0581c3
Tumor
0.4
5271982c-5de1-4d6e-b414-b1f3ef_D2
Tumor
0.3
bed27f66-ef3b-4868-b4ad-205018_D2
Normal
0.3
43192517-085e-450e-9481-0a6713_D3
Tumor
0.3
2d266d2d-4bb3-436c-a3e7-06acb2_D3
Tumor
0.3
e8faa3a7-9fc7-428e-9334-a0afd0_D3
Tumor
0.3
37219a7c-6fe2-4684-a494-d0be08_D2
Tumor
0.3
515040a4-bbfb-4a15-9e53-e7b6e6_D2
Normal
0.3
372c900a-fced-4eef-9dc4-7282ec_D2
Tumor
0.3
ec9afcc4-ccf7-4226-b0e8-d6897d_D3
Tumor
0.3
8c73f3a5-fea8-4942-90c0-966f66_D3
Tumor
0.3
65867ab1-5eab-44a8-b2bb-d27263_D2
Normal
0.3
b2400046-1d25-429d-a821-6040a6
Tumor
0.3
58a92726-4d1f-4e44-8938-52b97d_D3
Tumor
0.3
1563ef63-d2e6-406f-adc1-255949_D3
Tumor
0.3
a313f6ef-5994-4d49-9e66-c26911_D2
Normal
0.3
92c1ebb5-ac1d-4bf5-a14f-516e1d_D3
Tumor
0.3
176d1b96-8c6e-44fe-8a32-e15194_D2
Normal
0.3
722378ea-d1a7-4cfc-aca5-ba45f9_D8
Tumor
0.3
bc574f73-89ba-44d7-992e-82622c_D3
Tumor
0.3
803736b3-9ca9-4f9f-bdfe-8783e3_D3
Tumor
0.3
7bdfa5c9-d11f-4600-9c44-a87996_D2
Normal
0.3
8960a27e-69d8-4ec8-a795-c6cf8a_D3
Tumor
0.3
df479b07-bbf6-472d-a580-c3fd0c_D2
Normal
0.3
325b5314-6f3c-4d79-9b36-4e7ded_D2
Normal
0.2
fc9b09af-23b8-4ffe-b6c6-41236d_D2
Normal
0.2
63c1f7ac-b1ae-4c28-95aa-ce21e5_D2
Normal
0.2
cfb4831f-e9ee-4e11-80fb-958f6f_D2
Tumor
0.2
7478980a-60fb-4f5e-aa1c-2d7941_D2
Normal
0.2
2f8b02e4-1848-4abc-a95e-dd9eb5_D3
Tumor
0.2
c9f0f144-47f3-4d64-b29f-bcedfa_D2
Normal
0.2
66b57abc-0d49-46bb-a390-0e11a9_D2
Tumor
0.2
47d2a435-b203-4438-ae72-53c424_D2
Normal
0.2
3e8019e8-125f-4615-a1fa-a448e9_D2
Normal
0.2
154115ac-2ec2-439d-b55e-0464ee_D2
Normal
0.2
c9730cb4-b52c-4ca8-9652-4509d0_D2
Tumor
0.2
1136008b-97ce-49b0-bf24-abbea6_D2
Normal
0.2
963fc8db-f412-4427-a198-23f660_D2
Normal
0.2
e3c012aa-51c2-42b0-a478-bd620f_D2
Normal
0.2
b4dd4a04-5eda-43dd-8298-215b07_D3
Tumor
0.2
211cbcef-cb1f-4c80-a1c8-a76d3c_D2
Normal
0.2
526c3664-5b9b-4a2b-a00e-a14623_D2
Tumor
0.2
bd67de01-ad7d-431a-9ad6-4dd5a1
Tumor
0.2
d8805fa4-30f9-4417-907e-fdc50c_D2
Normal
0.2
0630ecb0-b664-4e75-bb3c-fb62ee_D3
Tumor
0.2
e070ff10-058b-4733-93ab-bdd702_D2
