Feature Selection Report
Date: 2026-08-22
Analyst: Jennifer Fouquier
EXPLANA Description and Analysis Summary
EXPLANA Description
EXPLANA uses established machine-learning methods combined with innovative techniques to identify the most relevant features, from a variety of input features, that correlate with a response variable.
Input features and response variables can be numerical, categorical, or from non-normal data distributions. The relationships between selected features and the response can be linear or complex, non-linear relationships.
For longitudinal datasets, changes in features for each study identifier, often subjects, are calculated using different reference points to obtain delta datasets (First, Previous and Pairwise delta datasets). This is important because features in longitudinal studies can carry varying degrees of importance between models built using different reference points. EXPLANA automates feature selection from several models built using these datasets. This report was generated to textually and graphically summarize exploratory analysis and aid hypothesis generation.
Please ensure you understand the workflow, parameters/decisions, and that the percent variation explained (using out-of-bag (OOB) scores) is adequate for your purposes.
When you are using data without prior hypotheses, you are performing exploratory analysis and should make this clear when communicating results.
Response Variable: grade
Analysis Notes:
Methods
Feel free to use the following text, including citation information, for use in methods to ensure reproducibility:
EXPLANA was used for exploratory analysis to identify important
features related to the response variable,
grade.
A random effect of study_id was used to
adjust for non-independence (repeated measurements) if needed. There
were 5000 trees used per Random Forest
model with a max feature fraction of 0.025
of the input features for each split per decision tree in the forest. If
mixed effects Random Forests were needed,
1 iterations were performed. BorutaSHAP
was used to find features that perform repeatedly better than shuffled
versions of all input features. Features were considered important if
they performed better than 95% of the SHAP
importance score of the best shuffled feature using
100 trials,
p=0.05. Categorical variables were binary
encoded and
low occuring categorical values were not removed.
These methods are from an EXPLANA feature selection report (version:
2025.05.09) created on
2026-08-22. Additional information can be
found at https://github.com/JTFouquier/explana/.
Config File
analyst: Jennifer Fouquier
response_var: grade
include_time: 'no'
random_effect: study_id
sample_id: sample_id
timepoint: timepoint
out: workflow-results/EXPLANA-pancreatic-cancer-somascan-grade/
iterations: '1'
n_estimators: '5000'
max_features: '0.025'
borutashap_trials: '100'
borutashap_threshold: '95'
borutashap_p: '0.05'
analyze_original: 'yes'
analyze_first: 'no'
analyze_previous: 'no'
analyze_pairwise: 'no'
absolute_values: 'no'
include_reference_values: 'no'
analysis_notes: ''
enc_percent_threshold: '0'
distance_matrices: list()
df_mod: ''
delta_df_mod: |
delta_df <- delta_df
input_datasets:
metadata:
file_path: /Users/jenniferfouquier/repos/snakemake-merf/data/pancreatic-somascan/GSE119483_series_matrix_modified.txt
df_mod: ''
dim_method: ''
dim_param_dict:
method: noneDirectory Links
⇨ Full Analysis Directory | ⇨ Original Dataset | ⇨ First Delta Dataset | ⇨ Previous Delta Dataset | ⇨ Pairwise Delta Dataset
Results Summary
Selected Features by Dataset
| Data | Original | First | Previous | Pairwise |
|---|---|---|---|---|
| % Variance Explained | 3.5% (45.5%) | NA | NA | NA |
| N Trees | 5000 | NA | NA | NA |
| Feature fraction/split | 0.025 | NA | NA | NA |
| Max Depth | 7 | NA | NA | NA |
| MERF Iters. | NA | NA | NA | NA |
| BorutaSHAP Trials | 100 | NA | NA | NA |
| BorutaSHAP Threshold | 95 | NA | NA | NA |
| P-value | 0.05 | NA | NA | NA |
| N Study IDs | 30 | NA | NA | NA |
| N Samples | 30 | NA | NA | NA |
| Input Features | 1297 | NA | NA | NA |
| Accepted Features | 81 | NA | NA | NA |
| Tentative Features | 37 | NA | NA | NA |
| Rejected Features | 1179 | NA | NA | NA |
| Model Type (Pass/Fail) | RF PASS; Boruta PASS | Not performed | Not performed | Not performed |
Selected feature ranks from models built using Original and, for longitudinal analyses, First, Previous and Pairwise delta datasets. Selected features are shown in black and labeled with feature rank. For true/positive instances of categorical variables (indicated with “ENC” after encoding), average impact on response is shown after the rank. For numerical features, impact is not shown because the feature relationship to response can be complex, requiring further post-hoc tests or inspection of SHAP dependence plots for additional insight. Empty grey boxes indicate features included in the model for a dataset, but not selected. Long feature names may be truncated and indicated with ellipses. A comprehensive list of input features can be found in model details below.
Interpretation/Literature Search
The following links can help with hypothesis generation. Names of variables likely need modification.
Original Dataset
Model Summary
| Data | Original |
|---|---|
| Model Type (Pass/Fail) | RF PASS; Boruta PASS |
| % Variance Explained | 3.5% (45.5%) |
| N Trees | 5000 |
| Feature fraction/split | 0.025 |
| Max Depth | 7 |
| MERF Iters. | NA |
| BorutaSHAP Trials | 100 |
| BorutaSHAP Threshold | 95 |
| P-value | 0.05 |
| N Study IDs | 30 |
| N Samples | 30 |
| Input Features | 1297 |
| Accepted Features | 81 |
| Tentative Features | 37 |
| Rejected Features | 1179 |
SHAP summary beeswarm plots of feature influence on the machine learning prediction of response values. Each point represents one sample, and the horizontal position indicates impact on the response as indicated on the x-axis. Points to the left indicate a negative impact, and points to the right indicate a positive impact. The colors represent the selected feature values, where red is larger and blue is smaller. For binary encoded features (‘ENC’) red is yes[1] and blue is no[0]. SHAP is generally an improvement upon other importance scores because it provides information about both rank (how helpful the feature was compared to other features [y-axis]) and impact (a positive or negative impact on response values [x-axis]). If multiple figures are shown, scales may vary with a maximum of ten features per plot.
Selected Features
| important_features | decoded_features | feature_importance_vals |
|---|---|---|
| SL004783.P80511.S100A12 | SL004783.P80511.S100A12 | 0.0086 |
| SL004867.P07451.CA3 | SL004867.P07451.CA3 | 0.0083 |
| SL007207.P35443.THBS4 | SL007207.P35443.THBS4 | 0.0079 |
| SL007453.Q15759.MAPK11 | SL007453.Q15759.MAPK11 | 0.0068 |
| SL000310.P00736.C1R | SL000310.P00736.C1R | 0.0068 |
| SL004557.P13987.CD59 | SL004557.P13987.CD59 | 0.0060 |
| SL008178.Q07507.DPT | SL008178.Q07507.DPT | 0.0056 |
| SL008904.Q9Y5Y7.LYVE1 | SL008904.Q9Y5Y7.LYVE1 | 0.0055 |
| SL006544.Q15582.TGFBI | SL006544.Q15582.TGFBI | 0.0055 |
| SL001796.P05164.MPO | SL001796.P05164.MPO | 0.0054 |
| SL004359.P20783.NTF3 | SL004359.P20783.NTF3 | 0.0054 |
| SL006705.Q99471.PFDN5 | SL006705.Q99471.PFDN5 | 0.0054 |
| SL003187.O00626.CCL22 | SL003187.O00626.CCL22 | 0.0052 |
