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CANCER PANCREATIC CANCER Show tissue menu
BREAST CANCER CARCINOID CERVICAL CANCER COLORECTAL CANCER ENDOMETRIAL CANCER GLIOMA HEAD AND NECK CANCER LIVER CANCER LUNG CANCER LYMPHOMA
MELANOMA OVARIAN CANCER PANCREATIC CANCER PROSTATE CANCER RENAL CANCER SKIN CANCER STOMACH CANCER TESTIS CANCER THYROID CANCER UROTHELIAL CANCER
PAAD TCGA PAAD VALIDATION PROTEIN PDAC CPTAC PROTEIN EXPRESSION
ANTIBODIES
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Dictionary
Pancreatic cancer
Human cancer
Pancreatic adenocarcinoma
PANCREATIC ADENOCARCINOMA (TCGA) - 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.

FTL is not prognostic in Pancreatic 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.

: 3400.12
Median expressioni

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.

: N/A
Median follow up timei

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 pTPM 5469.2
Number of samples 176
Samples
Sample Description pTPM
TCGA-IB-AAUS-01A 84 years, female, white, stage:Stage IIB, alive, 225 days 26294.5
TCGA-2J-AABP-01A 58 years, female, white, stage:Stage IIB, alive, 463 days 14489.0
TCGA-IB-AAUV-01A 49 years, male, white, stage:Stage IIB, alive, 404 days 14007.4
TCGA-HZ-A9TJ-01A 70 years, male, white, stage:Stage IV, alive, 603 days 13145.8
TCGA-PZ-A5RE-01A 44 years, female, white, stage:Stage IIB, dead, 470 days 11710.3
TCGA-2J-AAB6-01A 75 years, male, white, stage:Stage IIA, dead, 293 days 11304.8
TCGA-IB-7645-01A 44 years, female, stage:Stage IIB, dead, 1502 days 11194.0
TCGA-HZ-A77Q-01A 55 years, female, white, stage:Stage IIB, alive, 33 days 10117.0
TCGA-FB-AAPY-01A 71 years, male, white, stage:Stage IIB, dead, 1059 days 9632.5
TCGA-HZ-8001-01A 69 years, male, white, stage:Stage III, alive, 706 days 9539.4
TCGA-HV-A7OL-01A 70 years, male, asian, stage:Stage IIA, alive, 252 days 9138.8
TCGA-FB-AAPS-01A 62 years, female, white, stage:Stage IIB, alive, 228 days 9087.8
TCGA-2J-AABF-01A 73 years, male, white, stage:Stage IIB, dead, 691 days 8611.1
TCGA-IB-7885-01A 78 years, female, white, stage:Stage IIB, alive, 1257 days 8587.0
TCGA-IB-A5SS-01A 64 years, female, white, stage:Stage IIB, dead, 460 days 8568.0
TCGA-2L-AAQL-01A 82 years, male, white, stage:Stage IIB, dead, 292 days 8453.7
TCGA-IB-7652-01A 49 years, female, asian, stage:Stage IIB, alive, 1116 days 8408.0
TCGA-HZ-8005-01A 81 years, male, white, stage:Stage IIB, dead, 120 days 8183.3
TCGA-3E-AAAY-01A 67 years, male, white, stage:Stage IIB, alive, 2285 days 8104.9
TCGA-IB-AAUT-01A 65 years, male, white, stage:Stage IIB, alive, 287 days 8066.5
TCGA-3A-A9IC-01A 61 years, female, white, stage:Stage IIB, dead, 738 days 8063.4
TCGA-Q3-AA2A-01A 64 years, female, white, stage:Stage IB, alive, 95 days 7990.2
TCGA-HZ-8637-01A 76 years, female, white, stage:Stage IIB, dead, 517 days 7749.0
TCGA-IB-A5SO-01A 71 years, male, white, stage:Stage IIB, dead, 365 days 7684.0
TCGA-RB-A7B8-01A 81 years, female, white, stage:Stage IIB, dead, 466 days 7635.4
TCGA-IB-A5SQ-01A 56 years, female, white, stage:Stage IB, dead, 219 days 7629.4
TCGA-IB-7886-01A 80 years, male, white, stage:Stage IIB, dead, 123 days 7594.2
TCGA-IB-7887-01A 62 years, female, white, stage:Stage IIB, dead, 110 days 7272.4
TCGA-2J-AABE-01A 73 years, male, white, stage:Stage IIA, alive, 676 days 7209.3
TCGA-3A-A9IB-01A 69 years, female, white, stage:Stage IIB, dead, 224 days 7187.8