Normal
0.1
d7608884-a0d6-4e9e-aac7-6cd813_D3
Tumor
0.1
0784c7b3-e6a4-42a8-9288-eb4ba0_D2
Normal
0.1
2b810478-7956-4a8b-870d-184859_D2
Tumor
0.1
1425a1a1-c835-47a2-a9b9-4db5d0_D8
Tumor
0.1
98742d96-cc2f-43f0-9de2-bc7afe_D3
Tumor
0.1
6d9f8b06-f28c-4e9b-823b-33ebb7_D2
Normal
0.1
8fab37a4-cdf9-4ce8-9081-7b9148_D2
Normal
0.1
82157a70-12f1-4913-b548-d98881_D2
Normal
0.1
e14c2cbe-eca0-4745-97f6-8f27bd_D2
Normal
0.1
5c70e654-583c-4dd3-ad42-0d9b39_D2
Normal
0.1
a5c8bf1d-776c-406f-82a3-2d9ce6_D2
Normal
0.1
853ecf90-71e6-4156-a56f-a34b65_D2
Normal
0.1
b6b41ba2-6415-41aa-b5f5-4d47db_D2
Normal
0.1
c2c53076-b5db-4b7d-983c-a35740_D3
Tumor
0.1
21cab01c-e968-42cc-9651-1e53c0_D3
Tumor
0.1
092c5a37-325b-4181-b230-2d8fff_D2
Tumor
0.1
7cc7f69f-99f5-4b23-a9e0-ba0dc8_D8
Tumor
0.1
e1cd3d70-132b-452f-ba10-026721_D2
Tumor
0.1
a84149b1-8453-45f0-8400-d7b12f_D2
Normal
0.1
88c621d7-7fb3-4825-abbe-82ae4c_D2
Normal
0.1
bda3787a-1397-4716-bb17-4992a8_D2
Normal
0.0
6e0d04fc-e6a8-41ed-b6f3-45537d_D2
Normal
0.0
6b0a3188-d8ca-4d50-a377-a8fe4c_D2
Normal
0.0
87b0e853-43ea-4efb-8a22-dd221f_D2
Normal
0.0
5cf5e61d-21ff-4678-9126-14e9bb_D2
Normal
0.0
02cde0c0-6840-495b-9b11-007d82_D2
Normal
0.0
0065bfd9-e1b9-43a8-9379-9658ba_D3
Tumor
0.0
1bf00d93-240f-47e8-8055-f546b0_D2
Normal
0.0
c1b66358-d103-493c-b8ec-92c43b_D1
Tumor
0.0
cc271b3d-ed33-481f-9d23-15f2f6_D2
Normal
0.0
799893aa-d523-4a08-9ea7-611cca_D3
Tumor
0.0
16ac8458-5200-4302-9ad0-b311df_D2
Normal
0.0
41a04113-2061-4923-bca5-da586c_D2
Normal
0.0
e196a0b4-2a05-43de-bb30-ceb761_D2
Tumor
0.0
c307b7b0-534a-45fa-a420-35f773_D2
Normal
0.0
573048dd-2502-40e0-8e8c-c41bb8_D3
Tumor
0.0
d6584b4a-ca99-4a2a-8b4e-c8b22e_D3
Tumor
-0.1
3d797911-d476-436f-9cce-33e20c_D8
Tumor
-0.1
2cc46aec-6142-4fb9-aca5-c442b9_D2
Normal
-0.1
1f79fed9-f0d4-4c45-acd2-ea1441_D2
Normal
-0.1
3a17283c-a0f4-4514-956b-080d11_D2
Normal
-0.1
42216d99-e8ff-43c9-b6db-28c3a6_D3
Tumor
-0.1
3765c09a-fff7-4b37-bf2b-452b23_D2
Normal
-0.1
e0068ac5-f557-443a-bd4b-bdfcef_D3
Tumor
-0.1