| SL003197.O15444.CCL25 | SL003197.O15444.CCL25 | 0.0051 |
| SL001777.P01034.CST3 | SL001777.P01034.CST3 | 0.0051 |
| SL006830.Q9BXR6.CFHR5 | SL006830.Q9BXR6.CFHR5 | 0.0050 |
| SL005572.P06396.GSN | SL005572.P06396.GSN | 0.0050 |
| SL000460.P01880.IGHD IGK@ IGL@ | SL000460.P01880.IGHD IGK@ IGL@ | 0.0049 |
| SL000027.P35354.PTGS2 | SL000027.P35354.PTGS2 | 0.0049 |
| SL000441.P14210.HGF | SL000441.P14210.HGF | 0.0048 |
| SL010348.P02751.FN1 | SL010348.P02751.FN1 | 0.0047 |
| SL002621.P21741.MDK | SL002621.P21741.MDK | 0.0047 |
| SL004180.P28908.TNFRSF8 | SL004180.P28908.TNFRSF8 | 0.0047 |
| SL000408.P01588.EPO | SL000408.P01588.EPO | 0.0047 |
| SL004120.Q16832.DDR2 | SL004120.Q16832.DDR2 | 0.0046 |
| SL014735.P20839.IMPDH1 | SL014735.P20839.IMPDH1 | 0.0045 |
| SL004672.Q02223.TNFRSF17 | SL004672.Q02223.TNFRSF17 | 0.0045 |
| SL005263.P30533.LRPAP1 | SL005263.P30533.LRPAP1 | 0.0045 |
| SL004489.O00206.TLR4 | SL004489.O00206.TLR4 | 0.0043 |
| SL001938.P08476.INHBA | SL001938.P08476.INHBA | 0.0043 |
| SL005358.P30086.PEBP1 | SL005358.P30086.PEBP1 | 0.0043 |
| SL004843.O43921.EFNA2 | SL004843.O43921.EFNA2 | 0.0043 |
| SL004296.P00568.AK1 | SL004296.P00568.AK1 | 0.0042 |
| SL007336.Q01105.SET | SL007336.Q01105.SET | 0.0042 |
| SL012457.P58417.NXPH1 | SL012457.P58417.NXPH1 | 0.0042 |
| SL000022.P02671 P02675 P02679.FGA FGB FGG | SL000022.P02671 P02675 P02679.FGA FGB FGG | 0.0042 |
| SL004363.Q9Y240.CLEC11A | SL004363.Q9Y240.CLEC11A | 0.0041 |
| SL000164.P02144.MB | SL000164.P02144.MB | 0.0041 |
| SL005430.Q8WVN6.SECTM1 | SL005430.Q8WVN6.SECTM1 | 0.0041 |
| SL000836.P69905, P68871.HBA1 HBB | SL000836.P69905, P68871.HBA1 HBB | 0.0041 |
| SL000403.P39060.COL18A1 | SL000403.P39060.COL18A1 | 0.0041 |
| SL007358.Q04759.PRKCQ | SL007358.Q04759.PRKCQ | 0.0041 |
| SL012538.Q49AH0.CDNF | SL012538.Q49AH0.CDNF | 0.0040 |
| SL010450.P09326.CD48 | SL010450.P09326.CD48 | 0.0040 |
| SL010349.P02751.FN1 | SL010349.P02751.FN1 | 0.0040 |
| SL008631.Q02487.DSC2 | SL008631.Q02487.DSC2 | 0.0040 |
| SL005256.P16403.HIST1H1C | SL005256.P16403.HIST1H1C | 0.0040 |
| SL002704.P21246.PTN | SL002704.P21246.PTN | 0.0039 |
| SL004858.P56159.GFRA1 | SL004858.P56159.GFRA1 | 0.0039 |
| SL003770.Q8N474.SFRP1 | SL003770.Q8N474.SFRP1 | 0.0038 |
| SL012168.Q9HAP6.LIN7B | SL012168.Q9HAP6.LIN7B | 0.0038 |
| SL003733.Q9NR28.DIABLO | SL003733.Q9NR28.DIABLO | 0.0038 |
| SL004008.P24158.PRTN3 | SL004008.P24158.PRTN3 | 0.0038 |
| SL004939.P18031.PTPN1 | SL004939.P18031.PTPN1 | 0.0038 |
| SL004351.Q9H293.IL25 | SL004351.Q9H293.IL25 | 0.0038 |
| SL000645.P09238.MMP10 | SL000645.P09238.MMP10 | 0.0038 |
| SL009400.Q9BU40.CHRDL1 | SL009400.Q9BU40.CHRDL1 | 0.0038 |
| SL019096.Q8N2W9.PIAS4 | SL019096.Q8N2W9.PIAS4 | 0.0037 |
| SL000485.P15248.IL9 | SL000485.P15248.IL9 | 0.0037 |
| SL011073.Q9NQW7.XPNPEP1 | SL011073.Q9NQW7.XPNPEP1 | 0.0037 |
| SL003738.P33681.CD80 | SL003738.P33681.CD80 | 0.0037 |
| SL008639.P22304.IDS | SL008639.P22304.IDS | 0.0036 |
| SL000498.P41159.LEP | SL000498.P41159.LEP | 0.0036 |
| SL000306.P16860.NPPB | SL000306.P16860.NPPB | 0.0036 |
| SL003672.P08294.SOD3 | SL003672.P08294.SOD3 | 0.0036 |
| SL000426.P02751.FN1 | SL000426.P02751.FN1 | 0.0035 |
| SL000525.P09237.MMP7 | SL000525.P09237.MMP7 | 0.0035 |
| SL000461.P01854.IGHE IGK@ IGL@ | SL000461.P01854.IGHE IGK@ IGL@ | 0.0035 |
| SL005228.Q9BZM5.ULBP2 | SL005228.Q9BZM5.ULBP2 | 0.0034 |
| SL000087.P05231.IL6 | SL000087.P05231.IL6 | 0.0034 |
| SL004342.P55075.FGF8 | SL004342.P55075.FGF8 | 0.0034 |
| SL008504.P15586.GNS | SL008504.P15586.GNS | 0.0033 |
| SL010495.P24941 P20248.CDK2 CCNA2 | SL010495.P24941 P20248.CDK2 CCNA2 | 0.0033 |
| SL000524.P08254.MMP3 | SL000524.P08254.MMP3 | 0.0032 |
| SL007237.P45985.MAP2K4 | SL007237.P45985.MAP2K4 | 0.0032 |
| SL016548.Q13131 Q9Y478 P54619.PRKAA1 PRKAB1 PRKAG1 | SL016548.Q13131 Q9Y478 P54619.PRKAA1 PRKAB1 PRKAG1 | 0.0032 |
| SL004140.P52798.EFNA4 | SL004140.P52798.EFNA4 | 0.0032 |
| SL004742.P43652.AFM | SL004742.P43652.AFM | 0.0031 |
| SL002542.P01116.KRAS | SL002542.P01116.KRAS | 0.0030 |
| SL000057.P04183.TK1 | SL000057.P04183.TK1 | 0.0030 |
| SL004438.Q15828.CST6 | SL004438.Q15828.CST6 | 0.0029 |
Feature Stats
| important_features | feature_importance_vals | mean | std | min | 25% | 50% | 75% | max |
|---|---|---|---|---|---|---|---|---|
| SL004783.P80511.S100A12 | 0.0086 | 715.671 | 359.157 | 311.910 | 477.024 | 650.465 | 880.821 | 1811.060 |
| SL004867.P07451.CA3 | 0.0083 | 4184.499 | 4118.548 | 679.749 | 1939.644 | 2906.406 | 5018.063 | 20443.365 |
| SL007207.P35443.THBS4 | 0.0079 | 351.086 | 143.929 | 111.923 | 265.367 | 313.587 | 406.416 | 669.998 |
| SL007453.Q15759.MAPK11 | 0.0068 | 430.305 | 248.148 | 236.112 | 292.788 | 354.156 | 407.708 | 1319.130 |
| SL000310.P00736.C1R | 0.0068 | 2491.258 | 1421.917 | 399.856 | 1203.551 | 2431.734 | 3625.020 | 5563.235 |
| SL004557.P13987.CD59 | 0.0060 | 1149.379 | 248.695 | 729.258 | 976.892 | 1100.076 | 1331.363 | 1825.865 |
| SL008178.Q07507.DPT | 0.0056 | 3208.055 | 1192.236 | 986.533 | 2413.245 | 3245.640 | 4013.717 | 5597.498 |
| SL008904.Q9Y5Y7.LYVE1 | 0.0055 | 237.160 | 81.961 | 130.758 | 180.542 | 217.204 | 276.644 | 526.316 |
| SL006544.Q15582.TGFBI | 0.0055 | 34288.915 | 10901.313 | 13380.544 | 26723.827 | 35450.516 | 42155.235 | 57481.065 |
| SL001796.P05164.MPO | 0.0054 | 17882.678 | 6643.441 | 9518.895 | 13704.262 | 16822.113 | 19267.928 | 34335.070 |
| SL004359.P20783.NTF3 | 0.0054 | 307.148 | 54.613 | 215.377 | 271.228 | 303.376 | 345.135 | 493.919 |
| SL006705.Q99471.PFDN5 | 0.0054 | 346.634 | 97.312 | 185.607 | 301.605 | 346.286 | 390.741 | 581.960 |
| SL003187.O00626.CCL22 | 0.0052 | 777.490 | 307.067 | 294.617 | 525.869 | 780.566 | 980.367 | 1482.702 |
| SL003197.O15444.CCL25 | 0.0051 | 1846.164 | 1074.996 | 190.495 | 993.469 | 1431.983 | 2738.834 | 3886.360 |
| SL001777.P01034.CST3 | 0.0051 | 1896.661 | 569.173 | 1234.119 | 1410.502 | 1786.237 | 2241.601 | 3435.993 |
| SL006830.Q9BXR6.CFHR5 | 0.0050 | 1146.374 | 416.801 | 634.156 | 856.319 | 1058.609 | 1282.387 | 2244.991 |
| SL005572.P06396.GSN | 0.0050 | 902.491 | 232.590 | 370.805 | 784.303 | 888.485 | 1072.081 | 1344.430 |
| SL000460.P01880.IGHD IGK@ IGL@ | 0.0049 | 6302.373 | 14117.651 | 138.430 | 763.083 | 1943.916 | 6906.771 | 77454.884 |
| SL000027.P35354.PTGS2 | 0.0049 | 417.647 | 74.748 | 334.751 | 372.494 | 390.584 | 439.656 | 681.605 |
| SL000441.P14210.HGF | 0.0048 | 3234.482 | 6044.455 | 1045.886 | 1246.728 | 1636.678 | 2571.647 | 33729.051 |
| SL010348.P02751.FN1 | 0.0047 | 75094.864 | 20397.525 | 40329.435 | 55117.701 | 79798.433 | 89633.868 | 114268.900 |
| SL002621.P21741.MDK | 0.0047 | 35368.410 | 42507.742 | 2758.833 | 13489.457 | 19261.155 | 29880.842 | 182530.677 |
| SL004180.P28908.TNFRSF8 | 0.0047 | 1039.769 | 479.284 | 517.065 | 693.830 | 991.991 | 1224.917 | 2899.081 |
| SL000408.P01588.EPO | 0.0047 | 1644.212 | 1395.032 | 299.595 | 747.152 | 1321.173 | 1903.960 | 6558.056 |
| SL004120.Q16832.DDR2 | 0.0046 | 1371.476 | 372.704 | 1052.170 | 1156.353 | 1282.364 | 1428.248 | 2873.760 |
| SL014735.P20839.IMPDH1 | 0.0045 | 1394.174 | 556.947 | 580.056 | 931.104 | 1372.536 | 1521.859 | 2836.347 |
| SL004672.Q02223.TNFRSF17 | 0.0045 | 5176.816 | 1461.888 | 2823.949 | 4075.978 | 5142.265 | 6242.267 | 8399.907 |
| SL005263.P30533.LRPAP1 | 0.0045 | 832.395 | 291.202 | 520.247 | 625.658 | 788.906 | 909.307 | 1917.751 |
| SL004489.O00206.TLR4 | 0.0043 | 586.099 | 1312.024 | 172.693 | 220.758 | 269.535 | 411.497 | 7451.665 |