TCGA-M8-A5N4-01A 48 years, female, stage:Stage IIA, alive, 584 days 7135.1
TCGA-XD-AAUL-01A 56 years, male, white, stage:Stage IIA, alive, 498 days 7117.2
TCGA-F2-A44G-01A 79 years, female, white, stage:Stage IIB, dead, 233 days 7082.2
TCGA-HZ-A49G-01A 58 years, female, white, stage:Stage IIB, alive, 660 days 7069.9
TCGA-2J-AABT-01A 72 years, female, white, stage:Stage IIB, alive, 319 days 7024.5
TCGA-HZ-7918-01A 72 years, male, white, stage:Stage IIB, alive, 969 days 6924.3
TCGA-IB-7893-01A 64 years, male, white, stage:Stage IIA, dead, 117 days 6920.3
TCGA-FB-A7DR-01A 48 years, male, asian, stage:Stage IIA, dead, 353 days 6832.2
TCGA-IB-7891-01A 49 years, female, white, stage:Stage IIB, dead, 913 days 6801.4
TCGA-3A-A9J0-01A 75 years, male, white, stage:Stage IIB, alive, 743 days 6776.3
TCGA-IB-A5ST-01A 64 years, female, white, stage:Stage IIB, alive, 635 days 6772.6
TCGA-F2-A8YN-01A 76 years, male, white, stage:Stage IIA, alive, 517 days 6761.0
TCGA-HV-AA8V-01A 50 years, male, asian, stage:Stage IIB, alive, 920 days 6730.3
TCGA-OE-A75W-01A 75 years, male, white, stage:Stage IIA, dead, 267 days 6724.8
TCGA-Q3-A5QY-01A 58 years, male, white, stage:Stage IIB, alive, 416 days 6693.7
TCGA-FB-A78T-01A 71 years, female, white, stage:Stage IIB, dead, 375 days 6602.3
TCGA-3A-A9I5-01A 57 years, male, white, stage:'--, alive, 1794 days 6579.5
TCGA-HZ-7925-01A 66 years, male, white, stage:Stage IIB, dead, 614 days 6537.6
TCGA-IB-7646-01A 60 years, male, white, stage:Stage IIB, dead, 145 days 6493.0
TCGA-US-A774-01A 76 years, female, white, stage:Stage IIB, dead, 695 days 6476.4
TCGA-HZ-7923-01A 65 years, male, white, stage:Stage IIA, alive, 314 days 6448.2
TCGA-US-A77J-01A 81 years, female, white, stage:Stage IIB, dead, 568 days 6427.0
TCGA-IB-7651-01A 64 years, female, white, stage:Stage IIB, dead, 603 days 6397.7
TCGA-YH-A8SY-01A 73 years, female, white, stage:'--, alive, 388 days 6385.3
TCGA-FB-A4P5-01A 69 years, female, white, stage:Stage IIB, dead, 179 days 6361.0
TCGA-FB-A5VM-01A 74 years, male, white, stage:Stage IB, dead, 498 days 6327.9
TCGA-FB-AAPZ-01A 54 years, male, white, stage:Stage IIB, alive, 716 days 6210.9
TCGA-HV-A5A5-01A 61 years, female, asian, stage:Stage IIB, alive, 289 days 6158.7
TCGA-IB-8127-01A 59 years, male, white, stage:Stage IIB, alive, 522 days 6140.9
TCGA-3A-A9IU-01A 65 years, male, white, stage:Stage IIB, dead, 458 days 6106.7
TCGA-F2-6879-01A 57 years, male, white, stage:Stage IIB, dead, 334 days 6081.6
TCGA-US-A779-01A 54 years, female, white, stage:Stage IIB, dead, 511 days 6030.8
TCGA-HZ-8002-01A 61 years, male, white, stage:Stage IIB, dead, 366 days 6022.3
TCGA-HZ-A77P-01A 77 years, male, white, stage:Stage IIB, alive, 330 days 5975.3
TCGA-IB-7888-01A 66 years, female, black or african american, stage:Stage IIA, dead, 1332 days 5945.4
TCGA-IB-7649-01A 73 years, female, stage:Stage IIB, dead, 467 days 5897.5
TCGA-RL-AAAS-01A 60 years, female, white, stage:Stage IB, alive, 9 days 5880.4
TCGA-HZ-A4BK-01A 72 years, male, white, stage:Stage IIB, alive, 657 days 5849.2
TCGA-YB-A89D-01A 59 years, male, white, stage:Stage IIB, alive, 350 days 5813.3
TCGA-F2-A44H-01A 65 years, male, white, stage:Stage IIA, alive, 586 days 5798.7
TCGA-IB-7890-01A 73 years, male, stage:Stage IB, dead, 598 days 5761.3
TCGA-FB-AAQ3-01A 65 years, female, white, stage:Stage IIB, dead, 31 days 5756.3
