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PANCREATIC CANCER - Interactive survival scatter ploti
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.
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 median 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 FPKM
3898.4
Number of samples
176
Samples
Sample
Description
FPKM
TCGA-RB-A7B8-01A
81 years, female, white, stage:iib, dead, 466 days
9950.0
TCGA-LB-A7SX-01A
74 years, female, black or african american, stage:iib, dead, 393 days
9949.4
TCGA-FB-AAQ1-01A
49 years, male, white, stage:iib, dead, 123 days
9308.7
TCGA-2J-AABK-01A
71 years, male, white, stage:iib, alive, 484 days
9277.7
TCGA-FB-AAQ3-01A
65 years, female, white, stage:iib, dead, 31 days
9139.0
TCGA-HV-A5A5-01A
61 years, female, asian, stage:iib, alive, 289 days
9095.7
TCGA-3A-A9IL-01A
39 years, female, white, stage:i, alive, 2741 days
9004.3
TCGA-2J-AABH-01A
61 years, male, white, stage:iia, alive, 1287 days
8919.6
TCGA-2L-AAQM-01A
52 years, male, white, stage:iib, alive, 1383 days
8477.6
TCGA-FB-AAPY-01A
71 years, male, white, stage:iib, dead, 1059 days
7832.8
TCGA-H8-A6C1-01A
53 years, male, white, stage:iia, alive, 671 days
7768.8
TCGA-3A-A9IV-01A
59 years, female, white, stage:ib, alive, 1103 days
7640.8
TCGA-Q3-AA2A-01A
64 years, female, white, stage:ib, alive, 95 days
7600.3
TCGA-2J-AABT-01A
72 years, female, white, stage:iib, alive, 319 days
7269.2
TCGA-3A-A9IO-01A
56 years, male, white, alive, 1942 days
7227.9
TCGA-IB-A5SP-01A
77 years, male, white, stage:iia, alive, 482 days
6923.5
TCGA-2J-AABE-01A
73 years, male, white, stage:iia, alive, 676 days
6796.1
TCGA-2L-AAQJ-01A
49 years, female, white, stage:iii, dead, 394 days
6762.2
TCGA-US-A779-01A
54 years, female, white, stage:iib, dead, 511 days
6641.3
TCGA-3A-A9I9-01A
67 years, male, white, stage:iia, dead, 634 days
6573.2
TCGA-F2-A8YN-01A
76 years, male, white, stage:iia, alive, 517 days
6549.7
TCGA-M8-A5N4-01A
48 years, female, stage:iia, alive, 584 days
6430.2
TCGA-HZ-A8P1-01A
81 years, male, white, stage:ib, alive, 7 days
6207.8
TCGA-3A-A9IN-01A
62 years, female, white, stage:ib, alive, 2084 days
6168.2
TCGA-Q3-A5QY-01A
58 years, male, white, stage:iib, alive, 416 days
6031.8
TCGA-FB-AAPP-01A
71 years, male, white, stage:iib, dead, 485 days
5957.6
TCGA-3A-A9IS-01A
67 years, male, white, stage:ib, alive, 998 days
5954.3
TCGA-HZ-A77P-01A
77 years, male, white, stage:iib, alive, 330 days
5939.0
TCGA-HV-A5A3-01A
50 years, male, asian, stage:iia, dead, 128 days
5914.5
TCGA-HZ-A4BK-01A
72 years, male, white, stage:iib, alive, 657 days
5883.3
TCGA-FB-AAPQ-01A
65 years, male, white, stage:iib, dead, 1130 days
5567.1
TCGA-2J-AAB1-01A
65 years, male, white, stage:iib, dead, 66 days
5528.3
TCGA-HZ-A9TJ-01A
70 years, male, white, stage:iv, alive, 603 days
5463.1
TCGA-F2-A44H-01A
65 years, male, white, stage:iia, alive, 586 days
5371.5
TCGA-HV-AA8V-01A
50 years, male, asian, stage:iib, alive, 920 days
5248.9
TCGA-HV-A5A6-01A
65 years, female, asian, stage:iib, dead, 2036 days
5170.4
TCGA-3E-AAAY-01A
67 years, male, white, stage:iib, alive, 2285 days
5146.8
TCGA-XN-A8T5-01A
53 years, female, white, stage:ib, alive, 720 days
5145.8
TCGA-3A-A9I7-01A
45 years, male, black or african american, stage:iib, alive, 1323 days
5129.4
TCGA-IB-7649-01A
73 years, female, stage:iib, dead, 467 days
5107.3
TCGA-US-A77G-01A
64 years, male, white, stage:iib, dead, 12 days
5090.8
TCGA-HZ-A49H-01A