| SL001938.P08476.INHBA | 0.0043 | 5979.241 | 4018.047 | 393.726 | 4290.439 | 5670.645 | 7347.387 | 20963.907 |
| SL005358.P30086.PEBP1 | 0.0043 | 4656.539 | 3438.004 | 1477.340 | 2728.863 | 3603.799 | 4500.753 | 15761.221 |
| SL004843.O43921.EFNA2 | 0.0043 | 829.092 | 179.307 | 515.635 | 695.911 | 812.771 | 945.510 | 1371.505 |
| SL004296.P00568.AK1 | 0.0042 | 29191.090 | 34875.636 | 8632.684 | 11539.930 | 13109.672 | 23919.581 | 137409.216 |
| SL007336.Q01105.SET | 0.0042 | 490.283 | 102.182 | 349.053 | 423.056 | 484.427 | 527.519 | 747.263 |
| SL012457.P58417.NXPH1 | 0.0042 | 7181.478 | 3759.723 | 2748.263 | 4347.130 | 6498.014 | 9098.422 | 19375.267 |
| SL000022.P02671 P02675 P02679.FGA FGB FGG | 0.0042 | 10505.914 | 2824.245 | 6116.102 | 8842.709 | 10018.201 | 12809.401 | 16847.891 |
| SL004363.Q9Y240.CLEC11A | 0.0041 | 3572.621 | 1619.170 | 1796.907 | 2384.638 | 3180.416 | 4128.067 | 9651.179 |
| SL000164.P02144.MB | 0.0041 | 961.181 | 417.563 | 365.681 | 670.394 | 878.622 | 1135.291 | 2131.536 |
| SL005430.Q8WVN6.SECTM1 | 0.0041 | 1849.450 | 521.179 | 1104.737 | 1501.606 | 1706.674 | 2068.539 | 3071.840 |
| SL000836.P69905, P68871.HBA1 HBB | 0.0041 | 11377.102 | 37429.435 | 327.877 | 674.275 | 1040.947 | 1869.440 | 163970.916 |
| SL000403.P39060.COL18A1 | 0.0041 | 68599.388 | 15564.514 | 41851.395 | 57481.065 | 66776.307 | 79798.433 | 98755.881 |
| SL007358.Q04759.PRKCQ | 0.0041 | 1811.569 | 929.477 | 847.416 | 1228.086 | 1647.933 | 1898.869 | 4767.672 |
| SL012538.Q49AH0.CDNF | 0.0040 | 2316.369 | 660.629 | 1096.809 | 1907.096 | 2215.763 | 2846.252 | 3717.584 |
| SL010450.P09326.CD48 | 0.0040 | 607.622 | 167.297 | 360.784 | 505.386 | 625.274 | 684.465 | 1167.370 |
| SL010349.P02751.FN1 | 0.0040 | 2404.631 | 1107.322 | 847.416 | 1582.794 | 2304.128 | 2858.693 | 5505.400 |
| SL008631.Q02487.DSC2 | 0.0040 | 2823.060 | 954.738 | 1363.181 | 2141.760 | 2880.093 | 3165.801 | 5468.456 |
| SL005256.P16403.HIST1H1C | 0.0040 | 274.326 | 140.545 | 122.816 | 184.634 | 229.824 | 318.033 | 756.530 |
| SL002704.P21246.PTN | 0.0039 | 3727.045 | 12180.571 | 513.798 | 891.355 | 1135.279 | 1634.808 | 67823.900 |
| SL004858.P56159.GFRA1 | 0.0039 | 3033.441 | 7260.062 | 363.826 | 1329.269 | 1466.863 | 1859.595 | 41058.507 |
| SL003770.Q8N474.SFRP1 | 0.0038 | 9986.383 | 29360.593 | 431.381 | 2799.175 | 4061.915 | 5557.912 | 163970.916 |
| SL012168.Q9HAP6.LIN7B | 0.0038 | 254.974 | 33.963 | 208.886 | 234.405 | 253.136 | 265.998 | 397.658 |
| SL003733.Q9NR28.DIABLO | 0.0038 | 4504.977 | 3335.261 | 2600.123 | 3342.202 | 3924.867 | 4307.609 | 21465.337 |
| SL004008.P24158.PRTN3 | 0.0038 | 4250.176 | 2244.576 | 1496.726 | 2478.446 | 3756.445 | 4987.753 | 9857.265 |
| SL004939.P18031.PTPN1 | 0.0038 | 1299.148 | 369.428 | 873.333 | 983.769 | 1235.730 | 1469.115 | 2288.888 |
| SL004351.Q9H293.IL25 | 0.0038 | 329.997 | 84.913 | 215.377 | 277.977 | 321.592 | 356.297 | 591.972 |
| SL000645.P09238.MMP10 | 0.0038 | 1301.757 | 984.027 | 341.537 | 774.330 | 952.085 | 1605.778 | 4923.256 |
| SL009400.Q9BU40.CHRDL1 | 0.0038 | 2642.513 | 1584.862 | 1373.142 | 1839.700 | 2410.365 | 2953.486 | 10182.626 |
| SL019096.Q8N2W9.PIAS4 | 0.0037 | 830.201 | 221.968 | 483.265 | 686.308 | 781.633 | 1007.526 | 1357.740 |
| SL000485.P15248.IL9 | 0.0037 | 326.348 | 398.087 | 138.430 | 192.041 | 232.051 | 311.142 | 2386.965 |
| SL011073.Q9NQW7.XPNPEP1 | 0.0037 | 5521.247 | 3168.381 | 685.419 | 3982.793 | 5060.999 | 6932.860 | 12380.977 |
| SL003738.P33681.CD80 | 0.0037 | 491.591 | 246.907 | 314.577 | 385.717 | 435.765 | 485.518 | 1379.542 |
| SL008639.P22304.IDS | 0.0036 | 2521.891 | 1215.731 | 520.247 | 1826.212 | 2431.112 | 3133.659 | 5846.677 |
| SL000498.P41159.LEP | 0.0036 | 6914.616 | 6571.476 | 667.819 | 2045.477 | 5077.453 | 9269.494 | 29274.721 |
| SL000306.P16860.NPPB | 0.0036 | 421.223 | 197.842 | 273.135 | 322.572 | 377.131 | 434.424 | 1332.051 |
| SL003672.P08294.SOD3 | 0.0036 | 880.332 | 1259.516 | 243.105 | 344.410 | 459.462 | 583.687 | 5622.474 |
| SL000426.P02751.FN1 | 0.0035 | 13586.380 | 7318.139 | 2119.442 | 8588.760 | 11743.079 | 18632.560 | 29674.672 |
| SL000525.P09237.MMP7 | 0.0035 | 1977.690 | 1144.679 | 403.107 | 1428.256 | 1737.990 | 2221.983 | 5906.542 |
| SL000461.P01854.IGHE IGK@ IGL@ | 0.0035 | 7908.568 | 12103.871 | 199.849 | 1083.008 | 3315.148 | 7003.731 | 50357.616 |
| SL005228.Q9BZM5.ULBP2 | 0.0034 | 473.505 | 386.759 | 250.616 | 293.805 | 344.753 | 429.426 | 1830.988 |
| SL000087.P05231.IL6 | 0.0034 | 630.779 | 538.458 | 309.384 | 367.217 | 427.805 | 575.310 | 2899.081 |
| SL004342.P55075.FGF8 | 0.0034 | 600.588 | 190.459 | 377.077 | 493.526 | 540.381 | 625.553 | 1167.370 |
| SL008504.P15586.GNS | 0.0033 | 2171.524 | 812.511 | 660.230 | 1615.306 | 2202.871 | 2529.334 | 4205.260 |
| SL010495.P24941 P20248.CDK2 CCNA2 | 0.0033 | 292.848 | 204.268 | 179.063 | 216.677 | 234.248 | 267.580 | 1141.172 |
| SL000524.P08254.MMP3 | 0.0032 | 840.904 | 832.727 | 241.784 | 326.704 | 610.647 | 931.650 | 4245.747 |
| SL007237.P45985.MAP2K4 | 0.0032 | 49547.635 | 22098.095 | 4245.747 | 34954.195 | 53847.628 | 63671.070 | 94457.686 |
| SL016548.Q13131 Q9Y478 P54619.PRKAA1 PRKAB1 PRKAG1 | 0.0032 | 299.604 | 66.915 | 227.814 | 257.637 | 278.167 | 318.773 | 483.265 |
| SL004140.P52798.EFNA4 | 0.0032 | 1544.449 | 355.646 | 1064.702 | 1286.448 | 1447.756 | 1757.097 | 2328.205 |
| SL004742.P43652.AFM | 0.0031 | 22548.227 | 7150.959 | 3139.528 | 18587.716 | 24831.798 | 27673.287 | 32610.065 |
| SL002542.P01116.KRAS | 0.0030 | 906.610 | 336.001 | 527.826 | 701.785 | 806.521 | 1072.081 | 2068.940 |
| SL000057.P04183.TK1 | 0.0030 | 467.463 | 337.878 | 246.293 | 340.462 | 387.431 | 467.717 | 2142.660 |
| SL004438.Q15828.CST6 | 0.0029 | 4661.441 | 1938.515 | 1939.644 | 3308.006 | 4353.935 | 5913.231 | 9052.898 |
Input Features
| input_features | was_selected |
|---|---|
| age | no |
| SL000001.P15941.MUC1 | no |
| SL000002.P15692.VEGFA | no |
| SL000003.P03950.ANG | no |
| SL000004.P09038.FGF2 | no |
| SL000007.P03372.ESR1 | no |
| SL000009.P04626.ERBB2 | no |
| SL000011.P02771.AFP | no |
| SL000017.P04275.VWF | no |
| SL000019.P02647.APOA1 | no |
| SL000020.P04114.APOB | no |
| SL000021.P01308.INS | no |
| SL000022.P02671 P02675 P02679.FGA FGB FGG | yes |
| SL000024.P13726.F3 | no |
| SL000027.P35354.PTGS2 | yes |
| SL000038.P13500.CCL2 | no |
| SL000039.P10145.CXCL8 | no |
| SL000045.P17936.IGFBP3 | no |
| SL000047.P05019.IGF1 | no |
| SL000048.P04070.PROC | no |
| SL000049.P07225.PROS1 | no |
| SL000051.P02741.CRP | no |
| SL000052.P45379.TNNT2 | no |
| SL000053.P00750.PLAT | no |
| SL000055.P12830.CDH1 | no |
| SL000057.P04183.TK1 | yes |
| SL000062.P07288.KLK3 | no |
| SL000064.P49862.KLK7 | no |
| SL000070.P51654.GPC3 | no |
| SL000074.P04637.TP53 | no |
| SL000076.P46527.CDKN1B | no |
| SL000084.P01133.EGF | no |
| SL000087.P05231.IL6 | yes |
| SL000088.P61812.TGFB2 | no |
| SL000089.P10600.TGFB3 | no |
| SL000104.P10415.BCL2 | no |
| SL000124.P08253.MMP2 | no |
| SL000125.P01583.IL1A | no |
| SL000130.P14635.CCNB1 | no |
| SL000131.P12004.PCNA | no |
| SL000133.P78556.CCL20 | no |
| SL000134.P08581.MET | no |
| SL000136.P15514.AREG | no |
| SL000137.P35070.BTC | no |
| SL000138.Q99075.HBEGF | no |
| SL000139.O14944.EREG | no |
| SL000142.P04818.TYMS | no |
| SL000145.P27930.IL1R2 | no |
| SL000158.Q04609.FOLH1 | no |
| SL000164.P02144.MB | yes |
| SL000248.P01011.SERPINA3 | no |