TCGA-H6-A45N-01A 88 years, female, white, stage:Stage IIB, dead, 397 days 5727.4
TCGA-HZ-8636-01A 58 years, female, white, stage:Stage IV, dead, 545 days 5674.0
TCGA-HZ-7922-01A 61 years, female, white, stage:Stage IIB, alive, 4 days 5649.8
TCGA-IB-A6UF-01A 63 years, male, white, stage:Stage IIB, alive, 666 days 5634.5
TCGA-FB-AAQ1-01A 49 years, male, white, stage:Stage IIB, dead, 123 days 5583.4
TCGA-2J-AABH-01A 61 years, male, white, stage:Stage IIA, alive, 1287 days 5574.8
TCGA-IB-7897-01A 53 years, female, white, stage:Stage IIB, dead, 486 days 5571.1
TCGA-HZ-7920-01A 71 years, male, white, stage:Stage IB, dead, 236 days 5540.8
TCGA-IB-7889-01A 85 years, female, white, stage:Stage IIB, dead, 481 days 5539.7
TCGA-IB-A7M4-01A 81 years, male, white, stage:Stage IIB, alive, 483 days 5513.9
TCGA-S4-A8RO-01A 75 years, female, white, stage:Stage IIB, alive, 525 days 5443.5
TCGA-XN-A8T3-01A 67 years, male, white, stage:Stage IB, alive, 951 days 5412.9
TCGA-IB-AAUP-01A 68 years, male, white, stage:Stage IIB, alive, 431 days 5383.1
TCGA-2J-AAB8-01A 71 years, male, white, stage:Stage IIB, alive, 80 days 5306.8
TCGA-H6-8124-01A 56 years, female, white, stage:Stage IIB, alive, 392 days 5281.7
TCGA-HV-A5A3-01A 50 years, male, asian, stage:Stage IIA, dead, 128 days 5217.9
TCGA-HZ-A4BH-01A 75 years, male, white, stage:Stage IIB, alive, 194 days 5182.9
TCGA-HZ-7919-01A 52 years, female, white, stage:Stage IIB, dead, 593 days 5119.4
TCGA-IB-A5SP-01A 77 years, male, white, stage:Stage IIA, alive, 482 days 5110.8
TCGA-F2-7273-01A 54 years, male, black or african american, stage:Stage IIB, dead, 592 days 5103.1
TCGA-IB-AAUQ-01A 50 years, male, white, stage:Stage IIB, dead, 183 days 5041.0
TCGA-XD-AAUH-01A 57 years, female, white, stage:Stage IIB, alive, 395 days 4888.3
TCGA-S4-A8RP-01A 77 years, female, white, stage:Stage IIB, dead, 702 days 4852.3
TCGA-3A-A9IZ-01A 47 years, male, white, stage:Stage IIB, dead, 308 days 4839.6
TCGA-3A-A9I9-01A 67 years, male, white, stage:Stage IIA, dead, 634 days 4819.2
TCGA-2J-AABR-01A 60 years, female, white, stage:Stage IIA, alive, 438 days 4778.2
TCGA-F2-7276-01A 64 years, male, white, stage:Stage IIB, dead, 216 days 4730.7
TCGA-HV-AA8X-01A 75 years, female, asian, stage:Stage IIB, dead, 532 days 4725.9
TCGA-HV-A5A6-01A 65 years, female, asian, stage:Stage IIB, dead, 2036 days 4722.5
TCGA-IB-AAUR-01A 67 years, male, white, stage:Stage IIB, alive, 338 days 4706.4
TCGA-F2-A7TX-01A 77 years, male, white, stage:Stage IIB, dead, 95 days 4638.6
TCGA-3A-A9I7-01A 45 years, male, black or african american, stage:Stage IIB, alive, 1323 days 4628.1
TCGA-HV-A5A4-01A 72 years, female, asian, stage:Stage IIA, alive, 232 days 4622.7
TCGA-IB-AAUU-01A 35 years, male, white, stage:Stage IIB, alive, 245 days 4611.4
TCGA-2L-AAQJ-01A 49 years, female, white, stage:Stage III, dead, 394 days 4596.9
TCGA-Z5-AAPL-01A 74 years, female, white, stage:Stage IIA, alive, 467 days 4521.5
TCGA-FB-A4P6-01A 54 years, male, white, stage:Stage IIB, alive, 767 days 4515.3
TCGA-XD-AAUI-01A 50 years, female, white, stage:Stage IIB, dead, 366 days 4447.5
TCGA-XD-AAUG-01A 66 years, female, white, stage:Stage IV, alive, 420 days 4442.4
TCGA-HZ-A49I-01A 77 years, male, white, stage:Stage IIB, dead, 308 days 4438.0
TCGA-US-A77E-01A 73 years, male, white, stage:Stage IIB, dead, 430 days 4322.3