1c070992-647b-4173-a481-904c4d_D2
Normal
-0.1
4c9dcc8c-ccdc-4336-8e23-107feb_D2
Normal
-0.1
411d9597-c785-4de5-b449-29a80d_D2
Normal
-0.1
8af80ae9-2088-4124-91fb-8d6c17_D3
Tumor
-0.1
d3078fa8-0692-411f-8441-0c7c48_D8
Tumor
-0.1
321fb3b2-ebb6-4ea5-b737-081264_D2
Tumor
-0.1
1ab06c24-ffc0-4323-a0cc-e9f5c5_D2
Tumor
-0.1
067db520-1b1f-4569-9414-e37a6e_D2
Normal
-0.1
a2f03d85-5f1a-4b3e-9dbf-74e67e_D3
Tumor
-0.1
cd3a9d59-bf13-48f3-ae97-bdbca4_D2
Normal
-0.2
0d5554d1-1653-4589-a44f-43113e_D2
Normal
-0.2
4b263734-430f-41dc-a296-8691f0_D3
Tumor
-0.2
9a6879b1-4f78-4ac6-9fca-dad049_D2
Normal
-0.2
7784e2e5-c0e1-4b85-8cc1-7faac8_D2
Normal
-0.2
23e938d0-92b8-4aea-90c1-4385df_D2
Normal
-0.2
5557e478-3e6f-475b-8acc-1b4159_D8
Tumor
-0.2
b3696374-c6c0-49dd-833e-596e26_D2
Normal
-0.2
5de06adb-e00d-4114-8d76-04bd30_D2
Normal
-0.2
4bb08fad-fa5e-471e-978b-6b09ab_D2
Tumor
-0.2
cbd0e774-c741-4753-9c9e-391a7d_D2
Normal
-0.2
6797a69d-2f74-44b9-8147-cd4fac_D2
Normal
-0.2
b2978e90-cd2a-4665-b1bf-508a99_D2
Normal
-0.2
da95f6f8-be46-4ed8-a493-2c99f0_D2
Normal
-0.2
e515eb5c-8005-416a-9b42-59de9d_D8
Tumor
-0.2
5da00abd-5fa7-4deb-95f1-7982e0_D3
Tumor
-0.2
1fbb1add-4660-4ec1-b8c2-360f9f_D2
Normal
-0.2
62627b73-1763-48bc-8eea-e5bd76_D2
Normal
-0.2
0c330883-ab58-4a5a-bff7-07d283_D2
Normal
-0.2
c8694e31-2c8f-4eb6-a7ef-a137d9_D3
Tumor
-0.2
a243b765-61ab-4aa6-88e1-226896_D2
Normal
-0.3
dffcac99-9eac-4717-aeb6-f4a2e7_D8
Tumor
-0.3
2167c594-c33f-4795-b95b-69bd07_D2
Tumor
-0.3
79097be1-cd36-4a23-99d1-3d744f_D2
Tumor
-0.3
76498650-fdbf-4f5d-a19a-cce9a2_D2
Normal
-0.3
01d1ffca-4235-4dfe-bf62-56f71d_D3
Tumor
-0.3
5a3aa99d-ca10-45f6-939f-12392a_D2
Normal
-0.3
5e886f1c-8165-4232-9591-d80799_D2
Normal
-0.3
f6afe41c-111d-4818-8485-fe95e0_D2
Tumor
-0.3
d0511ea6-43c3-4c61-b08e-cf49b7_D3
Tumor
-0.3
695b0b00-a86b-43c0-a6c8-50a840_D3
Tumor
-0.3
54565eae-05c5-4dae-bde9-ae4874_D2
Normal
-0.3
377cdd37-d1bd-4042-997e-478a0f_D2
Normal
-0.3
206f3bd9-f62c-4663-8fdb-5b731b_D2
Normal
-0.3
e2e83b72-b14b-4b06-9461-1115d6_D2