| SL000249.P01009.SERPINA1 | no |
| SL000250.P08697.SERPINF2 | no |
| SL000251.P02765.AHSG | no |
| SL000252.P01023.A2M | no |
| SL000254.P02768.ALB | no |
| SL000268.P00747.PLG | no |
| SL000271.P01019.AGT | no |
| SL000272.P01008.SERPINC1 | no |
| SL000276.P02649.APOE | no |
| SL000277.P02649.APOE | no |
| SL000280.P17174.GOT1 | no |
| SL000283.P61769.B2M | no |
| SL000299.P05230.FGF1 | no |
| SL000300.P01189.POMC | no |
| SL000305.P01138.NGF | no |
| SL000306.P16860.NPPB | yes |
| SL000308.P05155.SERPING1 | no |
| SL000309.P02745 P02746 P02747.C1QA C1QB C1QC | no |
| SL000310.P00736.C1R | yes |
| SL000311.P09871.C1S | no |
| SL000312.P01024.C3 | no |
| SL000313.P01024.C3 | no |
| SL000316.P0C0L4, P0C0L5.C4A C4B | no |
| SL000318.P0C0L4 P0C0L5.C4A C4B | no |
| SL000319.P01031.C5 | no |
| SL000320.P01031.C5 | no |
| SL000322.P13671.C6 | no |
| SL000323.P10643.C7 | no |
| SL000324.P07357,P07358,P07360.C8A C8B C8G | no |
| SL000325.P02748.C9 | no |
| SL000337.P07384 P04632.CAPN1 CAPNS1 | no |
| SL000338.P20810.CAST | no |
| SL000339.P00918.CA2 | no |
| SL000342.P04040.CAT | no |
| SL000343.P07858.CTSB | no |
| SL000344.P07339.CTSD | no |
| SL000345.P08311.CTSG | no |
| SL000346.P09668.CTSH | no |
| SL000347.P08185.SERPINA6 | no |
| SL000357.P00740.F9 | no |
| SL000358.P08709.F7 | no |
| SL000360.P00742.F10 | no |
| SL000377.P12277.CKB | no |
| SL000382.P12277 P06732.CKB CKM | no |
| SL000383.P06732.CKM | no |
| SL000384.P16410.CTLA4 | no |
| SL000396.P99999.CYCS | no |
| SL000398.P08684.CYP3A4 | no |
| SL000401.P08246.ELANE | no |
| SL000403.P39060.COL18A1 | yes |
| SL000406.P51671.CCL11 | no |
| SL000408.P01588.EPO | yes |
| SL000409.P27361.MAPK3 | no |
| SL000414.P00751.CFB | no |
| SL000415.P08603.CFH | no |
| SL000420.P02794 P02792.FTH1 FTL | no |
| SL000424.P02671 P02675 P02679.FGA FGB FGG | no |
| SL000426.P02751.FN1 | yes |
| SL000427.P78423.CX3CL1 | no |
| SL000428.P01215, P01225.CGA FSHB | no |
| SL000433.P01275.GCG | no |
| SL000437.P00738.HP | no |
| SL000440.P02790.HPX | no |
| SL000441.P14210.HGF | yes |
| SL000442.P01241.GH1 | no |
| SL000445.P18093.Human-virus | no |
| SL000448.P04792.HSPB1 | no |
| SL000449.P25685.DNAJB1 | no |
| SL000450.P10809.HSPD1 | no |
| SL000451.P0DMV8.HSPA1A | no |
| SL000454.P08238.HSP90AB1 | no |
| SL000455.P05412.JUN | no |
| SL000456.P01024.C3 | no |
| SL000458.P15260.IFNGR1 | no |
| SL000459.P01876 P01877.IGHA1 IGHA2 | no |
| SL000460.P01880.IGHD IGK@ IGL@ | yes |
| SL000461.P01854.IGHE IGK@ IGL@ | yes |
| SL000462.P08833.IGFBP1 | no |
| SL000466.P18065.IGFBP2 | no |
| SL000467.P01857.IGHG1 IGHG2 IGHG3 IGHG4 IGK@ IGL@ | no |
| SL000468.P01871.IGHM IGJ IGK@ IGL@ | no |
| SL000470.P20809.IL11 | no |
| SL000474.Q14005.IL16 | no |
| SL000478.P60568.IL2 | no |
| SL000479.P08700.IL3 | no |
| SL000480.P05112.IL4 | no |
| SL000481.P05113.IL5 | no |
| SL000483.P13232.IL7 | no |
| SL000485.P15248.IL9 | yes |
| SL000493.P07195.LDHB | no |
| SL000496.P02788.LTF | no |
| SL000497.P25391, P07942, P11047.LAMA1 LAMB1 LAMC1 | no |
| SL000498.P41159.LEP | yes |
| SL000506.P01215, P01229.CGA LHB | no |
| SL000507.P01374, Q06643.LTA LTB | no |
| SL000508.P01374, Q06643.LTA LTB | no |
| SL000509.P36941.LTBR | no |
| SL000510.P61626.LYZ | no |
| SL000515.P80075.CCL8 | no |
| SL000516.P80098.CCL7 | no |
| SL000517.Q99616.CCL13 | no |
| SL000519.P10147.CCL3 | no |
| SL000521.P03956.MMP1 | no |
| SL000522.P39900.MMP12 | no |
| SL000523.P45452.MMP13 | no |
| SL000524.P08254.MMP3 | yes |
| SL000525.P09237.MMP7 | yes |
| SL000526.P22894.MMP8 | no |
| SL000527.P14780.MMP9 | no |
| SL000528.P16435.POR | no |
| SL000530.P13725.OSM | no |
| SL000532.P09486.SPARC | no |
| SL000535.P04085.PDGFA | no |
| SL000537.P01127.PDGFB | no |
| SL000539.P06744.GPI | no |
| SL000540.P00747.PLG | no |
| SL000541.P00747.PLG | no |
| SL000542.P08514 P05106.ITGA2B ITGB3 | no |
| SL000545.P03952.KLKB1 | no |
| SL000546.P01236.PRL | no |
| SL000550.P05154.SERPINA5 | no |
| SL000551.P17252.PRKCA | no |
| SL000553.P05771.PRKCB | no |
| SL000554.Q05655.PRKCD | no |
| SL000556.P05129.PRKCG | no |
| SL000557.Q05513.PRKCZ | no |
| SL000558.P00734.F2 | no |
| SL000560.P16109.SELP | no |
| SL000563.P13501.CCL5 | no |
| SL000565.P00797.REN | no |
| SL000566.P02753.RBP4 | no |
| SL000570.P09683.SCT | no |
| SL000572.P0DJI8.SAA1 | no |
| SL000573.P02743.APCS | no |
| SL000581.P00441.SOD1 | no |
| SL000582.O15392.BIRC5 | no |
| SL000584.P01137.TGFB1 | no |
| SL000586.P00734.F2 | no |
| SL000587.P01266.TG | no |
| SL000588.P07202.TPO | no |
| SL000589.P01215 P01222.CGA TSHB | no |
| SL000590.P05543.SERPINA7 | no |
| SL000591.P01033.TIMP1 | no |
| SL000592.P16035.TIMP2 | no |
| SL000597.P01374.LTA | no |
| SL000598.P40225.THPO | no |
| SL000601.P02787.TF | no |
| SL000603.P07477.PRSS1 | no |
| SL000605.P62979.RPS27A | no |
| SL000613.P00749.PLAU | no |
| SL000615.P01282.VIP | no |
| SL000616.P04004.VTN | no |
| SL000617.P24298.GPT | no |
| SL000622.P12259.F5 | no |
| SL000633.P48023.FASLG | no |
| SL000638.P19022.CDH2 | no |
| SL000640.P14543.NID1 | no |
| SL000645.P09238.MMP10 | yes |
| SL000655.P05783.KRT18 | no |
| SL000658.P54826.GAS1 | no |
| SL000668.P16671.CD36 | no |
| SL000670.Q16772.GSTA3 | no |
| SL000674.P19883.FST | no |
| SL000678.P22749.GNLY | no |
| SL000695.P80188.LCN2 | no |
| SL000836.P69905, P68871.HBA1 HBB | yes |
| SL001691.P21781.FGF7 | no |
| SL001713.Q16552.IL17A | no |
| SL001716.P29459, P29460.IL12A IL12B | no |
| SL001717.P22301.IL10 | no |
| SL001718.P35225.IL13 | no |
| SL001720.P19320.VCAM1 | no |
| SL001721.P16284.PECAM1 | no |
| SL001726.P04141.CSF2 | no |
| SL001728.P16234.PDGFRA | no |
| SL001729.P09919.CSF3 | no |
| SL001731.P09104.ENO2 | no |
| SL001737.P31947.SFN | no |
| SL001753.Q9BZZ2.SIGLEC1 | no |
| SL001761.P19429.TNNI3 | no |
| SL001766.P01215,P01233.CGA CGB | no |
| SL001774.P05413.FABP3 | no |
| SL001777.P01034.CST3 | yes |
| SL001791.P02818.BGLAP | no |
| SL001795.P01584.IL1B | no |
| SL001796.P05164.MPO | yes |
| SL001797.Q92876.KLK6 | no |
| SL001800.P20333.TNFRSF1B | no |
| SL001802.P01579.IFNG | no |
| SL001815.P04179.SOD2 | no |
| SL001880.P01574.IFNB1 | no |
| SL001888.P03973.SLPI | no |
| SL001890.P09758.TACSTD2 | no |
| SL001896.P10909.CLU | no |
| SL001897.O43291.SPINT2 | no |
| SL001902.P50895.BCAM | no |
| SL001905.Q13421.MSLN | no |
| SL001938.P08476.INHBA | yes |
| SL001943.P08887.IL6R | no |
| SL001945.P16581.SELE | no |
| SL001947.Q16674.MIA | no |
| SL001973.O75556.SCGB2A1 | no |
| SL001990.P18510.IL1RN | no |
| SL001992.P19438.TNFRSF1A | no |
| SL001995.Q15389.ANGPT1 | no |
| SL001996.O15123.ANGPT2 | no |
| SL001997.P14778.IL1R1 | no |
| SL001998.P10646.TFPI | no |
| SL001999.Q00987.MDM2 | no |
| SL002036.P22455.FGFR4 | no |
| SL002071.P07492.GRP | no |
| SL002075.P01563.IFNA2 | no |
| SL002077.P05186.ALPL | no |
| SL002078.P37173.TGFBR2 | no |
| SL002081.P33151.CDH5 | no |
| SL002086.O75636.FCN3 | no |
| SL002093.P0C0S5.H2AFZ | no |
| SL002505.P01160.NPPA | no |
| SL002506.Q03405.PLAUR | no |
| SL002508.O95998.IL18BP | no |
| SL002517.P01375.TNF | no |
| SL002519.P21860.ERBB3 | no |
| SL002522.P06400.RB1 | no |
| SL002524.P01730.CD4 | no |
| SL002525.P06681.C2 | no |
| SL002528.P14555.PLA2G2A | no |
| SL002539.O00300.TNFRSF11B | no |
| SL002541.O14788.TNFSF11 | no |
| SL002542.P01116.KRAS | yes |
| SL002561.P12272.PTHLH | no |
| SL002565.P01106.MYC | no |
| SL002602.Q03403.TFF2 | no |
| SL002621.P21741.MDK | yes |