TCGA-HZ-8315-01A 54 years, female, white, stage:Stage IIA, dead, 299 days 4310.2
TCGA-HZ-A49H-01A 68 years, female, white, stage:Stage IIB, alive, 491 days 4293.4
TCGA-2J-AABA-01A 55 years, male, white, stage:Stage IIB, dead, 607 days 4200.6
TCGA-HZ-8519-01A 73 years, male, white, stage:Stage IA, alive, 454 days 4094.1
TCGA-FB-AAPQ-01A 65 years, male, white, stage:Stage IIB, dead, 1130 days 3958.4
TCGA-H8-A6C1-01A 53 years, male, white, stage:Stage IIA, alive, 671 days 3943.3
TCGA-XN-A8T5-01A 53 years, female, white, stage:Stage IB, alive, 720 days 3897.8
TCGA-IB-7654-01A 80 years, male, white, stage:Stage IIB, dead, 476 days 3894.4
TCGA-FB-AAQ6-01A 85 years, male, white, stage:Stage IA, dead, 244 days 3863.4
TCGA-2L-AAQM-01A 52 years, male, white, stage:Stage IIB, alive, 1383 days 3834.3
TCGA-YY-A8LH-01A 61 years, female, white, stage:Stage IIB, alive, 2016 days 3827.5
TCGA-IB-AAUW-01A 63 years, female, white, stage:Stage IIB, dead, 230 days 3823.4
TCGA-FB-A545-01A 72 years, female, white, stage:Stage IIB, dead, 732 days 3798.6
TCGA-2J-AAB9-01A 70 years, female, white, stage:Stage IIB, dead, 627 days 3778.1
TCGA-2J-AAB4-01A 48 years, male, white, stage:Stage IIB, alive, 729 days 3732.2
TCGA-3A-A9IX-01A 40 years, male, white, stage:Stage IA, alive, 1037 days 3697.3
TCGA-2L-AAQA-01A 76 years, male, white, stage:Stage IIB, dead, 143 days 3661.3
TCGA-2J-AABO-01A 43 years, male, white, stage:Stage IIB, alive, 440 days 3640.8
TCGA-IB-AAUO-01A 64 years, female, white, stage:Stage IIB, dead, 239 days 3635.4
TCGA-2L-AAQE-01A 56 years, male, white, stage:Stage IIB, dead, 684 days 3588.0
TCGA-L1-A7W4-01A 48 years, female, white, stage:Stage IIB, dead, 278 days 3564.9
TCGA-2J-AAB1-01A 65 years, male, white, stage:Stage IIB, dead, 66 days 3541.1
TCGA-HZ-7924-01A 60 years, female, white, stage:Stage IIA, alive, 840 days 3505.1
TCGA-IB-7644-01A 65 years, female, white, stage:Stage IV, dead, 394 days 3494.3
TCGA-HZ-8003-01A 65 years, female, white, stage:Stage IIB, dead, 596 days 3464.1
TCGA-HZ-A77O-01A 77 years, female, white, stage:Stage IIB, dead, 160 days 3458.9
TCGA-LB-A7SX-01A 74 years, female, black or african american, stage:Stage IIB, dead, 393 days 3400.1
TCGA-2J-AABK-01A 71 years, male, white, stage:Stage IIB, alive, 484 days 3395.5
TCGA-FB-AAQ0-01A 68 years, male, white, stage:Stage IIA, dead, 473 days 3394.1
TCGA-HZ-7926-01A 57 years, male, black or african american, stage:Stage IIB, dead, 518 days 3362.5
TCGA-3A-A9IH-01A 66 years, female, white, stage:Stage IA, alive, 1021 days 3212.8
TCGA-HZ-A8P1-01A 81 years, male, white, stage:Stage IB, alive, 7 days 3189.2
TCGA-FB-AAQ2-01A 81 years, female, white, stage:Stage IIB, dead, 153 days 3098.1
TCGA-HV-A7OP-01A 72 years, male, asian, stage:Stage IIB, alive, 978 days 3085.6
TCGA-LB-A9Q5-01A 63 years, female, white, stage:Stage IIB, dead, 313 days 3073.1
TCGA-3A-A9IJ-01A 65 years, male, white, stage:Stage IB, alive, 1854 days 3044.5
TCGA-IB-A7LX-01A 57 years, male, white, stage:Stage IIB, dead, 250 days 3028.0
TCGA-3E-AAAZ-01A 71 years, male, white, stage:Stage IIA, dead, 2182 days 3001.2
TCGA-RB-AA9M-01A 43 years, male, white, stage:Stage IIB, alive, 286 days 2999.1
TCGA-2J-AABU-01A 56 years, male, white, stage:Stage IIB, dead, 277 days 2957.9
TCGA-2L-AAQI-01A 66 years, male, white, stage:Stage IIB, dead, 103 days 2934.1
TCGA-3A-A9IN-01A 62 years, female, white, stage:Stage IB, alive, 2084 days 2900.3
