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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.
RPL22 is not prognostic in Testicular Germ Cell Tumor (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
811.2
Number of samples
133
Samples
Sample
Description
TPM
TCGA-2G-AAH8-01A
0 years, male, white, stage:Stage IIIC, alive, 2248 days
2947.4
TCGA-2G-AAGO-01A
0 years, male, white, stage:Stage IS, alive, 4026 days
2832.1
TCGA-2G-AAGJ-01A
0 years, male, black or african american, stage:Stage IA, alive, 2938 days
1904.8
TCGA-2G-AAHL-01A
0 years, male, white, stage:Stage I, alive, 7081 days
1874.6
TCGA-2G-AAKG-01A
0 years, male, white, stage:Stage I, alive, 6598 days
1840.7
TCGA-WZ-A7V5-01A
0 years, male, white, stage:Stage I, alive, 1061 days
1830.6
TCGA-2G-AAFI-01A
0 years, male, white, stage:Stage IB, alive, 675 days
1729.4
TCGA-2G-AAGK-01A
0 years, male, white, stage:Stage IS, alive, 3621 days
1615.8
TCGA-2G-AAG9-01A
0 years, male, white, stage:Stage IIIB, alive, 2234 days
1575.6
TCGA-2G-AALP-01A
0 years, male, white, stage:Stage IIIB, alive, 2645 days
1571.4
TCGA-XE-AAO3-01A
0 years, male, asian, stage:Stage I, alive, 2857 days
1521.3
TCGA-XE-AAOD-01A
0 years, male, white, stage:Stage IB, alive, 2058 days
1468.1
TCGA-WZ-A8D5-01A
0 years, male, white, stage:'--, alive, 774 days
1429.0
TCGA-YU-A90W-01A
0 years, male, white, stage:Stage IA, alive, 1113 days
1428.3
TCGA-2G-AAG0-01A
0 years, male, white, stage:Stage IS, alive, 1529 days
1416.1
TCGA-XE-A8H5-01A
0 years, male, stage:Stage IS, alive, 1217 days
1414.8
TCGA-2G-AAFN-01A
0 years, male, white, stage:Stage IIIB, alive, 773 days
1399.9
TCGA-2G-AAFO-01A
0 years, male, white, stage:Stage IIA, alive, 685 days
1394.0
TCGA-SO-A8JP-01A
0 years, male, white, stage:Stage I, alive, 540 days
1391.1
TCGA-W4-A7U4-01A
0 years, male, white, stage:'--, alive, 738 days
1380.0
TCGA-VF-A8AA-01A
0 years, male, white, stage:Stage I, alive, 1146 days
1364.6
TCGA-2G-AAKH-01A
0 years, male, white, stage:Stage II, alive, 6862 days
1347.7
TCGA-YU-A912-01A
0 years, male, black or african american, stage:Stage IIIC, alive, 866 days
1342.8
TCGA-S6-A8JY-01A
0 years, male, white, stage:Stage IS, alive, 278 days
1314.7
TCGA-2G-AAEW-01A
0 years, male, white, stage:Stage IS, dead, 618 days
1294.1
TCGA-2G-AAGC-01A
0 years, male, white, stage:Stage IS, alive, 2585 days
1268.4
TCGA-2G-AAF1-01A
0 years, male, asian, stage:Stage IS, alive, 1403 days
1264.6
TCGA-2G-AAL5-01A
0 years, male, white, stage:Stage I, alive, 7437 days
1255.2
TCGA-YU-A90Q-01A
0 years, male, stage:Stage IB, alive, 1964 days
1245.7
TCGA-VF-A8AC-01A
0 years, male, white, stage:Stage IA, alive, 1083 days
1236.3
TCGA-YU-A90P-01A