| SL002640.P49763.PGF | no |
| SL002644.P00533.EGFR | no |
| SL002646.P50281.MMP14 | no |
| SL002650.P14618.PKM2 | no |
| SL002654.P29317.EPHA2 | no |
| SL002655.P29279.CTGF | no |
| SL002662.P03951.F11 | no |
| SL002684.P09603.CSF1 | no |
| SL002688.P10451.SPP1 | no |
| SL002695.Q96KP4.CNDP2 | no |
| SL002702.P11309.PIM1 | no |
| SL002704.P21246.PTN | yes |
| SL002705.P07996.THBS1 | no |
| SL002706.P06734.FCER2 | no |
| SL002722.P28907.CD38 | no |
| SL002731.P25445.FAS | no |
| SL002755.Q13219.PAPPA | no |
| SL002756.P61978.HNRNPK | no |
| SL002762.P10645.CHGA | no |
| SL002763.Q9UBX7.KLK11 | no |
| SL002782.P35318.ADM | no |
| SL002783.Q16619.CTF1 | no |
| SL002785.P16860.NPPB | no |
| SL002792.P25098.ADRBK1 | no |
| SL002803.P09936.UCHL1 | no |
| SL002823.P14151.SELL | no |
| SL002922.P05362.ICAM1 | no |
| SL003043.P35625.TIMP3 | no |
| SL003060.P11362.FGFR1 | no |
| SL003066.P36955.SERPINF1 | no |
| SL003080.P14174.MIF | no |
| SL003104.O00175.CCL24 | no |
| SL003166.Q13740.ALCAM | no |
| SL003167.O43927.CXCL13 | no |
| SL003168.Q9Y4X3.CCL27 | no |
| SL003169.P42830.CXCL5 | no |
| SL003170.Q9Y258.CCL26 | no |
| SL003171.P08620.FGF4 | no |
| SL003172.P80162.CXCL6 | no |
| SL003173.P09341.CXCL1 | no |
| SL003176.P22362.CCL1 | no |
| SL003177.P13598.ICAM2 | no |
| SL003178.P32942.ICAM3 | no |
| SL003179.P56199, P05556.ITGA1 ITGB1 | no |
| SL003182.P06756, P18084.ITGAV ITGB5 | no |
| SL003183.P02778.CXCL10 | no |
| SL003184.P48357.LEPR | no |
| SL003186.P47992.XCL1 | no |
| SL003187.O00626.CCL22 | yes |
| SL003188.Q07325.CXCL9 | no |
| SL003189.Q99731.CCL19 | no |
| SL003190.Q16663.CCL15 | no |
| SL003191.P02775.PPBP | no |
| SL003192.P27918.CFP | no |
| SL003193.O00585.CCL21 | no |
| SL003196.Q92583.CCL17 | no |
| SL003197.O15444.CCL25 | yes |
| SL003198.P24821.TNC | no |
| SL003199.P35590.TIE1 | no |
| SL003200.Q02763.TEK | no |
| SL003201.P35968.KDR | no |
| SL003220.P01024.C3 | no |
| SL003280.P09429.HMGB1 | no |
| SL003300.O15467.CCL16 | no |
| SL003301.P55773.CCL23 | no |
| SL003302.P55773.CCL23 | no |
| SL003303.Q9NRJ3.CCL28 | no |
| SL003304.P08069.IGF1R | no |
| SL003305.P01589.IL2RA | no |
| SL003307.P31785.IL2RG | no |
| SL003308.P24394.IL4R | no |
| SL003309.P18428.LBP | no |
| SL003310.P15692.VEGFA | no |
| SL003320.O43915.FIGF | no |
| SL003322.P35916.FLT4 | no |
| SL003323.P55774.CCL18 | no |
| SL003324.P00742.F10 | no |
| SL003326.O14625.CXCL11 | no |
| SL003327.P00746.CFD | no |
| SL003328.P05156.CFI | no |
| SL003329.Q16627.CCL14 | no |
| SL003331.P51512.MMP16 | no |
| SL003332.Q9ULZ9.MMP17 | no |
| SL003334.Q12904.AIMP1 | no |
| SL003340.P36222.CHI3L1 | no |
| SL003341.P02679.FGG | no |
| SL003349.Q16665.HIF1A | no |
| SL003362.P01024.C3 | no |
| SL003440.Q13093.PLA2G7 | no |
| SL003461.P01189.POMC | no |
| SL003520.P27797.CALR | no |
| SL003522.P30040.ERP29 | no |
| SL003524.P30101.PDIA3 | no |
| SL003542.Q96KQ7.EHMT2 | no |
| SL003643.P09211.GSTP1 | no |
| SL003646.P67936.TPM4 | no |
| SL003647.P08133.ANXA6 | no |
| SL003648.P50395.GDI2 | no |
| SL003650.P06733.ENO1 | no |
| SL003653.P00558.PGK1 | no |
| SL003655.P29401.TKT | no |
| SL003657.Q08209 P63098.PPP3CA PPP3R1 | no |
| SL003658.O43488.AKR7A2 | no |
| SL003672.P08294.SOD3 | yes |
| SL003674.Q07817.BCL2L1 | no |
| SL003679.P11717.IGF2R | no |
| SL003680.Q15109.AGER | no |
| SL003685.P43490.NAMPT | no |
| SL003687.P15531.NME1 | no |
| SL003690.Q9Y6Q6.TNFRSF11A | no |
| SL003700.Q92934.BAD | no |
| SL003703.Q16548.BCL2A1 | no |
| SL003704.P55957.BID | no |
| SL003710.P42575.CASP2 | no |
| SL003711.P42574.CASP3 | no |
| SL003717.Q92851.CASP10 | no |
| SL003722.P31751.AKT2 | no |
| SL003726.O96017.CHEK2 | no |
| SL003728.Q13489.BIRC3 | no |
| SL003733.Q9NR28.DIABLO | yes |
| SL003735.P41273.TNFSF9 | no |
| SL003738.P33681.CD80 | yes |
| SL003739.O95407.TNFRSF6B | no |
| SL003744.P17931.LGALS3 | no |
| SL003753.P63167.DYNLL1 | no |
| SL003755.Q07820.MCL1 | no |
| SL003761.P60484.PTEN | no |
| SL003764.P13591.NCAM1 | no |
| SL003770.Q8N474.SFRP1 | yes |
| SL003774.Q92843.BCL2L2 | no |
| SL003785.P04406.GAPDH | no |
| SL003792.P62993.GRB2 | no |
| SL003793.Q02750.MAP2K1 | no |
| SL003800.Q9Y5K2.KLK4 | no |
| SL003803.Q15303.ERBB4 | no |
| SL003848.P08758.ANXA5 | no |
| SL003849.P31371.FGF9 | no |
| SL003862.P29965.CD40LG | no |
| SL003863.Q9Y337.KLK5 | no |
| SL003869.Q99988.GDF15 | no |
| SL003872.P40189.IL6ST | no |
| SL003915.O60259.KLK8 | no |
| SL003916.Q9UKR0.KLK12 | no |
| SL003918.Q9UKR3.KLK13 | no |
| SL003919.Q9P0G3.KLK14 | no |
| SL003930.P15428.HPGD | no |
| SL003951.P23560.BDNF | no |
| SL003970.P01270.PTH | no |
| SL003974.P04070.PROC | no |
| SL003990.P21802.FGFR2 | no |
| SL003993.P22004.BMP6 | no |
| SL003994.P13497.BMP1 | no |
| SL004008.P24158.PRTN3 | yes |
| SL004009.P63000.RAC1 | no |
| SL004010.P10721.KIT | no |
| SL004015.Q96IY4.CPB2 | no |
| SL004016.Q9H2A7.CXCL16 | no |
| SL004060.P42892.ECE1 | no |
| SL004063.P22607.FGFR3 | no |
| SL004064.P04054.PLA2G1B | no |
| SL004066.Q9NZK7.PLA2G2E | no |
| SL004067.O15496.PLA2G10 | no |
| SL004068.P10144.GZMB | no |
| SL004070.P62979.RPS27A | no |
| SL004078.P18075.BMP7 | no |
| SL004080.P36894.BMPR1A | no |
| SL004081.P07585.DCN | no |
| SL004097.P84022.SMAD3 | no |
| SL004101.Q15796.SMAD2 | no |
| SL004118.P13686.ACP5 | no |
| SL004119.Q08345.DDR1 | no |
| SL004120.Q16832.DDR2 | yes |
| SL004125.P06213.INSR | no |
| SL004126.Q07011.TNFRSF9 | no |
| SL004128.P36896.ACVR1B | no |
| SL004131.P42081.CD86 | no |
| SL004133.Q13873.BMPR2 | no |
| SL004136.Q06418.TYRO3 | no |
| SL004137.P21709.EPHA1 | no |
| SL004139.P52797.EFNA3 | no |
| SL004140.P52798.EFNA4 | yes |
| SL004141.P52803.EFNA5 | no |
| SL004142.Q15768.EFNB3 | no |
| SL004143.O00451.GFRA2 | no |
| SL004144.O60609.GFRA3 | no |
| SL004145.Q92956.TNFRSF14 | no |
| SL004146.Q01638.IL1RL1 | no |
| SL004147.Q08334.IL10RB | no |
| SL004148.P42701.IL12RB1 | no |
| SL004149.P78552.IL13RA1 | no |
| SL004151.Q13261.IL15RA | no |
| SL004152.Q13478.IL18R1 | no |
| SL004153.P07333.CSF1R | no |
| SL004154.P32004.L1CAM | no |
| SL004155.P09619.PDGFRB | no |
| SL004156.O00220.TNFRSF10A | no |
| SL004157.O14763.TNFRSF10B | no |
| SL004159.Q9UBN6.TNFRSF10D | no |
| SL004160.Q16620.NTRK2 | no |
| SL004180.P28908.TNFRSF8 | yes |
| SL004182.P39877.PLA2G5 | no |
| SL004183.P22223.CDH3 | no |
| SL004208.P04083.ANXA1 | no |
| SL004209.P07355.ANXA2 | no |
| SL004230.P10636.MAPT | no |
| SL004248.P39905.GDNF | no |
| SL004253.P14061.HSD17B1 | no |
| SL004258.Q15848.ADIPOQ | no |
| SL004260.Q9HD89.RETN | no |
| SL004269.Q9UBU3.GHRL | no |
| SL004271.P14136.GFAP | no |
| SL004296.P00568.AK1 | yes |
| SL004297.Q02297.NRG1 | no |
| SL004298.P12544.GZMA | no |
| SL004299.Q96CA5.BIRC7 | no |
| SL004301.P12956.XRCC6 | no |
| SL004304.Q16623.STX1A | no |
| SL004305.P11387.TOP1 | no |
| SL004306.P63279.UBE2I | no |
| SL004326.Q9UNG2.TNFSF18 | no |
| SL004327.Q9Y275.TNFSF13B | no |
| SL004329.P43026.GDF5 | no |
| SL004330.P20273.CD22 | no |
| SL004331.P26441.CNTF | no |
| SL004332.P58294.PROK1 | no |
| SL004333.O15520.FGF10 | no |
| SL004334.O43320.FGF16 | no |
| SL004335.O60258.FGF17 | no |
| SL004336.O76093.FGF18 | no |
| SL004337.O95750.FGF19 | no |
| SL004338.Q9NP95.FGF20 | no |
| SL004339.P12034.FGF5 | no |
| SL004340.P10767.FGF6 | no |
| SL004342.P55075.FGF8 | yes |
| SL004343.P49771.FLT3LG | no |
| SL004345.O95390.GDF11 | no |
| SL004346.Q9NYY1.IL20 | no |
| SL004347.Q9GZX6.IL22 | no |