68 years, female, white, stage:iib, alive, 491 days
5083.3
TCGA-3E-AAAZ-01A
71 years, male, white, stage:iia, dead, 2182 days
5010.2
TCGA-FB-AAPU-01A
41 years, female, asian, stage:iia, dead, 381 days
4892.9
TCGA-XD-AAUH-01A
57 years, female, white, stage:iib, alive, 395 days
4777.4
TCGA-XD-AAUI-01A
50 years, female, white, stage:iib, dead, 366 days
4704.0
TCGA-S4-A8RM-01A
67 years, male, white, stage:iib, alive, 737 days
4699.9
TCGA-HZ-8519-01A
73 years, male, white, stage:ia, alive, 454 days
4644.1
TCGA-FB-A7DR-01A
48 years, male, asian, stage:iia, dead, 353 days
4599.9
TCGA-2L-AAQL-01A
82 years, male, white, stage:iib, dead, 292 days
4574.7
TCGA-FB-AAQ6-01A
85 years, male, white, stage:ia, dead, 244 days
4570.2
TCGA-3A-A9IX-01A
40 years, male, white, stage:ia, alive, 1037 days
4541.6
TCGA-F2-A44G-01A
79 years, female, white, stage:iib, dead, 233 days
4525.8
TCGA-3A-A9IR-01A
64 years, female, white, stage:ib, alive, 1542 days
4499.3
TCGA-2J-AABA-01A
55 years, male, white, stage:iib, dead, 607 days
4465.3
TCGA-HV-A5A4-01A
72 years, female, asian, stage:iia, alive, 232 days
4460.4
TCGA-FB-AAPZ-01A
54 years, male, white, stage:iib, alive, 716 days
4417.6
TCGA-US-A77E-01A
73 years, male, white, stage:iib, dead, 430 days
4339.5
TCGA-2L-AAQE-01A
56 years, male, white, stage:iib, dead, 684 days
4297.8
TCGA-RL-AAAS-01A
60 years, female, white, stage:ib, alive, 9 days
4286.8
TCGA-2J-AABF-01A
73 years, male, white, stage:iib, dead, 691 days
4282.9
TCGA-IB-A5SO-01A
71 years, male, white, stage:iib, dead, 365 days
4262.9
TCGA-IB-AAUR-01A
67 years, male, white, stage:iib, alive, 338 days
4228.8
TCGA-YH-A8SY-01A
73 years, female, white, alive, 388 days
4219.8
TCGA-US-A776-01A
61 years, male, white, stage:iia, alive, 1216 days
4213.7
TCGA-HZ-8315-01A
54 years, female, white, stage:iia, dead, 299 days
4180.1
TCGA-S4-A8RP-01A
77 years, female, white, stage:iib, dead, 702 days
4172.7
TCGA-3A-A9IH-01A
66 years, female, white, stage:ia, alive, 1021 days
4123.9
TCGA-F2-6880-01A
70 years, male, white, stage:iib, alive, 289 days
4099.1
TCGA-XN-A8T3-01A
67 years, male, white, stage:ib, alive, 951 days
4058.5
TCGA-2J-AABR-01A
60 years, female, white, stage:iia, alive, 438 days
4033.7
TCGA-HZ-7289-01A
77 years, male, white, stage:iib, dead, 661 days
4028.1
TCGA-IB-AAUO-01A
64 years, female, white, stage:iib, dead, 239 days
4011.4
TCGA-HZ-8317-01A
69 years, female, white, stage:iib, dead, 378 days
4004.4
TCGA-HV-A7OP-01A
72 years, male, asian, stage:iib, alive, 978 days
3937.4
TCGA-FB-AAQ2-01A
81 years, female, white, stage:iib, dead, 153 days
3932.1
TCGA-IB-A6UG-01A
65 years, male, white, stage:iib, dead, 41 days
3909.2
TCGA-2L-AAQI-01A
66 years, male, white, stage:iib, dead, 103 days
3862.5
TCGA-HZ-8637-01A
76 years, female, white, stage:iib, dead, 517 days
3852.4
TCGA-H6-A45N-01A
88 years, female, white, stage:iib, dead, 421 days
3843.5
TCGA-FB-A78T-01A
71 years, female, white, stage:iib, dead, 375 days
3812.6
TCGA-XD-AAUG-01A
66 years, female, white, stage:iv, alive, 420 days
3798.4
TCGA-FB-AAPS-01A
62 years, female, white, stage:iib, alive, 228 days
3793.5
TCGA-IB-AAUM-01A
76 years, male, white, stage:iib, alive, 8 days
3780.7
TCGA-IB-AAUW-01A
63 years, female, white, stage:iib, dead, 230 days
3779.8
TCGA-HZ-A49I-01A
77 years, male, white, stage:iib, dead, 308 days
3767.0
TCGA-PZ-A5RE-01A
44 years, female, white, stage:iib, dead, 470 days
3766.4
TCGA-IB-AAUQ-01A