TCGA-HZ-8638-01A 84 years, female, white, stage:Stage IA, dead, 151 days 2829.2
TCGA-3A-A9IL-01A 39 years, female, white, stage:Stage I, alive, 2741 days 2818.9
TCGA-3A-A9IR-01A 64 years, female, white, stage:Stage IB, alive, 1542 days 2645.8
TCGA-HZ-7289-01A 77 years, male, white, stage:Stage IIB, dead, 661 days 2611.2
TCGA-FB-AAPU-01A 41 years, female, asian, stage:Stage IIA, dead, 381 days 2587.0
TCGA-US-A77G-01A 64 years, male, white, stage:Stage IIB, dead, 12 days 2553.7
TCGA-S4-A8RM-01A 67 years, male, white, stage:Stage IIB, alive, 737 days 2547.0
TCGA-IB-AAUN-01A 74 years, female, white, stage:Stage IB, dead, 144 days 2508.0
TCGA-LB-A8F3-01A 64 years, female, black or african american, stage:Stage IIA, alive, 379 days 2454.4
TCGA-3A-A9IO-01A 55 years, male, white, stage:'--, alive, 1942 days 2367.0
TCGA-IB-A6UG-01A 65 years, male, white, stage:Stage IIB, dead, 41 days 2311.1
TCGA-3A-A9IV-01A 59 years, female, white, stage:Stage IB, alive, 1103 days 2238.3
TCGA-3A-A9IS-01A 67 years, male, white, stage:Stage IB, alive, 998 days 2196.2
TCGA-2J-AABI-01A 55 years, female, white, stage:Stage IIA, alive, 969 days 2072.3
TCGA-HZ-8317-01A 69 years, female, white, stage:Stage IIB, dead, 378 days 1806.5
TCGA-IB-AAUM-01A 76 years, male, white, stage:Stage IIB, alive, 8 days 1792.0
TCGA-IB-8126-01A 79 years, female, white, stage:Stage III, alive, 462 days 1720.4
TCGA-FB-AAPP-01A 71 years, male, white, stage:Stage IIB, dead, 485 days 1553.2
TCGA-US-A776-01A 61 years, male, white, stage:Stage IIA, alive, 1216 days 1390.9
TCGA-2J-AABV-01A 74 years, male, white, stage:Stage IIB, dead, 652 days 1377.5
TCGA-F2-6880-01A 70 years, male, white, stage:Stage IIB, alive, 295 days 682.7
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PANCREATIC ADENOCARCINOMA (VALIDATION) - 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.

FTL is not prognostic in Pancreatic 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.

: 2080.4
Median expressioni

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.

: N/A
Median follow up timei

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 pTPM 2389.5
Number of samples 80
Samples
Sample Description pTPM
DO32863 60 years, male, NA, stage:, dead, 715 days 8560.9
DO34448 79 years, female, NA, stage:, dead, 719 days 8078.8
DO34720 68 years, male, NA, stage:, alive, 555 days 6332.9
DO32829 78 years, female, NA, stage:T2N0MX, dead, 1874 days 5763.0
DO33408 68 years, female, NA, stage:, alive, 909 days 5141.2
DO49193 60 years, male, NA, stage:, dead, 1 days 4321.2
DO34961 71 years, male, NA, stage:, dead, 632 days 4308.9
DO34728 77 years, female, NA, stage:, alive, 508 days 4125.5
DO34240 72 years, male, NA, stage:, dead, 236 days 3892.6
DO33472 75 years, female, NA, stage:, dead, 388 days 3650.1
DO34849 86 years, female, NA, stage:, dead, 272 days 3380.0
DO33480 52 years, male, NA, stage:, alive, 1054 days 3225.2
DO49113 46 years, female, NA, stage:, alive, 413 days 3031.1
DO49076 64 years, male, NA, stage:, dead, 480 days 2901.2
DO49079 50 years, male, NA, stage:, dead, 332 days 2870.0
DO49135 65 years, male, NA, stage:, alive, 270 days 2860.5
DO34432 82 years, female, NA, stage:, dead, 400 days 2813.0
DO33400 76 years, female, NA, stage:, alive, 1043 days 2779.6
DO49090 77 years, female, NA, stage:, dead, 152 days 2740.4
DO34696 75 years, male, NA, stage:, alive, 689 days 2708.1