| SL004348.Q8IU54.IFNL1 | no |
| SL004349.Q8IZJ0.IFNL2 | no |
| SL004350.Q9UHF5.IL17B | no |
| SL004351.Q9H293.IL25 | yes |
| SL004352.Q96PD4.IL17F | no |
| SL004353.Q8TAD2.IL17D | no |
| SL004354.Q9UHD0.IL19 | no |
| SL004355.P16619.CCL3L1 | no |
| SL004356.Q8NHW4.CCL4L1 | no |
| SL004357.O14793.MSTN | no |
| SL004359.P20783.NTF3 | yes |
| SL004360.P34130.NTF4 | no |
| SL004362.Q9Y240.CLEC11A | no |
| SL004363.Q9Y240.CLEC11A | yes |
| SL004364.O14836.TNFRSF13B | no |
| SL004365.O43508.TNFSF12 | no |
| SL004366.Q9NP84.TNFRSF12A | no |
| SL004367.O94907.DKK1 | no |
| SL004396.P42224.STAT1 | no |
| SL004400.P00740.F9 | no |
| SL004415.Q9BYF1.ACE2 | no |
| SL004438.Q15828.CST6 | yes |
| SL004457.P07093.SERPINE2 | no |
| SL004458.P19957.PI3 | no |
| SL004466.P05546.SERPIND1 | no |
| SL004467.Q9UK55.SERPINA10 | no |
| SL004469.P05067.APP | no |
| SL004475.P17181.IFNAR1 | no |
| SL004477.P06702.S100A9 | no |
| SL004482.P17813.ENG | no |
| SL004484.P35247.SFTPD | no |
| SL004486.P49767.VEGFC | no |
| SL004489.O00206.TLR4 | yes |
| SL004492.O60603.TLR2 | no |
| SL004511.P17213.BPI | no |
| SL004515.O75594.PGLYRP1 | no |
| SL004516.P11226.MBL2 | no |
| SL004536.P81172.HAMP | no |
| SL004556.P08174.CD55 | no |
| SL004557.P13987.CD59 | yes |
| SL004579.P22897.MRC1 | no |
| SL004580.P21757.MSR1 | no |
| SL004588.Q9NPH3.IL1RAP | no |
| SL004589.P20160.AZU1 | no |
| SL004591.Q99062.CSF3R | no |
| SL004594.P48788.TNNI2 | no |
| SL004605.P08865.RPSA | no |
| SL004610.Q14114.LRP8 | no |
| SL004625.O75173.ADAMTS4 | no |
| SL004626.Q9UNA0.ADAMTS5 | no |
| SL004635.P32971.TNFSF8 | no |
| SL004636.P36888.FLT3 | no |
| SL004637.Q04912.MST1R | no |
| SL004639.Q16288.NTRK3 | no |
| SL004642.Q13443.ADAM9 | no |
| SL004643.Q9Y264.ANGPT4 | no |
| SL004644.Q92838.EDA | no |
| SL004645.O43278.SPINT1 | no |
| SL004646.Q6UX15.LAYN | no |
| SL004648.O43557.TNFSF14 | no |
| SL004649.P23510.TNFSF4 | no |
| SL004650.Q92765.FRZB | no |
| SL004652.Q9Y5W5.WIF1 | no |
| SL004654.P20718.GZMH | no |
| SL004660.P21815.IBSP | no |
| SL004661.P16112.ACAN | no |
| SL004668.P02649.APOE | no |
| SL004669.P02649.APOE | no |
| SL004670.Q5T4W7.ARTN | no |
| SL004671.Q96RJ3.TNFRSF13C | no |
| SL004672.Q02223.TNFRSF17 | yes |
| SL004673.P25774.CTSS | no |
| SL004676.P24593.IGFBP5 | no |
| SL004683.Q13253.NOG | no |
| SL004685.O60542.PSPN | no |
| SL004686.O95150.TNFSF15 | no |
| SL004687.Q969D9.TSLP | no |
| SL004689.O95388.WISP1 | no |
| SL004690.O95389.WISP3 | no |
| SL004692.O75462 Q9UBD9.CRLF1 CLCF1 | no |
| SL004697.P03129.Human-virus | no |
| SL004698.P06788.Human-virus | no |
| SL004704.Q86VX2.COMMD7 | no |
| SL004708.P02775.PPBP | no |
| SL004712.P48061.CXCL12 | no |
| SL004714.P42702.LIFR | no |
| SL004716.P45984.MAPK9 | no |
| SL004718.P52292.KPNA2 | no |
| SL004720.P63098.PPP3R1 | no |
| SL004723.Q9BY41.HDAC8 | no |
| SL004724.Q92794.KAT6A | no |
| SL004725.O14929.HAT1 | no |
| SL004726.P48960.CD97 | no |
| SL004733.Q07954.LRP1 | no |
| SL004737.P09493.TPM1 | no |
| SL004739.Q14624.ITIH4 | no |
| SL004742.P43652.AFM | yes |
| SL004747.O95445.APOM | no |
| SL004750.Q9UMR2.DDX19B | no |
| SL004751.P30519.HMOX2 | no |
| SL004752.O95990.FAM107A | no |
| SL004757.Q9NP79.VTA1 | no |
| SL004759.P55010.EIF5 | no |
| SL004760.P68402.PAFAH1B2 | no |
| SL004765.Q16644.MAPKAPK3 | no |
| SL004768.P55008.AIF1 | no |
| SL004771.O14965.AURKA | no |
| SL004781.P41240.CSK | no |
| SL004782.P98066.TNFAIP6 | no |
| SL004783.P80511.S100A12 | yes |
| SL004791.Q93038.TNFRSF25 | no |
| SL004795.Q99714.HSD17B10 | no |
| SL004804.Q8N126.CADM3 | no |
| SL004805.Q9BY67.CADM1 | no |
| SL004811.P37802.TAGLN2 | no |
| SL004812.P60174.TPI1 | no |
| SL004814.Q14019.COTL1 | no |
| SL004815.P31946.YWHAB | no |
| SL004820.P18669.PGAM1 | no |
| SL004821.P26447.S100A4 | no |
| SL004823.P62937.PPIA | no |
| SL004827.P06703.S100A6 | no |
| SL004829.P31151.S100A7 | no |
| SL004837.P08476 P09529.INHBA INHBB | no |
| SL004838.Q08722.CD47 | no |
| SL004843.O43921.EFNA2 | yes |
| SL004844.P54756.EPHA5 | no |
| SL004845.P54760.EPHB4 | no |
| SL004849.Q9NP60.IL1RAPL2 | no |
| SL004850.Q96F46.IL17RA | no |
| SL004851.P37023.ACVRL1 | no |
| SL004852.Q9NZQ7.CD274 | no |
| SL004853.O75144.ICOSLG | no |
| SL004855.Q12860.CNTN1 | no |
| SL004856.Q02413.DSG1 | no |
| SL004857.Q14126.DSG2 | no |
| SL004858.P56159.GFRA1 | yes |
| SL004859.Q9Y5U5.TNFRSF18 | no |
| SL004860.O43464.HTRA2 | no |
| SL004861.O95256.IL18RAP | no |
| SL004862.Q9BQ51.PDCD1LG2 | no |
| SL004863.Q9NS68.TNFRSF19 | no |
| SL004864.P55289.CDH12 | no |
| SL004865.P55285.CDH6 | no |
| SL004866.P00915.CA1 | no |
| SL004867.P07451.CA3 | yes |
| SL004868.P43166.CA7 | no |
| SL004869.Q8N1Q1.CA13 | no |
| SL004871.O75509.TNFRSF21 | no |
| SL004872.Q9UNE0.EDAR | no |
| SL004875.Q9HB29.IL1RL2 | no |
| SL004876.P29622.SERPINA4 | no |
| SL004891.P22626.HNRNPA2B1 | no |
| SL004899.P11142.HSPA8 | no |
| SL004901.P07237.P4HB | no |
| SL004908.P07951.TPM2 | no |
| SL004910.P04075.ALDOA | no |
| SL004914.Q15181.PPA1 | no |
| SL004915.O00299.CLIC1 | no |
| SL004919.Q06830.PRDX1 | no |
| SL004920.P23528.CFL1 | no |
| SL004921.P22392.NME2 | no |
| SL004924.Q15056.EIF4H | no |
| SL004925.O95994.AGR2 | no |
| SL004932.P30044.PRDX5 | no |
| SL004938.Q8N5S9.CAMKK1 | no |
| SL004939.P18031.PTPN1 | yes |
| SL004940.P29350.PTPN6 | no |
| SL004984.P62258.YWHAE | no |
| SL005034.P62826.RAN | no |
| SL005059.Q03167.TGFBR3 | no |
| SL005084.Q15063.POSTN | no |
| SL005087.Q16270.IGFBP7 | no |
| SL005102.P04278.SHBG | no |
| SL005115.Q9HCB6.SPON1 | no |
| SL005152.Q99969.RARRES2 | no |
| SL005153.P26992.CNTFR | no |
| SL005155.P13385.TDGF1 | no |
| SL005156.P41271.NBL1 | no |
| SL005157.Q9NNX6.CD209 | no |
| SL005158.Q9H2X3.CLEC4M | no |
| SL005159.P19235.EPOR | no |
| SL005160.Q96AP7.ESAM | no |
| SL005161.P61328.FGF12 | no |
| SL005164.P05162.LGALS2 | no |
| SL005165.P56470.LGALS4 | no |
| SL005166.P47929.LGALS7 | no |
| SL005167.O00214.LGALS8 | no |
| SL005168.P10912.GHR | no |
| SL005169.Q9UMF0.ICAM5 | no |
| SL005171.P22692.IGFBP4 | no |
| SL005172.P24592.IGFBP6 | no |
| SL005173.Q13651.IL10RA | no |
| SL005174.Q9NRM6.IL17RB | no |
| SL005177.Q9UHA7.IL36A | no |
| SL005178.Q9NZH6.IL37 | no |
| SL005179.Q9NZH7.IL36B | no |
| SL005181.Q9UHF4.IL20RA | no |
| SL005183.Q969J5.IL22RA2 | no |
| SL005184.P29460, Q9NPF7.IL12B IL23A | no |
| SL005185.Q5VWK5.IL23R | no |
| SL005187.P26951.IL3RA | no |
| SL005188.Q01344.IL5RA | no |
| SL005189.P16871.IL7R | no |
| SL005190.Q8NHL6.LILRB1 | no |
| SL005191.Q8N423.LILRB2 | no |
| SL005193.P57087.JAM2 | no |
| SL005194.Q9BX67.JAM3 | no |
| SL005195.P18627.LAG3 | no |
| SL005196.Q13449.LSAMP | no |
| SL005197.Q14108.SCARB2 | no |
| SL005199.Q29983.MICA | no |
| SL005200.Q29980.MICB | no |
| SL005201.P03971.AMH | no |
| SL005202.P26927.MST1 | no |
| SL005204.P26718.KLRK1 | no |
| SL005205.O14931.NCR3 | no |
| SL005206.O95944.NCR2 | no |
| SL005207.O76036.NCR1 | no |
| SL005208.Q9BZR6.RTN4R | no |
| SL005209.Q9UM47.NOTCH3 | no |
| SL005210.Q92823.NRCAM | no |
| SL005212.P16471.PRLR | no |
| SL005213.Q969Z4.RELT | no |
| SL005214.Q9H2E6.SEMA6A | no |
| SL005215.P20138.CD33 | no |
| SL005217.O43699.SIGLEC6 | no |
| SL005218.Q9Y286.SIGLEC7 | no |
| SL005219.Q9Y336.SIGLEC9 | no |
| SL005220.Q15465.SHH | no |
| SL005221.Q14162.SCARF1 | no |
| SL005222.Q96GP6.SCARF2 | no |
| SL005223.Q6UWB1.IL27RA | no |
| SL005224.P40238.MPL | no |
| SL005225.P04629.NTRK1 | no |
| SL005226.Q9HC73.CRLF2 | no |