0 years, male, white, stage:Stage IA, alive, 2069 days
1229.4
TCGA-XE-A8H1-01A
0 years, male, white, stage:Stage IS, alive, 209 days
1217.9
TCGA-2G-AAF4-01A
0 years, male, white, stage:Stage I, alive, 2315 days
1201.2
TCGA-YU-A94D-01A
0 years, male, stage:Stage IIIB, alive, 2167 days
1191.5
TCGA-VF-A8AD-01A
0 years, male, white, stage:Stage IB, alive, 1006 days
1167.7
TCGA-WZ-A7V4-01A
0 years, male, white, stage:Stage I, alive, 894 days
1148.0
TCGA-2G-AAHG-01A
0 years, male, white, stage:Stage I, alive, 1819 days
1136.8
TCGA-2G-AAF6-01A
0 years, male, white, stage:Stage IS, alive, 3491 days
1135.5
TCGA-VF-A8A9-01A
0 years, male, white, stage:Stage IA, alive, 1119 days
1132.4
TCGA-2G-AAH4-01A
0 years, male, white, stage:Stage II, alive, 6210 days
1122.0
TCGA-2G-AAG7-01A
0 years, male, white, stage:Stage IS, alive, 2475 days
1115.2
TCGA-2G-AAFJ-01A
0 years, male, asian, stage:'--, alive, 792 days
1086.9
TCGA-2G-AAFM-01A
0 years, male, white, stage:Stage IIA, alive, 503 days
1086.3
TCGA-VF-A8A8-01A
0 years, male, white, stage:Stage IA, alive, 1131 days
1082.6
TCGA-W4-A7U2-01A
0 years, male, white, stage:'--, alive, 1263 days
1068.2
TCGA-2G-AAFG-01A
0 years, male, white, stage:Stage IS, alive, 6183 days
1044.8
TCGA-2G-AAFY-01A
0 years, male, white, stage:Stage IIA, alive, 1099 days
1035.5
TCGA-XE-A8H4-01A
0 years, male, white, stage:Stage IA, alive, 559 days
1028.8
TCGA-XE-AANV-01A
0 years, male, stage:Stage IB, alive, 1701 days
1009.0
TCGA-2G-AAF8-01A
0 years, male, white, stage:Stage IA, alive, 3911 days
999.4
TCGA-2G-AAGM-01A
0 years, male, white, stage:Stage IS, alive, 3891 days
996.5
TCGA-SN-A84X-01A
0 years, male, white, stage:Stage IS, alive, 312 days
993.2
TCGA-2G-AAGX-01A
0 years, male, white, stage:Stage IA, alive, 5514 days
992.6
TCGA-2G-AAFH-01A
0 years, male, white, stage:Stage IIB, alive, 1375 days
988.3
TCGA-XE-AANR-01A
0 years, male, white, stage:Stage I, alive, 14 days
983.2
TCGA-2G-AAGZ-01A
0 years, male, white, stage:Stage IIIA, alive, 5233 days
978.1
TCGA-2G-AAH0-01A
0 years, male, white, stage:Stage IS, alive, 5477 days
963.4
TCGA-SB-A6J6-01A
0 years, male, white, stage:Stage IA, alive, 413 days
933.2
TCGA-2G-AAHP-01A
0 years, male, white, stage:Stage IS, alive, 5667 days
925.1
TCGA-XE-AAO6-01A
0 years, male, white, stage:Stage IA, alive, 240 days
924.6
TCGA-2G-AAFZ-01A
0 years, male, white, stage:Stage III, alive, 1353 days
900.3
TCGA-2X-A9D6-01A
0 years, male, white, stage:Stage I, alive, 607 days
889.7
TCGA-XE-AAO4-01A
0 years, male, white, stage:Stage IA, alive, 367 days
889.0
TCGA-S6-A8JW-01A
0 years, male, white, stage:Stage IS, alive, 698 days
881.2
TCGA-XE-AAOJ-01A
0 years, male, white, stage:Stage IS, alive, 1550 days
874.9
TCGA-ZM-AA0B-01A