DO32860 57 years, male, NA, stage:, dead, 1259 days 2628.5
DO49138 74 years, male, NA, stage:, dead, 230 days 2603.9
DO34368 64 years, female, NA, stage:, dead, 537 days 2602.9
DO33512 female, NA, stage:, dead, 499 days 2591.8
DO34504 37 years, male, NA, stage:, dead, 257 days 2518.8
DO33600 77 years, female, NA, stage:, alive, 854 days 2490.7
DO49164 70 years, male, NA, stage:, alive, 272 days 2453.0
DO34600 77 years, male, NA, stage:, dead, 537 days 2444.7
DO49178 58 years, male, NA, stage:, dead, 27 days 2416.1
DO33984 64 years, male, NA, stage:, alive, 847 days 2393.9
DO32900 51 years, male, NA, stage:, dead, 768 days 2379.4
DO49168 58 years, male, NA, stage:, alive, 149 days 2258.5
DO34616 68 years, female, NA, stage:, alive, 666 days 2252.5
DO34640 49 years, female, NA, stage:, dead, 287 days 2205.3
DO34785 67 years, female, NA, stage:, alive, 721 days 2183.5
DO49166 40 years, female, NA, stage:, alive, 222 days 2164.1
DO34680 75 years, male, NA, stage:, dead, 99 days 2153.9
DO34736 78 years, female, NA, stage:, dead, 203 days 2152.9
DO34656 61 years, female, NA, stage:, alive, 834 days 2108.8
DO34905 64 years, male, NA, stage:, alive, 1142 days 2093.3
DO49130 76 years, female, NA, stage:, alive, 351 days 2092.5
DO33344 70 years, male, NA, stage:, dead, 361 days 2068.3
DO49129 50 years, male, NA, stage:, alive, 337 days 2000.4
DO33128 72 years, male, NA, stage:, dead, 423 days 1992.4
DO49185 55 years, male, NA, stage:, alive, 179 days 1955.7
DO49137 67 years, female, NA, stage:, alive, 232 days 1925.4
DO34608 72 years, female, NA, stage:, dead, 709 days 1909.0
DO34312 58 years, female, NA, stage:, dead, 226 days 1889.8
DO32878 69 years, female, NA, stage:, dead, 260 days 1889.1
DO34801 60 years, male, NA, stage:, alive, 626 days 1877.5
DO49080 60 years, male, NA, stage:, alive, 83 days 1823.8
DO49204 67 years, male, NA, stage:, dead, 156 days 1777.7
DO33368 81 years, male, NA, stage:, dead, 98 days 1772.7
DO49170 67 years, male, NA, stage:, alive, 197 days 1754.7
DO34288 83 years, female, NA, stage:, dead, 220 days 1751.6
DO33552 70 years, female, NA, stage:, alive, 873 days 1688.9
DO34793 56 years, male, NA, stage:, dead, 427 days 1670.9
DO49133 55 years, female, NA, stage:, alive, 188 days 1625.2
DO34809 74 years, female, NA, stage:, dead, 297 days 1614.6
DO49181 77 years, male, NA, stage:, dead, 1534 days 1596.8
DO32875 69 years, male, NA, stage:, dead, 348 days 1582.9
DO49127 77 years, female, NA, stage:, alive, 392 days 1519.8
DO49172 60 years, female, NA, stage:, dead, 1021 days 1508.4
DO34264 63 years, female, NA, stage:, dead, 1144 days 1433.4
DO34817 72 years, female, NA, stage:, alive, 540 days 1363.0
DO49074 49 years, male, NA, stage:, dead, 168 days 1348.5
DO49198 61 years, female, NA, stage:, dead, 251 days 1345.1
DO33336 67 years, female, NA, stage:, dead, 451 days 1339.4
DO49199 52 years, male, NA, stage:, dead, 1095 days 1263.9
DO33168 80 years, female, NA, stage:, dead, 8 days 1236.7
DO49078 79 years, male, NA, stage:, dead, 465 days 1235.1
DO49087 68 years, female, NA, stage:, dead, 260 days 1228.9
DO33376 62 years, female, NA, stage:, alive, 909 days 1222.8
DO33544 83 years, female, NA, stage:, dead, 412 days 1218.8
DO33392 70 years, male, NA, stage:, alive, 1014 days 1121.6
DO49175 68 years, male, NA, stage:, dead, 414 days 1089.5
DO33488 61 years, male, NA, stage:, alive, 844 days 1080.7