50 years, male, white, stage:iib, dead, 183 days
3762.7
TCGA-HZ-8638-01A
84 years, female, white, stage:ia, dead, 151 days
3716.5
TCGA-HZ-A49G-01A
58 years, female, white, stage:iib, alive, 660 days
3692.5
TCGA-IB-A6UF-01A
63 years, male, white, stage:iib, alive, 666 days
3637.8
TCGA-2J-AABO-01A
43 years, male, white, stage:iib, alive, 440 days
3602.9
TCGA-FB-A4P5-01A
69 years, female, white, stage:iib, dead, 179 days
3541.8
TCGA-2J-AAB8-01A
71 years, male, white, stage:iib, alive, 80 days
3465.4
TCGA-2J-AABU-01A
56 years, male, white, stage:iib, dead, 277 days
3400.5
TCGA-IB-AAUT-01A
65 years, male, white, stage:iib, alive, 287 days
3366.0
TCGA-FB-A4P6-01A
54 years, male, white, stage:iib, alive, 767 days
3318.3
TCGA-2J-AAB4-01A
48 years, male, white, stage:iib, alive, 729 days
3301.3
TCGA-US-A77J-01A
81 years, female, white, stage:iib, dead, 568 days
3286.9
TCGA-IB-AAUP-01A
68 years, male, white, stage:iib, alive, 431 days
3260.3
TCGA-IB-AAUV-01A
49 years, male, white, stage:iib, alive, 404 days
3198.2
TCGA-US-A774-01A
76 years, female, white, stage:iib, dead, 695 days
3177.6
TCGA-OE-A75W-01A
75 years, male, white, stage:iia, dead, 267 days
3141.0
TCGA-FB-A545-01A
72 years, female, white, stage:iib, dead, 732 days
3123.0
TCGA-FB-AAQ0-01A
68 years, male, white, stage:iia, dead, 473 days
3121.8
TCGA-IB-A5ST-01A
64 years, female, white, stage:iib, alive, 635 days
3074.3
TCGA-3A-A9J0-01A
75 years, male, white, stage:iib, alive, 743 days
3045.0
TCGA-RB-AA9M-01A
43 years, male, white, stage:iib, alive, 286 days
3024.2
TCGA-2J-AAB9-01A
71 years, female, white, stage:iib, dead, 627 days
3011.6
TCGA-IB-8126-01A
80 years, female, white, stage:iii, alive, 462 days
2986.7
TCGA-3A-A9I5-01A
58 years, male, white, alive, 1794 days
2968.6
TCGA-IB-A7LX-01A
57 years, male, white, stage:iib, dead, 250 days
2926.9
TCGA-L1-A7W4-01A
48 years, female, white, stage:iib, dead, 278 days
2925.5
TCGA-F2-A7TX-01A
77 years, male, white, stage:iib, dead, 95 days
2895.2
TCGA-HV-AA8X-01A
75 years, female, asian, stage:iib, dead, 532 days
2883.7
TCGA-Z5-AAPL-01A
74 years, female, white, stage:iia, alive, 467 days
2856.6
TCGA-HZ-A4BH-01A
75 years, male, white, stage:iib, alive, 194 days
2854.8
TCGA-HZ-A77Q-01A
55 years, female, white, stage:iib, alive, 33 days
2834.2
TCGA-IB-AAUU-01A
35 years, male, white, stage:iib, alive, 245 days
2826.1
TCGA-2J-AABI-01A
55 years, female, white, stage:iia, alive, 969 days
2817.6
TCGA-IB-7652-01A
49 years, female, asian, stage:iib, alive, 1116 days
2791.6
TCGA-YB-A89D-01A
59 years, male, white, stage:iib, alive, 350 days
2741.3
TCGA-IB-AAUN-01A
74 years, female, white, stage:ib, dead, 144 days
2719.8
TCGA-HZ-7923-01A
65 years, male, white, stage:iia, alive, 314 days
2679.1
TCGA-IB-A5SQ-01A
56 years, female, white, stage:ib, dead, 219 days
2655.9
TCGA-HZ-7924-01A
60 years, female, white, stage:iia, alive, 840 days
2653.4
TCGA-3A-A9IJ-01A
65 years, male, white, stage:ib, alive, 1854 days
2516.3
TCGA-XD-AAUL-01A
56 years, male, white, stage:iia, alive, 498 days
2477.3
TCGA-3A-A9IC-01A
61 years, female, white, stage:iib, dead, 738 days
2401.6
TCGA-IB-7889-01A
86 years, female, white, stage:iib, dead, 481 days
2362.5
TCGA-IB-A7M4-01A
81 years, male, white, stage:iib, alive, 483 days
2342.3
TCGA-3A-A9IU-01A
65 years, male, white, stage:iib, dead, 458 days
2336.8
TCGA-3A-A9IB-01A
69 years, female, white, stage:iib, dead, 224 days
2334.2
TCGA-IB-7644-01A