| SL005227.Q9BZM6.ULBP1 | no |
| SL005228.Q9BZM5.ULBP2 | yes |
| SL005229.Q9BZM4.ULBP3 | no |
| SL005230.O95185.UNC5C | no |
| SL005231.Q6UXZ4.UNC5D | no |
| SL005233.Q9HAV5.EDA2R | no |
| SL005234.O60383.GDF9 | no |
| SL005235.Q9H9S0.NANOG | no |
| SL005236.P48745.NOV | no |
| SL005250.P23946.CMA1 | no |
| SL005256.P16403.HIST1H1C | yes |
| SL005258.P53350.PLK1 | no |
| SL005261.P17706.PTPN2 | no |
| SL005263.P30533.LRPAP1 | yes |
| SL005266.P37840.SNCA | no |
| SL005308.P61289.PSME3 | no |
| SL005352.Q01469.FABP5 | no |
| SL005357.P05451.REG1A | no |
| SL005358.P30086.PEBP1 | yes |
| SL005361.P05090.APOD | no |
| SL005372.O95219.SNX4 | no |
| SL005392.P15289.ARSA | no |
| SL005403.Q12907.LMAN2 | no |
| SL005430.Q8WVN6.SECTM1 | yes |
| SL005437.Q9NQ76.MEPE | no |
| SL005488.Q14515.SPARCL1 | no |
| SL005491.Q14982.OPCML | no |
| SL005493.P27169.PON1 | no |
| SL005508.Q16790.CA9 | no |
| SL005572.P06396.GSN | yes |
| SL005574.Q03154.ACY1 | no |
| SL005575.P21217.FUT3 | no |
| SL005588.P16591.FER | no |
| SL005629.Q9UJ70.NAGK | no |
| SL005630.P60900.PSMA6 | no |
| SL005675.P06576.ATP5B | no |
| SL005679.P13693.TPT1 | no |
| SL005685.P24534.EEF1B2 | no |
| SL005687.P63241.EIF5A | no |
| SL005688.P63104.YWHAZ | no |
| SL005694.P30041.PRDX6 | no |
| SL005699.O14791.APOL1 | no |
| SL005703.P46531.NOTCH1 | no |
| SL005725.O75791.GRAP2 | no |
| SL005730.O00408.PDE2A | no |
| SL005764.Q86VB7.CD163 | no |
| SL005789.P52823.STC1 | no |
| SL005793.P30405.PPIF | no |
| SL005797.P01833.PIGR | no |
| SL005846.P26038.MSN | no |
| SL006029.Q13231.CHIT1 | no |
| SL006088.Q9NYA1.SPHK1 | no |
| SL006091.P16333.NCK1 | no |
| SL006108.O43866.CD5L | no |
| SL006114.Q01973.ROR1 | no |
| SL006119.Q07654.TFF3 | no |
| SL006131.P07148.FABP1 | no |
| SL006132.P20700.LMNB1 | no |
| SL006189.Q02241.KIF23 | no |
| SL006197.Q96DA6.DNAJC19 | no |
| SL006230.P51884.LUM | no |
| SL006268.Q9UNZ2.NSFL1C | no |
| SL006372.P07947.YES1 | no |
| SL006374.P51813.BMX | no |
| SL006378.P10768.ESD | no |
| SL006397.O14786.NRP1 | no |
| SL006406.O60486.PLXNC1 | no |
| SL006448.P04196.HRG | no |
| SL006460.P07359.GP1BA | no |
| SL006476.P30419.NMT1 | no |
| SL006480.P35030.PRSS3 | no |
| SL006512.Q04756.HGFAC | no |
| SL006522.Q08380.LGALS3BP | no |
| SL006527.Q12805.EFEMP1 | no |
| SL006528.Q12884.FAP | no |
| SL006542.Q15485.FCN2 | no |
| SL006544.Q15582.TGFBI | yes |
| SL006550.Q16610.ECM1 | no |
| SL006610.Q76LX8.ADAMTS13 | no |
| SL006629.Q8IXJ6.SIRT2 | no |
| SL006675.Q8WWK9.CKAP2 | no |
| SL006694.Q96KN2.CNDP1 | no |
| SL006698.Q8N3X6.LCORL | no |
| SL006705.Q99471.PFDN5 | yes |
| SL006713.Q9BWP8.COLEC11 | no |
| SL006777.Q9UGM5.FETUB | no |
| SL006803.Q9Y5C1.ANGPTL3 | no |
| SL006805.Q9Y5S2.CDC42BPB | no |
| SL006830.Q9BXR6.CFHR5 | yes |
| SL006892.P00519.ABL1 | no |
| SL006910.O60911.CTSV | no |
| SL006911.O14757.CHEK1 | no |
| SL006912.P09769.FGR | no |
| SL006913.P06241.FYN | no |
| SL006914.P04150.NR3C1 | no |
| SL006915.Q8NEV9 Q14213.IL27 EBI3 | no |
| SL006916.P06239.LCK | no |
| SL006917.P07948.LYN | no |
| SL006918.P28482.MAPK1 | no |
| SL006919.O75582.RPS6KA5 | no |
| SL006920.Q16539.MAPK14 | no |
| SL006921.Q15118.PDK1 | no |
| SL006922.Q06609.RAD51 | no |
| SL006923.P20226.TBP | no |
| SL006924.O00253.AGRP | no |
| SL006970.O00548.DLL1 | no |
| SL006992.O15232.MATN3 | no |
| SL006993.O15264.MAPK13 | no |
| SL006998.O15530.PDPK1 | no |
| SL007003.O43323.DHH | no |
| SL007022.O60506.SYNCRIP | no |
| SL007024.O60565.GREM1 | no |
| SL007025.O60674.JAK2 | no |
| SL007033.Q8N2S1.LTBP4 | no |
| SL007049.O76096.CST7 | no |
| SL007056.O95393.BMP10 | no |
| SL007059.O95711.LY86 | no |
| SL007070.P01130.LDLR | no |
| SL007100.P09960.LTA4H | no |
| SL007108.P10914.IRF1 | no |
| SL007121.P14091.CTSE | no |
| SL007122.P14735.IDE | no |
| SL007136.P17676.CEBPB | no |
| SL007145.P20393.NR1D1 | no |
| SL007151.P21695.GPD1 | no |
| SL007153.P22079.LPO | no |
| SL007173.P28799.GRN | no |
| SL007179.P29323.EPHB2 | no |
| SL007181.P29597.TYK2 | no |
| SL007195.P32970.CD70 | no |
| SL007206.P35442.THBS2 | no |
| SL007207.P35443.THBS4 | yes |
| SL007217.P38484.IFNGR2 | no |
| SL007221.P40763.STAT3 | no |
| SL007228.P41743.PRKCI | no |
| SL007229.P42226.STAT6 | no |
| SL007237.P45985.MAP2K4 | yes |
| SL007242.P46734.MAP2K3 | no |
| SL007250.P48736.PIK3CG | no |
| SL007261.P50579.METAP2 | no |
| SL007266.P51665.PSMD7 | no |
| SL007272.P52789.HK2 | no |
| SL007274.P52799.EFNB2 | no |
| SL007280.P53634.CTSC | no |
| SL007281.P53778.MAPK12 | no |
| SL007284.P54108.CRISP3 | no |
| SL007295.P55291.CDH15 | no |
| SL007306.P58499.FAM3B | no |
| SL007310.P60763.RAC3 | no |
| SL007311.P60880.SNAP25 | no |
| SL007324.P68400.CSNK2A1 | no |
| SL007327.P78380.OLR1 | no |
| SL007328.P78504.JAG1 | no |
| SL007336.Q01105.SET | yes |
| SL007356.Q04721.NOTCH2 | no |
| SL007358.Q04759.PRKCQ | yes |
| SL007361.Q05315.CLC | no |
| SL007373.Q08752.PPID | no |
| SL007385.Q13007.IL24 | no |
| SL007429.Q14956.GPNMB | no |
| SL007453.Q15759.MAPK11 | yes |
| SL007471.Q5KU26.COLEC12 | no |
| SL007502.Q7LFX5.CHST15 | no |
| SL007531.Q8N8U9.BMPER | no |
| SL007547.Q8TDQ0.HAVCR2 | no |
| SL007560.Q8WWQ8.STAB2 | no |
| SL007620.Q99665.IL12RB2 | no |
| SL007631.Q9BQB4.SOST | no |
| SL007640.Q9BXN2.CLEC7A | no |
| SL007642.Q9BY76.ANGPTL4 | no |
| SL007651.Q9GZV9.FGF23 | no |
| SL007673.Q9HB63.NTN4 | no |
| SL007674.Q9HBG7.LY9 | no |
| SL007680.Q9HCK4.ROBO2 | no |
| SL007696.Q9NPY3.CD93 | no |
| SL007729.Q9NZ08.ERAP1 | no |
| SL007747.Q9UHD2.TBK1 | no |
| SL007752.Q9UIK4.DAPK2 | no |
| SL007756.Q9UK05.GDF2 | no |
| SL007774.Q9Y219.JAG2 | no |
| SL007804.P21810.BGN | no |
| SL007806.Q8N6P7.IL22RA1 | no |
| SL007828.Q8WWG1.NRG4 | no |
| SL007869.P23284.PPIB | no |
| SL007871.P30085.CMPK1 | no |
| SL007888.P01036.CST4 | no |
| SL007953.O00764.PDXK | no |
| SL008023.P10915.HAPLN1 | no |
| SL008039.P14550.AKR1A1 | no |
| SL008059.P23396.RPS3 | no |
| SL008063.P24666.ACP1 | no |
| SL008071.P27348.YWHAQ | no |
| SL008072.P27658.COL8A1 | no |
| SL008085.P31937.HIBADH | no |
| SL008094.P36871.PGM1 | no |
| SL008099.P40121.CAPG | no |
| SL008102.P40925.MDH1 | no |
| SL008113.P48047.ATP5O | no |
| SL008122.P51452.DUSP3 | no |
| SL008143.P61088.UBE2N | no |
| SL008157.P68036.UBE2L3 | no |
| SL008158.P68431.HIST1H3A | no |
| SL008176.Q06323.PSME1 | no |
| SL008177.Q07021.C1QBP | no |
| SL008178.Q07507.DPT | yes |
| SL008190.Q13813.SPTAN1 | no |
| SL008193.Q14112.NID2 | no |
| SL008309.Q9NQC3.RTN4 | no |
| SL008331.Q9UQ80.PA2G4 | no |
| SL008360.O43155.FLRT2 | no |
| SL008372.Q9NZU0.FLRT3 | no |
| SL008378.Q13542.EIF4EBP2 | no |
| SL008380.Q9UBR2.CTSZ | no |
| SL008381.Q9UBX1.CTSF | no |
| SL008382.P28325.CST5 | no |
| SL008402.O95274.LYPD3 | no |
| SL008414.O15197.EPHB6 | no |
| SL008416.Q9UBG0.MRC2 | no |
| SL008421.Q9UHI8.ADAMTS1 | no |
| SL008466.P46952.HAAO | no |
| SL008486.O00182.LGALS9 | no |
| SL008504.P15586.GNS | yes |
| SL008516.P09228.CST2 | no |
| SL008522.Q13591.SEMA5A | no |
| SL008574.Q99983.OMD | no |
| SL008588.Q9UIB8.CD84 | no |
| SL008591.P04155.TFF1 | no |
| SL008609.O75015.FCGR3B | no |
| SL008611.Q02083.NAAA | no |
| SL008614.P98172.EFNB1 | no |
| SL008623.Q02246.CNTN2 | no |
| SL008631.Q02487.DSC2 | yes |
| SL008639.P22304.IDS | yes |
| SL008644.Q10588.BST1 | no |
| SL008703.P16870.CPE | no |
| SL008709.Q14574.DSC3 | no |
| SL008728.Q9HDB5.NRXN3 | no |
| SL008759.Q9HCN6.GP6 | no |
| SL008760.Q96PX8.SLITRK1 | no |
