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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.
OST4 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
385.2
Number of samples
133
Samples
Sample
Description
TPM
TCGA-2G-AAFZ-01A
0 years, male, white, stage:Stage III, alive, 1353 days
914.0
TCGA-2G-AAF6-01A
0 years, male, white, stage:Stage IS, alive, 3491 days
811.3
TCGA-2G-AAFJ-01A
0 years, male, asian, stage:'--, alive, 792 days
774.4
TCGA-YU-A94D-01A
0 years, male, stage:Stage IIIB, alive, 2167 days
717.6
TCGA-SN-A84X-01A
0 years, male, white, stage:Stage IS, alive, 312 days
665.1
TCGA-2G-AAGT-01A
0 years, male, white, stage:Stage IS, alive, 4406 days
618.6
TCGA-2G-AAL5-01A
0 years, male, white, stage:Stage I, alive, 7437 days
615.3
TCGA-XE-AAOC-01A
0 years, male, white, stage:Stage IA, alive, 270 days
609.3
TCGA-2G-AAHP-01A
0 years, male, white, stage:Stage IS, alive, 5667 days
606.1
TCGA-2G-AAHG-01A
0 years, male, white, stage:Stage I, alive, 1819 days
599.3
TCGA-SO-A8JP-01A
0 years, male, white, stage:Stage I, alive, 540 days
565.0
TCGA-SN-A84W-01A
0 years, male, white, stage:Stage IS, alive, 293 days
563.9
TCGA-XE-AAOJ-01A
0 years, male, white, stage:Stage IS, alive, 1550 days
558.5
TCGA-XE-AANI-01A
0 years, male, white, stage:Stage IS, alive, 1041 days
556.1
TCGA-2G-AAG5-01A
0 years, male, white, stage:Stage IS, alive, 2299 days
555.2
TCGA-2G-AAG6-01A
0 years, male, white, stage:Stage IS, alive, 2231 days
550.7
TCGA-VF-A8AE-01A
0 years, male, white, stage:Stage IA, alive, 727 days
549.6
TCGA-2G-AAGM-01A
0 years, male, white, stage:Stage IS, alive, 3891 days
547.9
TCGA-2G-AAH4-01A
0 years, male, white, stage:Stage II, alive, 6210 days
533.1
TCGA-2G-AAGX-01A
0 years, male, white, stage:Stage IA, alive, 5514 days
531.5
TCGA-2G-AAGY-01A
0 years, male, white, stage:Stage IS, alive, 5329 days
521.0
TCGA-2G-AAGV-01A
0 years, male, white, stage:'--, alive, 4527 days
511.7
TCGA-S6-A8JY-01A
0 years, male, white, stage:Stage IS, alive, 278 days
503.0
TCGA-VF-A8AC-01A
0 years, male, white, stage:Stage IA, alive, 1083 days
494.6
TCGA-2G-AAG7-01A
0 years, male, white, stage:Stage IS, alive, 2475 days
483.3
TCGA-2G-AAHT-01A
0 years, male, white, stage:Stage IS, alive, 542 days
478.1
TCGA-2G-AAFV-01A
0 years, male, white, stage:Stage IS, alive, 1389 days
475.9
TCGA-SB-A6J6-01A
0 years, male, white, stage:Stage IA, alive, 413 days
472.3
TCGA-2G-AAGG-01A
0 years, male, white, stage:Stage IIIC, alive, 2611 days
471.7
TCGA-2G-AAFO-01A
0 years, male, white, stage:Stage IIA, alive, 685 days
469.7
TCGA-XE-AANR-01A
0 years, male, white, stage:Stage I, alive, 14 days
466.2
TCGA-4K-AAAL-01A
0 years, male, white, stage:Stage IS, alive, 483 days
459.3
TCGA-VF-A8A8-01A
0 years, male, white, stage:Stage IA, alive, 1131 days
455.8
TCGA-YU-A90S-01A
0 years, male, white, stage:Stage IA, alive, 971 days
455.4
TCGA-S6-A8JX-01A
0 years, male, white, stage:Stage IB, alive, 552 days
447.3
TCGA-YU-A94I-01A
0 years, male, stage:Stage IA, alive, 536 days
444.4
TCGA-ZM-AA0D-01A
0 years, male, white, stage:Stage IA, alive, 848 days
442.2
TCGA-2G-AAGJ-01A
0 years, male, black or african american, stage:Stage IA, alive, 2938 days
441.3
TCGA-4K-AA1I-01A
0 years, male, white, stage:Stage IA, alive, 3 days
434.2
TCGA-XY-A8S2-01A
0 years, male, white, stage:Stage I, alive, 672 days
432.5
TCGA-2G-AAHL-01A
0 years, male, white, stage:Stage I, alive, 7081 days
432.3
TCGA-2G-AAF8-01A
0 years, male, white, stage:Stage IA, alive, 3911 days
431.6
TCGA-YU-A90Y-01A
0 years, male, black or african american, stage:Stage IIIC, dead, 17 days