DO49183 51 years, female, NA, stage:, dead, 429 days 1008.7
DO49184 56 years, male, NA, stage:, dead, 455 days 755.2
DO34336 70 years, female, NA, stage:, alive, 743 days 4.0
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PANCREATIC DUCTAL ADENOCARCINOMA - Protein relative expression (CPTAC)
Number of samples 235
Samples
Sample ID Sample type nRPX
CPT0247000003 Normal 2.9
CPT0125090003 Tumor 2.4
KoreanReference3 Tumor 2.3
KoreanReference1 Tumor 1.7
CPT0236340004 Tumor 1.7
CPT0170240004 Tumor 1.7
CPT0226600004 Tumor 1.5
KoreanReference2 Tumor 1.4
CPT0226490004 Tumor 1.4
CPT0203850004 Tumor 1.4
CPT0011520003 Tumor 1.2
WU-PDA1 Tumor 1.2
CPT0064520004 Tumor 1.2
CPT0197440004 Normal 1.1
CPT0091660003 Tumor 1.0
CPT0019410004 Tumor 1.0
CPT0227930004 Tumor 0.9
CPT0086190004 Tumor 0.9
CPT0127270003 Tumor 0.9
CPT0237910004 Tumor 0.9
CPT0019300004 Tumor 0.8
CPT0161990005 Tumor 0.8
CPT0237840004 Tumor 0.8
CPT0138990003 Normal 0.7
CPT0081360004 Tumor 0.7
CPT0185920004 Tumor 0.7
CPT0221470005 Tumor 0.7
CPT0161770004 Tumor 0.7
CPT0124530003 Normal 0.7
CPT0198700005 Tumor 0.6
CPT0208690004 Tumor 0.6
CPT0207990004 Normal 0.6
CPT0246210004 Tumor 0.5
CPT0008750003 Tumor 0.5
CPT0174800003 Normal 0.5
CPT0198420004 Tumor 0.5
CPT0064110003 Normal 0.5
CPT0123750003 Tumor 0.4
CPT0124500004 Tumor 0.4
CPT0197420004 Tumor 0.3
CPT0089720003 Tumor 0.3
CPT0217700004 Tumor 0.3
CPT0183750005 Tumor 0.3
CPT0108930003 Tumor 0.3
CPT0077860003 Tumor 0.3
CPT0226570004 Tumor 0.3
CPT0226760004 Tumor 0.2
CPT0081260004 Tumor 0.2
CPT0239100009 Tumor 0.2
CPT0238040005 Tumor 0.2
CPT0226650004 Tumor 0.2
CPT0081470004 Tumor 0.2
CPT0248590004 Tumor 0.2
CPT0089750004 Normal 0.2
CPT0108960003 Normal 0.2
CPT0207980005 Tumor 0.1
CPT0208840004 Tumor 0.1
CPT0186040004 Tumor 0.1
CPT0187930005 Tumor 0.1
CPT0123650003 Tumor 0.1
CPT0078030003 Normal 0.1
CPT0066020003 Normal 0.1
CPT0063570003 Tumor 0.1
CPT0064570003 Normal 0.1
CPT0125130003 Tumor 0.1
CPT0017130003 Normal 0.0
CPT0093930004 Tumor 0.0
CPT0162670004 Normal 0.0
CPT0166760004 Tumor 0.0
CPT0239910004 Tumor 0.0
CPT0077790004 Tumor 0.0
CPT0108400003 Tumor 0.0
CPT0183450005 Tumor 0.0
CPT0123670003 Normal 0.0
CPT0081060004 Tumor 0.0
CPT0008800003 Tumor 0.0
CPT0238920004 Tumor 0.0
CPT0238710004 Tumor -0.1
CPT0123990003 Tumor -0.1
CPT0139000004 Tumor -0.1
CPT0238530005 Tumor -0.1
CPT0125010003 Normal -0.1
CPT0218200004 Tumor -0.1
CPT0162660004 Tumor -0.1
CPT0088320003 Tumor -0.1
CPT0254680003 Tumor -0.1
CPT0124980004 Tumor -0.1
CPT0224460004 Tumor -0.1
CPT0246720003 Tumor -0.1
CPT0083270003 Tumor -0.2
CPT0246810003 Tumor -0.2
CPT0086210003 Normal -0.2
CPT0078000003 Tumor -0.2
CPT0246840003 Tumor -0.2
CPT0187550004 Tumor -0.2
CPT0123460003 Normal -0.2
CPT0174700004 Tumor -0.2
CPT0124360003 Tumor -0.2
CPT0109010004 Tumor -0.2
CPT0093860003 Tumor -0.3
CPT0094740004 Tumor -0.3
CPT0123440003 Tumor -0.3
C3L-00401-04 Normal -0.3
CPT0000250017 Tumor -0.3
CPT0209640005 Tumor -0.3
CPT0237270005 Tumor -0.3
CPT0246260004 Tumor -0.3
CPT0123770003 Normal -0.3
CPT0221250004 Normal -0.3
CPT0001750003 Normal -0.4
CPT0238820005 Tumor -0.4
CPT0236710004 Normal -0.4
CPT0094940004 Tumor -0.4
CPT0236780005 Tumor -0.4
CPT0087890004 Tumor -0.4
CPT0238610009 Tumor -0.4
CPT0208550005 Tumor -0.4
CPT0123860003 Tumor -0.4
CPT0064090003 Tumor -0.4
CPT0236560004 Tumor -0.4
CPT0063970004 Tumor -0.4
CPT0017040004 Tumor -0.4