65 years, female, white, stage:iv, dead, 394 days
2329.8
TCGA-LB-A9Q5-01A
63 years, female, white, stage:iib, dead, 313 days
2301.1
TCGA-HZ-7926-01A
57 years, male, black or african american, stage:iib, dead, 518 days
2274.8
TCGA-IB-AAUS-01A
84 years, female, white, stage:iib, alive, 225 days
2271.7
TCGA-IB-7897-01A
54 years, female, white, stage:iib, dead, 486 days
2260.5
TCGA-2L-AAQA-01A
76 years, male, white, stage:iib, dead, 143 days
2191.7
TCGA-YY-A8LH-01A
61 years, female, white, stage:iib, alive, 2016 days
2174.5
TCGA-HZ-8002-01A
61 years, male, white, stage:iib, dead, 366 days
2173.1
TCGA-IB-7887-01A
62 years, female, white, stage:iib, dead, 110 days
2173.1
TCGA-F2-7276-01A
64 years, male, white, stage:iib, dead, 216 days
2133.2
TCGA-FB-A5VM-01A
74 years, male, white, stage:ib, dead, 498 days
2114.1
TCGA-IB-7645-01A
44 years, female, stage:iib, dead, 1502 days
2089.1
TCGA-HZ-8636-01A
58 years, female, white, stage:iv, dead, 545 days
2066.3
TCGA-S4-A8RO-01A
75 years, female, white, stage:iib, alive, 525 days
2032.5
TCGA-HZ-A77O-01A
77 years, female, white, stage:iib, dead, 160 days
1982.0
TCGA-H6-8124-01A
56 years, female, white, stage:iib, alive, 392 days
1962.9
TCGA-LB-A8F3-01A
64 years, female, black or african american, stage:iia, alive, 379 days
1922.2
TCGA-IB-7651-01A
64 years, female, white, stage:iib, dead, 603 days
1867.7
TCGA-IB-7885-01A
78 years, female, white, stage:iib, alive, 1257 days
1854.1
TCGA-2J-AAB6-01A
75 years, male, white, stage:iia, dead, 293 days
1753.0
TCGA-IB-7654-01A
80 years, male, white, stage:iib, dead, 476 days
1752.2
TCGA-HZ-7925-01A
66 years, male, white, stage:iib, dead, 614 days
1702.3
TCGA-HZ-8001-01A
69 years, male, white, stage:iii, alive, 706 days
1644.4
TCGA-2J-AABV-01A
74 years, male, white, stage:iib, dead, 652 days
1634.7
TCGA-IB-7646-01A
60 years, male, white, stage:iib, dead, 145 days
1539.2
TCGA-2J-AABP-01A
58 years, female, white, stage:iib, alive, 463 days
1488.6
TCGA-IB-8127-01A
59 years, male, white, stage:iib, alive, 522 days
1454.6
TCGA-IB-7890-01A
73 years, male, stage:ib, dead, 598 days
1450.0
TCGA-HZ-7920-01A
71 years, male, white, stage:ib, dead, 236 days
1441.6
TCGA-HZ-7919-01A
52 years, female, white, stage:iib, dead, 593 days
1418.5
TCGA-HZ-8003-01A
65 years, female, white, stage:iib, dead, 596 days
1404.0
TCGA-IB-7888-01A
66 years, female, black or african american, stage:iia, dead, 1332 days
1334.2
TCGA-3A-A9IZ-01A
47 years, male, white, stage:iib, dead, 308 days
1300.3
TCGA-F2-7273-01A
54 years, male, black or african american, stage:iib, dead, 592 days
1273.7
TCGA-IB-7891-01A
49 years, female, white, stage:iib, dead, 913 days
1263.4
TCGA-IB-A5SS-01A
64 years, female, white, stage:iib, dead, 460 days
1231.2
TCGA-F2-6879-01A
57 years, male, white, stage:iib, dead, 334 days
1116.2
TCGA-HZ-7918-01A
72 years, male, white, stage:iib, alive, 969 days
1006.7
TCGA-HZ-7922-01A
61 years, female, white, stage:iib, alive, 4 days
935.4
TCGA-HV-A7OL-01A
70 years, male, asian, stage:iia, alive, 252 days
909.1
TCGA-IB-7886-01A
80 years, male, white, stage:iib, dead, 123 days
903.4
TCGA-IB-7893-01A
64 years, male, white, stage:iia, dead, 117 days
899.0
TCGA-HZ-8005-01A
81 years, male, white, stage:iib, dead, 120 days
723.2
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PANCREATIC 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. This score is based on the staining intensity and fraction of stained cells.