430.4
TCGA-2X-A9D5-01A
0 years, male, white, stage:Stage I, alive, 435 days
422.8
TCGA-2G-AAGI-01A
0 years, male, white, stage:Stage IS, alive, 3137 days
420.5
TCGA-2G-AAFG-01A
0 years, male, white, stage:Stage IS, alive, 6183 days
416.3
TCGA-YU-A912-01A
0 years, male, black or african american, stage:Stage IIIC, alive, 866 days
416.3
TCGA-2G-AAH8-01A
0 years, male, white, stage:Stage IIIC, alive, 2248 days
416.0
TCGA-XE-A8H5-01A
0 years, male, stage:Stage IS, alive, 1217 days
412.1
TCGA-2G-AAGP-01A
0 years, male, white, stage:Stage IIA, alive, 4018 days
411.9
TCGA-2G-AAGF-01A
0 years, male, white, stage:Stage IS, alive, 2734 days
411.7
TCGA-VF-A8A9-01A
0 years, male, white, stage:Stage IA, alive, 1119 days
411.7
TCGA-YU-A90W-01A
0 years, male, white, stage:Stage IA, alive, 1113 days
411.2
TCGA-4K-AA1H-01A
0 years, male, white, stage:Stage IA, alive, 518 days
408.1
TCGA-XY-A9T9-01A
0 years, male, white, stage:Stage IS, alive, 281 days
407.3
TCGA-XE-AAO6-01A
0 years, male, white, stage:Stage IA, alive, 240 days
401.8
TCGA-XE-A8H1-01A
0 years, male, white, stage:Stage IS, alive, 209 days
394.8
TCGA-2G-AAEW-01A
0 years, male, white, stage:Stage IS, dead, 618 days
394.4
TCGA-2G-AAHA-01A
0 years, male, white, stage:Stage IB, alive, 3349 days
393.7
TCGA-XE-AAOD-01A
0 years, male, white, stage:Stage IB, alive, 2058 days
392.8
TCGA-XE-A8H4-01A
0 years, male, white, stage:Stage IA, alive, 559 days
392.7
TCGA-2G-AAG3-01A
0 years, male, white, stage:Stage IS, alive, 1593 days
391.3
TCGA-2G-AAFY-01A
0 years, male, white, stage:Stage IIA, alive, 1099 days
391.1
TCGA-2G-AAF1-01A
0 years, male, asian, stage:Stage IS, alive, 1403 days
391.1
TCGA-2G-AAFM-01A
0 years, male, white, stage:Stage IIA, alive, 503 days
390.8
TCGA-2G-AALP-01A
0 years, male, white, stage:Stage IIIB, alive, 2645 days
388.8
TCGA-2G-AAHN-01A
0 years, male, white, stage:Stage I, alive, 6445 days
388.7
TCGA-WZ-A7V5-01A
0 years, male, white, stage:Stage I, alive, 1061 days
384.7
TCGA-XE-AAO3-01A
0 years, male, asian, stage:Stage I, alive, 2857 days
383.0
TCGA-2G-AAG9-01A
0 years, male, white, stage:Stage IIIB, alive, 2234 days
377.4
TCGA-VF-A8AA-01A
0 years, male, white, stage:Stage I, alive, 1146 days
374.2
TCGA-XE-AAO4-01A
0 years, male, white, stage:Stage IA, alive, 367 days
372.8
TCGA-2G-AAH2-01A
0 years, male, white, stage:Stage IS, alive, 6060 days
372.0
TCGA-W4-A7U2-01A
0 years, male, white, stage:'--, alive, 1263 days
368.4
TCGA-2G-AAGC-01A
0 years, male, white, stage:Stage IS, alive, 2585 days
365.4
TCGA-2G-AAKG-01A
0 years, male, white, stage:Stage I, alive, 6598 days
363.5
TCGA-WZ-A8D5-01A
0 years, male, white, stage:'--, alive, 774 days
363.0
TCGA-X3-A8G4-01A
0 years, male, white, stage:Stage IS, alive, 856 days
361.2
TCGA-VF-A8AD-01A
0 years, male, white, stage:Stage IB, alive, 1006 days
355.5
TCGA-S6-A8JW-01A
0 years, male, white, stage:Stage IS, alive, 698 days
354.2
TCGA-2G-AAFI-01A
0 years, male, white, stage:Stage IB, alive, 675 days
353.6
TCGA-YU-A90P-01A
0 years, male, white, stage:Stage IA, alive, 2069 days
348.5
TCGA-2G-AAGZ-01A
0 years, male, white, stage:Stage IIIA, alive, 5233 days
345.1
TCGA-2G-AAF4-01A
0 years, male, white, stage:Stage I, alive, 2315 days
342.1
TCGA-ZM-AA0B-01A
0 years, male, white, stage:Stage IA, alive, 838 days
335.6
TCGA-YU-A90Q-01A
0 years, male, stage:Stage IB, alive, 1964 days
333.4
TCGA-2G-AAG0-01A
0 years, male, white, stage:Stage IS, alive, 1529 days
331.8
TCGA-2X-A9D6-01A
0 years, male, white, stage:Stage I, alive, 607 days
329.9
TCGA-2G-AAGK-01A
0 years, male, white, stage:Stage IS, alive, 3621 days