CPT0091680003 Normal -0.4
CPT0088260004 Tumor -0.4
CPT0247040003 Tumor -0.4
CPT0077930004 Tumor -0.4
CPT0065570003 Tumor -0.4
CPT0241320005 Tumor -0.5
CPT0276010003 Tumor -0.5
CPT0094030003 Tumor -0.5
CPT0123890003 Normal -0.5
CPT0094230004 Tumor -0.5
CPT0236700005 Tumor -0.5
CPT0001730017 Tumor -0.5
CPT0093980004 Tumor -0.5
CPT0124000003 Normal -0.5
CPT0092630003 Tumor -0.5
CPT0025760003 Normal -0.5
CPT0124410004 Tumor -0.5
CPT0209310004 Tumor -0.5
CPT0207780004 Tumor -0.5
CPT0235230004 Tumor -0.5
CPT0094180003 Tumor -0.5
CPT0198910005 Tumor -0.5
CPT0236360004 Normal -0.6
CPT0239920004 Normal -0.6
CPT0198440004 Normal -0.6
CPT0077880003 Normal -0.6
CPT0221240004 Tumor -0.6
CPT0011540003 Normal -0.6
CPT0124610004 Tumor -0.6
CPT0078160004 Tumor -0.6
CPT0248620003 Normal -0.6
CPT0014040003 Tumor -0.6
CPT0264150003 Tumor -0.7
CPT0065640003 Tumor -0.7
CPT0088180004 Tumor -0.7
CPT0237850004 Normal -0.7
CPT0226610004 Normal -0.7
CPT0239140004 Normal -0.8
CPT0241500004 Tumor -0.8
CPT0077950003 Normal -0.8
CPT0246990003 Tumor -0.8
CPT0078090004 Tumor -0.8
CPT0226530004 Tumor -0.8
CPT0241510004 Normal -0.9
CPT0170260004 Normal -0.9
CPT0226680005 Tumor -0.9
CPT0127290003 Normal -0.9
CPT0237920004 Normal -0.9
CPT0094630004 Tumor -0.9
CPT0093880003 Normal -0.9
CPT0077810003 Normal -1.0
CPT0162760003 Tumor -1.0
CPT0276030003 Normal -1.0
CPT0246940003 Tumor -1.0
CPT0183770004 Normal -1.0
CPT0246220004 Normal -1.0
CPT0248410004 Tumor -1.0
CPT0246950003 Normal -1.0
CPT0162780004 Normal -1.0
CPT0078180003 Normal -1.0
CPT0094130004 Tumor -1.0
CPT0238640004 Normal -1.0
CPT0166780004 Normal -1.1
CPT0238440005 Tumor -1.1
CPT0025750003 Tumor -1.1
CPT0109300004 Tumor -1.1
CPT0187540004 Normal -1.1
CPT0209650004 Normal -1.1
CPT0126160004 Tumor -1.2
CPT0198930003 Normal -1.2
C3L-03632-04 Normal -1.2
CPT0063580003 Normal -1.2
CPT0208850004 Normal -1.2
CPT0078250003 Tumor -1.3
CPT0238940004 Normal -1.3
CPT0208710004 Normal -1.3
C3N-02573-03 Normal -1.4
CPT0248440003 Normal -1.4
C3N-00709-06 Normal -1.5
CPT0109200004 Tumor -1.5
CPT0238740004 Normal -1.7
CPT0236800004 Normal -1.7
CPT0347760002 Normal -1.8
C3L-00189-04 Normal -1.8
CPT0247090003 Tumor -1.9
CPT0355180003 Normal -2.0
CPT0347790002 Normal -2.2
CPT0218220004 Normal -2.2
CPT0347880002 Normal -2.2
CPT0347850002 Normal -2.3
CPT0355200003 Normal -2.4
CPT0347820002 Normal -2.4
CPT0355190003 Normal -2.7
CPT0247050003 Normal N/A
CPT0108410003 Normal N/A
CPT0248320003 Normal N/A
CPT0166650006 Tumor N/A
CPT0224470004 Normal N/A
C3L-01687-04 Normal N/A
CPT0138890003 Normal N/A
CPT0109110004 Tumor N/A
WU-pooled sample Tumor N/A
CPT0014060003 Normal N/A
CPT0109130003 Normal N/A
CPT0138900004 Tumor N/A
CPT0166680004 Normal N/A
CPT0094760003 Normal N/A
CPT0186050004 Normal N/A
CPT0237290004 Normal N/A
CPT0264180003 Normal N/A
CPT0063990003 Normal N/A
CPT0126200003 Normal N/A
CPT0198730004 Normal N/A
Show allShow less
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, 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.


Antibody HPA041602

Antibody CAB020769
 Staining
  High
  Medium
  Low
  Not detected
 Intensity
  Strong
  Moderate
  Weak
  Negative
 Quantity
  >75%
  75%-25%
  <25%
  None
 Location
  Nuclear
  Cytoplasmic/membranous
  Cytoplasmic/membranous,nuclear
  None
Adenocarcinoma, NOS
Adenocarcinoma, NOS
Adenocarcinoma, metastatic, NOS

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