Tumor
-0.3
8980bb9d-65c1-41cb-9f90-dddd5f_D2
Normal
-0.3
c7aeb685-31b3-445e-8177-a3e729_D3
Tumor
-0.3
591fb460-703a-437d-8d9a-ff2a35_D3
Tumor
-0.4
46dfc1e4-0110-4d9f-888e-6a29ab_D2
Normal
-0.4
cd6a4013-2958-44b9-a4f1-45c9e4_D2
Tumor
-0.4
019cd0c0-733d-4b25-90e3-d54ce0_D2
Normal
-0.4
6e20c8e9-ab75-4996-9296-445b00_D2
Tumor
-0.4
05a33362-82bb-48ac-8feb-ad2ea1_D2
Tumor
-0.4
233ec093-9a30-4ef4-a12c-91757e_D2
Normal
-0.4
694e8df1-d9ee-473b-bec1-4f9237_D2
Normal
-0.4
9a48cf57-e1f0-4ea1-9804-d563f2_D2
Normal
-0.4
f69deaeb-6b6f-4c61-8900-fd0f26_D3
Tumor
-0.4
0f238226-864c-4de0-8c61-01e729_D2
Tumor
-0.4
f9d6fb1b-988e-4D88-9272-cc672f_D8
Tumor
-0.4
f6173181-0993-4a5f-a4cd-5f30b1_D2
Tumor
-0.5
aa0f5b40-3290-4255-8f4d-f45d4e_D3
Tumor
-0.5
87408d9e-4029-4e8f-b14c-8efc04_D3
Tumor
-0.5
5347d2ce-df0c-4d81-a3e2-22db11_D2
Normal
-0.5
359f5c81-2575-497e-8630-e4866f_D2
Normal
-0.5
f635496c-0046-4ecd-89bc-7a4f33_D2
Tumor
-0.6
51590333-cfe5-4ce5-b8ff-58fa3c_D2
Normal
-0.6
d80408d6-598d-4411-ab34-eb2545_D2
Normal
-0.7
903d5fe0-970a-47be-a97f-3cc914_D2
Normal
-0.7
642fc6c3-8d4a-4e3d-ad0a-cc088a_D2
Tumor
-1.5
a90eb718-6a8f-4cbf-89c1-f9e9bd_D2
Tumor
N/A
ea6df59d-5240-4927-b19d-d44590_D2
Tumor
N/A
8b9e4266-7754-4f2c-ac9e-329905_D2
Tumor
N/A
f4bccfe4-98d0-466b-a6d7-44341b_D3
Tumor
N/A
7fd386f0-e7f6-4ee1-9cd7-b3318a_D2
Normal
N/A
f6b1079b-9d67-4c63-b3d0-d562b5_D2
Tumor
N/A
04ded2cd-3b57-4aec-9c11-48f58e_D2
Normal
N/A
4cdeecb5-19fb-493c-91f5-eb0efc_D3
Tumor
N/A
71b2c1cc-0a31-4ca8-8beb-251e17_D2
Normal
N/A
b871c0c1-a97b-4ac1-887c-0317b6_D2
Normal
N/A
974e136f-7020-4a38-b9c1-094df9_D2
Normal
N/A
f5ed5ebc-881d-456a-80d7-42c9e7_D2
Normal
N/A
a27cf22d-836e-49a7-802f-47c1db_D2
Normal
N/A
da747cee-5026-4923-af63-ad9f81_D2
Normal
N/A
7fd2eea8-bf99-4f97-8b9e-fb703f_D2
Normal
N/A
5f823547-ee16-45b7-a6a0-ef25d6_D3
Tumor
N/A
059a7065-3a5f-4eea-97e5-85ab01_D2
Normal
N/A
41ee934e-f7a3-4ef5-8a83-e2ac56_D2
Tumor
N/A
Show allShow less
COLORECTAL 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