329.8
TCGA-WZ-A7V4-01A
0 years, male, white, stage:Stage I, alive, 894 days
328.4
TCGA-2G-AAGO-01A
0 years, male, white, stage:Stage IS, alive, 4026 days
324.6
TCGA-2G-AAH0-01A
0 years, male, white, stage:Stage IS, alive, 5477 days
322.1
TCGA-ZM-AA0N-01A
0 years, male, white, stage:Stage IB, alive, 634 days
318.4
TCGA-2G-AAFN-01A
0 years, male, white, stage:Stage IIIB, alive, 773 days
310.3
TCGA-2G-AAKM-01A
0 years, male, white, stage:Stage II, dead, 6972 days
307.0
TCGA-ZM-AA0H-01A
0 years, male, white, stage:Stage IS, alive, 1736 days
301.2
TCGA-XE-A9SE-01A
0 years, male, white, stage:Stage IA, alive, 708 days
300.4
TCGA-SB-A76C-01A
0 years, male, white, stage:'--, alive, 42 days
300.4
TCGA-XE-AANV-01A
0 years, male, stage:Stage IB, alive, 1701 days
293.0
TCGA-2G-AAKH-01A
0 years, male, white, stage:Stage II, alive, 6862 days
290.7
TCGA-2G-AAKL-01A
0 years, male, white, stage:Stage II, alive, 7023 days
285.4
TCGA-2G-AAGN-01A
0 years, male, white, stage:Stage IIIB, alive, 3656 days
284.3
TCGA-XE-AAOB-01A
0 years, male, white, stage:Stage IS, dead, 513 days
279.4
TCGA-2G-AAFH-01A
0 years, male, white, stage:Stage IIB, alive, 1375 days
275.9
TCGA-ZM-AA0F-01A
0 years, male, white, stage:Stage IA, alive, 681 days
269.1
TCGA-2G-AAG8-01A
0 years, male, white, stage:Stage IB, alive, 2289 days
268.2
TCGA-ZM-AA0E-01A
0 years, male, white, stage:Stage IA, alive, 811 days
267.5
TCGA-VF-A8AB-01A
0 years, male, black or african american, stage:Stage IA, alive, 760 days
267.3
TCGA-W4-A7U4-01A
0 years, male, white, stage:'--, alive, 738 days
266.7
TCGA-2G-AAGE-01A
0 years, male, white, stage:Stage IS, alive, 2478 days
256.7
TCGA-2G-AAFE-01A
0 years, male, white, stage:Stage IIA, alive, 4702 days
254.2
TCGA-SN-A6IS-01A
0 years, male, white, stage:Stage IS, alive, 496 days
252.7
TCGA-W4-A7U3-01A
0 years, male, white, stage:'--, alive, 149 days
249.3
TCGA-XE-AANJ-01A
0 years, male, white, stage:Stage IS, alive, 2007 days
241.8
TCGA-YU-AA4L-01A
0 years, male, black or african american, stage:Stage IIIC, alive, 1573 days
228.5
TCGA-2G-AAEX-01A
0 years, male, white, stage:Stage IS, alive, 1259 days
224.1
TCGA-2G-AAGW-01A
0 years, male, white, stage:Stage IS, alive, 4899 days
222.0
TCGA-2G-AAL7-01A
0 years, male, white, stage:Stage IS, alive, 3991 days
217.3
TCGA-2G-AAHC-01A
0 years, male, white, stage:Stage IS, alive, 5539 days
216.2
TCGA-2G-AAGS-01A
0 years, male, white, stage:Stage IIIB, alive, 4816 days
209.2
TCGA-4K-AA1G-01A
0 years, male, white, stage:Stage IS, alive, 436 days
208.6
TCGA-ZM-AA06-01A
0 years, male, white, stage:Stage IB, alive, 1498 days
201.1
TCGA-2G-AAFL-01A
0 years, male, white, stage:Stage IB, alive, 750 days
195.2
TCGA-XE-AAOF-01A
0 years, male, asian, stage:Stage IA, alive, 1268 days
193.1
TCGA-WZ-A7V3-01A
0 years, male, white, stage:Stage I, alive, 753 days
193.1
TCGA-2G-AAKD-01A
0 years, male, white, stage:Stage III, alive, 6340 days
189.7
TCGA-2G-AAH3-01A
0 years, male, white, stage:Stage I, alive, 1822 days
181.0
TCGA-XE-AAOL-01A
0 years, male, black or african american, stage:Stage I, alive, 13 days
177.9
TCGA-2G-AAGA-01A
0 years, male, white, stage:Stage IIA, alive, 2439 days
177.3
TCGA-ZM-AA05-01A
0 years, male, white, stage:Stage IIC, alive, 1126 days
169.3
TCGA-XY-A89B-01A
0 years, male, white, stage:Stage IA, alive, 471 days
128.7
TCGA-YU-AA61-01A
0 years, male, white, stage:Stage IS, alive, 864 days
119.0
TCGA-SN-A84Y-01A
0 years, male, white, stage:Stage IS, alive, 524 days
48.4
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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.