0 years, male, white, stage:Stage IA, alive, 838 days
862.3
TCGA-2G-AAHN-01A
0 years, male, white, stage:Stage I, alive, 6445 days
850.5
TCGA-2G-AAG3-01A
0 years, male, white, stage:Stage IS, alive, 1593 days
837.4
TCGA-2G-AAGY-01A
0 years, male, white, stage:Stage IS, alive, 5329 days
808.5
TCGA-XE-AAOL-01A
0 years, male, black or african american, stage:Stage I, alive, 13 days
794.2
TCGA-VF-A8AE-01A
0 years, male, white, stage:Stage IA, alive, 727 days
789.3
TCGA-2G-AAGG-01A
0 years, male, white, stage:Stage IIIC, alive, 2611 days
788.6
TCGA-4K-AA1H-01A
0 years, male, white, stage:Stage IA, alive, 518 days
783.3
TCGA-YU-A90Y-01A
0 years, male, black or african american, stage:Stage IIIC, dead, 17 days
779.0
TCGA-2G-AAGI-01A
0 years, male, white, stage:Stage IS, alive, 3137 days
752.8
TCGA-SN-A84W-01A
0 years, male, white, stage:Stage IS, alive, 293 days
747.7
TCGA-ZM-AA0N-01A
0 years, male, white, stage:Stage IB, alive, 634 days
747.5
TCGA-ZM-AA0E-01A
0 years, male, white, stage:Stage IA, alive, 811 days
741.0
TCGA-XE-AAOC-01A
0 years, male, white, stage:Stage IA, alive, 270 days
723.0
TCGA-4K-AA1I-01A
0 years, male, white, stage:Stage IA, alive, 3 days
715.6
TCGA-2G-AAHA-01A
0 years, male, white, stage:Stage IB, alive, 3349 days
682.8
TCGA-XE-AAOB-01A
0 years, male, white, stage:Stage IS, dead, 513 days
669.3
TCGA-ZM-AA06-01A
0 years, male, white, stage:Stage IB, alive, 1498 days
654.6
TCGA-YU-A90S-01A
0 years, male, white, stage:Stage IA, alive, 971 days
644.4
TCGA-ZM-AA0D-01A
0 years, male, white, stage:Stage IA, alive, 848 days
595.3
TCGA-2G-AAH2-01A
0 years, male, white, stage:Stage IS, alive, 6060 days
589.7
TCGA-2G-AAGV-01A
0 years, male, white, stage:'--, alive, 4527 days
586.3
TCGA-2X-A9D5-01A
0 years, male, white, stage:Stage I, alive, 435 days
578.9
TCGA-XE-AANI-01A
0 years, male, white, stage:Stage IS, alive, 1041 days
560.6
TCGA-2G-AAG5-01A
0 years, male, white, stage:Stage IS, alive, 2299 days
504.0
TCGA-2G-AAGP-01A
0 years, male, white, stage:Stage IIA, alive, 4018 days
454.0
TCGA-ZM-AA0H-01A
0 years, male, white, stage:Stage IS, alive, 1736 days
432.6
TCGA-ZM-AA0F-01A
0 years, male, white, stage:Stage IA, alive, 681 days
407.3
TCGA-2G-AAG6-01A
0 years, male, white, stage:Stage IS, alive, 2231 days
358.2
TCGA-2G-AAGA-01A
0 years, male, white, stage:Stage IIA, alive, 2439 days
261.8
TCGA-2G-AAGN-01A
0 years, male, white, stage:Stage IIIB, alive, 3656 days
249.2
TCGA-SN-A84Y-01A
0 years, male, white, stage:Stage IS, alive, 524 days
229.8
TCGA-VF-A8AB-01A
0 years, male, black or african american, stage:Stage IA, alive, 760 days
199.4
TCGA-4K-AA1G-01A
0 years, male, white, stage:Stage IS, alive, 436 days
191.1
TCGA-YU-AA61-01A
0 years, male, white, stage:Stage IS, alive, 864 days
177.5
TCGA-XY-A9T9-01A
0 years, male, white, stage:Stage IS, alive, 281 days
177.3
TCGA-2G-AAKD-01A
0 years, male, white, stage:Stage III, alive, 6340 days
176.0
TCGA-S6-A8JX-01A
0 years, male, white, stage:Stage IB, alive, 552 days
175.6
TCGA-2G-AAKM-01A
0 years, male, white, stage:Stage II, dead, 6972 days
172.7
TCGA-2G-AAGE-01A
0 years, male, white, stage:Stage IS, alive, 2478 days
170.5
TCGA-XE-AANJ-01A
0 years, male, white, stage:Stage IS, alive, 2007 days
162.9
TCGA-2G-AAFE-01A
0 years, male, white, stage:Stage IIA, alive, 4702 days
153.6
TCGA-4K-AAAL-01A
0 years, male, white, stage:Stage IS, alive, 483 days
153.0
TCGA-WZ-A7V3-01A
0 years, male, white, stage:Stage I, alive, 753 days
150.0
TCGA-XE-A9SE-01A
0 years, male, white, stage:Stage IA, alive, 708 days
138.6
TCGA-2G-AAH3-01A
0 years, male, white, stage:Stage I, alive, 1822 days
136.6
TCGA-2G-AAHT-01A
0 years, male, white, stage:Stage IS, alive, 542 days
136.2
TCGA-XY-A89B-01A
0 years, male, white, stage:Stage IA, alive, 471 days
126.4
TCGA-2G-AAGW-01A
0 years, male, white, stage:Stage IS, alive, 4899 days
125.5
TCGA-XE-AAOF-01A
0 years, male, asian, stage:Stage IA, alive, 1268 days
123.8
TCGA-2G-AAEX-01A
0 years, male, white, stage:Stage IS, alive, 1259 days
121.2
TCGA-YU-A94I-01A
0 years, male, stage:Stage IA, alive, 536 days
120.0
TCGA-SN-A6IS-01A
0 years, male, white, stage:Stage IS, alive, 496 days
117.9
TCGA-2G-AAGF-01A
0 years, male, white, stage:Stage IS, alive, 2734 days
112.6
TCGA-X3-A8G4-01A
0 years, male, white, stage:Stage IS, alive, 856 days
101.6
TCGA-YU-AA4L-01A
0 years, male, black or african american, stage:Stage IIIC, alive, 1573 days
97.9
TCGA-2G-AAFV-01A
0 years, male, white, stage:Stage IS, alive, 1389 days
91.7
TCGA-2G-AAL7-01A
0 years, male, white, stage:Stage IS, alive, 3991 days
90.9
TCGA-SB-A76C-01A
0 years, male, white, stage:'--, alive, 42 days
88.8
TCGA-2G-AAG8-01A
0 years, male, white, stage:Stage IB, alive, 2289 days
87.0
TCGA-2G-AAHC-01A
0 years, male, white, stage:Stage IS, alive, 5539 days
86.9
TCGA-W4-A7U3-01A
0 years, male, white, stage:'--, alive, 149 days
82.9
TCGA-2G-AAKL-01A
0 years, male, white, stage:Stage II, alive, 7023 days
81.6
TCGA-2G-AAGT-01A
0 years, male, white, stage:Stage IS, alive, 4406 days
75.3
TCGA-2G-AAGS-01A
0 years, male, white, stage:Stage IIIB, alive, 4816 days
75.2
TCGA-2G-AAFL-01A
0 years, male, white, stage:Stage IB, alive, 750 days
68.5
TCGA-XY-A8S2-01A
0 years, male, white, stage:Stage I, alive, 672 days
63.8
TCGA-ZM-AA05-01A
0 years, male, white, stage:Stage IIC, alive, 1126 days
54.8
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TESTIS 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.