| SL008773.Q6YHK3.CD109 | no |
| SL008808.P63208.SKP1 | no |
| SL008810.Q7Z3B1.NEGR1 | no |
| SL008822.Q9UHX3.ADGRE2 | no |
| SL008835.P07306.ASGR1 | no |
| SL008837.P08962.CD63 | no |
| SL008865.P25787.PSMA2 | no |
| SL008904.Q9Y5Y7.LYVE1 | yes |
| SL008909.Q99538.LGMN | no |
| SL008916.Q9UHL4.DPP7 | no |
| SL008931.Q8N6Q3.CD177 | no |
| SL008933.Q99497.PARK7 | no |
| SL008936.O00533.CHL1 | no |
| SL008945.Q08188.TGM3 | no |
| SL008956.P15848.ARSB | no |
| SL008967.P78324.SIRPA | no |
| SL009045.Q6UWV6.ENPP7 | no |
| SL009054.P58400.NRXN1 | no |
| SL009089.Q96GW7.BCAN | no |
| SL009202.Q86YT9.AMICA1 | no |
| SL009207.Q13561.DCTN2 | no |
| SL009210.P01189.POMC | no |
| SL009213.P10619.CTSA | no |
| SL009216.P20711.DDC | no |
| SL009324.O95633.FSTL3 | no |
| SL009328.P0DML2 P0DML3.CSH1 CSH2 | no |
| SL009341.P35613.BSG | no |
| SL009349.Q12841.FSTL1 | no |
| SL009400.Q9BU40.CHRDL1 | yes |
| SL009412.Q9UBP4.DKK3 | no |
| SL009431.P49773.HINT1 | no |
| SL009628.Q9UK53.ING1 | no |
| SL009629.O95243.MBD4 | no |
| SL009768.P45973.CBX5 | no |
| SL009790.P62306.SNRPF | no |
| SL009791.Q99729.HNRNPAB | no |
| SL009868.Q08945.SSRP1 | no |
| SL009948.O15031.PLXNB2 | no |
| SL009951.O00755.WNT7A | no |
| SL010250.P31948.STIP1 | no |
| SL010288.P23280.CA6 | no |
| SL010328.Q15648.MED1 | no |
| SL010348.P02751.FN1 | yes |
| SL010349.P02751.FN1 | yes |
| SL010368.P35475.IDUA | no |
| SL010369.P22748.CA4 | no |
| SL010371.P49961.ENTPD1 | no |
| SL010372.P98073.TMPRSS15 | no |
| SL010373.P24071.FCAR | no |
| SL010374.P53582.METAP1 | no |
| SL010375.Q9NR71.ASAH2 | no |
| SL010376.Q495T6.MMEL1 | no |
| SL010378.P07949.RET | no |
| SL010379.Q14563.SEMA3A | no |
| SL010381.Q9UK85.DKKL1 | no |
| SL010384.Q08629.SPOCK1 | no |
| SL010388.P07478.PRSS2 | no |
| SL010390.Q76M96.CCDC80 | no |
| SL010391.Q8TEU8.WFIKKN2 | no |
| SL010393.Q8NCW0.KREMEN2 | no |
| SL010449.Q9NS85.CA10 | no |
| SL010450.P09326.CD48 | yes |
| SL010451.P0CG37.CFC1 | no |
| SL010454.Q8IWV2.CNTN4 | no |
| SL010455.O94779.CNTN5 | no |
| SL010456.P01037.CST1 | no |
| SL010457.Q9NR61.DLL4 | no |
| SL010458.Q9NQ30.ESM1 | no |
| SL010459.P12318.FCGR2A | no |
| SL010460.P31994.FCGR2B | no |
| SL010461.P12314.FCGR1A | no |
| SL010462.O00602.FCN1 | no |
| SL010463.Q8N158.GPC2 | no |
| SL010464.Q6UXM1.LRIG3 | no |
| SL010465.O00339.MATN2 | no |
| SL010466.Q9BY79.MFRP | no |
| SL010467.Q96B86.RGMA | no |
| SL010468.Q6NW40.RGMB | no |
| SL010469.Q6ZVN8.HFE2 | no |
| SL010470.O15041.SEMA3E | no |
| SL010471.Q92563.SPOCK2 | no |
| SL010488.P42684.ABL2 | no |
| SL010489.Q14012.CAMK1 | no |
| SL010490.Q8IU85.CAMK1D | no |
| SL010491.Q9UQM7.CAMK2A | no |
| SL010492.Q13554.CAMK2B | no |
| SL010493.Q13557.CAMK2D | no |
| SL010494.P06493 P14635.CDC2 CCNB1 | no |
| SL010495.P24941 P20248.CDK2 CCNA2 | yes |
| SL010496.Q00535 Q15078.CDK5 CDK5R1 | no |
| SL010498.P29320.EPHA3 | no |
| SL010499.P08631.HCK | no |
| SL010500.P07948.LYN | no |
| SL010501.P36507.MAP2K2 | no |
| SL010502.P45983.MAPK8 | no |
| SL010503.P49137.MAPKAPK2 | no |
| SL010504.Q8IW41.MAPKAPK5 | no |
| SL010505.P42679.MATK | no |
| SL010508.O75914.PAK3 | no |
| SL010509.Q9NQU5.PAK6 | no |
| SL010510.Q9P286.PAK7 | no |
| SL010512.P42336 P27986.PIK3CA PIK3R1 | no |
| SL010513.P17612.PRKACA | no |
| SL010514.Q13882.PTK6 | no |
| SL010515.P51812.RPS6KA3 | no |
| SL010516.P12931.SRC | no |
| SL010517.O75716.STK16 | no |
| SL010518.P42680.TEC | no |
| SL010519.P43403.ZAP70 | no |
| SL010520.Q96GD4.AURKB | no |
| SL010521.Q06187.BTK | no |
| SL010522.P49336 P24863.CDK8 CCNC | no |
| SL010523.Q9H422.HIPK3 | no |
| SL010524.Q9BYP7.WNK3 | no |
| SL010528.P61960.UFM1 | no |
| SL010529.Q9Y3C8.UFC1 | no |
| SL010530.Q9NX40.OCIAD1 | no |
| SL010610.Q9UJ71.CD207 | no |
| SL010612.Q9UBT3.DKK4 | no |
| SL010613.Q8NFM7.IL17RD | no |
| SL010616.Q06124.PTPN11 | no |
| SL010617.P20231.TPSB2 | no |
| SL010619.Q9NRR2.TPSG1 | no |
| SL010830.P11171.EPB41 | no |
| SL010927.Q14974.KPNB1 | no |
| SL010928.P12268.IMPDH2 | no |
| SL010973.P25786.PSMA1 | no |
| SL011049.P48740.MASP1 | no |
| SL011068.Q8NAC3.IL17RC | no |
| SL011069.Q9BQR3.PRSS27 | no |
| SL011071.Q9NRA1.PDGFC | no |
| SL011073.Q9NQW7.XPNPEP1 | yes |
| SL011100.Q15762.CD226 | no |
| SL011180.P19367.HK1 | no |
| SL011202.P54920.NAPA | no |
| SL011211.P78344.EIF4G2 | no |
| SL011232.Q16543.CDC37 | no |
| SL011400.P54750.PDE1A | no |
| SL011404.Q08499.PDE4D | no |
| SL011405.O76074.PDE5A | no |
| SL011406.Q13946.PDE7A | no |
| SL011448.P43489.TNFRSF4 | no |
| SL011498.P18509.ADCYAP1 | no |
| SL011499.P01298.PPY | no |
| SL011508.P18509.ADCYAP1 | no |
| SL011509.P10082.PYY | no |
| SL011510.P61278.SST | no |
| SL011528.P62081.RPS7 | no |
| SL011529.Q9Y3A5.SBDS | no |
| SL011530.Q9NP97.DYNLRB1 | no |
| SL011532.O95571.ETHE1 | no |
| SL011535.Q14498.RBM39 | no |
| SL011549.Q99856.ARID3A | no |
| SL011588.P61247.RPS3A | no |
| SL011616.P38919.EIF4A3 | no |
| SL011628.Q9UJU6.DBNL | no |
| SL011629.O00170.AIP | no |
| SL011630.Q6UXD5.SEZ6L2 | no |
| SL011631.Q13765.NACA | no |
| SL011708.P56211.ARPP19 | no |
| SL011709.Q96GD0.PDXP | no |
| SL011768.Q8IVD9.NUDCD3 | no |
| SL011769.Q92688.ANP32B | no |
| SL011770.Q9UIC8.LCMT1 | no |
| SL011772.O00541.PES1 | no |
| SL011808.Q99829.CPNE1 | no |
| SL011809.Q9H773.DCTPP1 | no |
| SL011888.Q9H4F8.SMOC1 | no |
| SL012108.P19174.PLCG1 | no |
| SL012148.P50542.PEX5 | no |
| SL012168.Q9HAP6.LIN7B | yes |
| SL012188.Q9UBC2.EPS15L1 | no |
| SL012248.Q05397.PTK2 | no |
| SL012395.O95631.NTN1 | no |
| SL012457.P58417.NXPH1 | yes |
| SL012469.P78333.GPC5 | no |
| SL012517.Q2I0M5.RSPO4 | no |
| SL012538.Q49AH0.CDNF | yes |
| SL012561.Q9BYZ8.REG4 | no |
| SL012698.Q99706.KIR2DL4 | no |
| SL012707.Q8NBP7.PCSK9 | no |
| SL012740.Q8TE58.ADAMTS15 | no |
| SL012754.Q92484.SMPDL3A | no |
| SL012769.Q96BQ1.FAM3D | no |
| SL012774.Q96HD1.CRELD1 | no |
| SL012783.Q96NZ8.WFIKKN1 | no |
| SL012822.Q9GZN4.PRSS22 | no |
| SL012881.Q9Y625.GPC6 | no |
| SL013165.P05114.HMGN1 | no |
| SL013240.P46108.CRK | no |
| SL013488.Q9P126.CLEC1B | no |
| SL013489.Q9BXJ7.AMN | no |
| SL013490.Q9BWV1.BOC | no |
| SL013548.Q6ZMJ4.IL34 | no |
| SL013570.O43781.DYRK3 | no |
| SL013754.P20936.RASA1 | no |
| SL013872.Q9NZR2.LRP1B | no |
| SL013928.Q9UNP9.PPIE | no |
| SL013969.Q16719.KYNU | no |
| SL013988.Q9Y4C5.CHST2 | no |
| SL013989.Q6UXX9.RSPO2 | no |
| SL014008.Q11128.FUT5 | no |
| SL014009.Q7Z4V5.HDGFRP2 | no |
| SL014028.O75356.ENTPD5 | no |
| SL014029.Q9NRA0.SPHK2 | no |
| SL014048.Q86Y22.COL23A1 | no |
| SL014069.Q16549.PCSK7 | no |
| SL014070.O94991.SLITRK5 | no |
| SL014071.Q9NZU1.FLRT1 | no |
| SL014088.Q96P31.FCRL3 | no |
| SL014091.Q96PQ0.SORCS2 | no |
| SL014092.Q4KMG0.CDON | no |
| SL014093.O75355.ENTPD3 | no |
| SL014094.Q8IZF4.ADGRG5 | no |
| SL014096.Q86UE6.LRRTM1 | no |
| SL014108.Q86VH5.LRRTM3 | no |
| SL014111.Q8IZU9.KIRREL3 | no |
| SL014113.Q8N0W4.NLGN4X | no |
| SL014129.O60243.HS6ST1 | no |
| SL014130.Q9GZX3.CHST6 | no |
| SL014148.Q96MS0.ROBO3 | no |
| SL014188.Q9BZW8.CD244 | no |
| SL014208.O95727.CRTAM | no |
| SL014209.Q9NZS2.KLRF1 | no |
| SL014228.Q96DU3.SLAMF6 | no |
| SL014229.Q01151.CD83 | no |
| SL014248.Q9H3T3.SEMA6B | no |
| SL014268.P41217.CD200 | no |
| SL014269.P43630.KIR3DL2 | no |
| SL014270.Q08708.CD300C | no |
| SL014288.Q8TD46.CD200R1 | no |
| SL014289.Q14943.KIR3DS1 | no |
| SL014292.Q08ET2.SIGLEC14 | no |
| SL014294.Q5JZY3.EPHA10 | no |
| SL014308.P55075.FGF8 | no |
| SL014468.O60880.SH2D1A | no |
| SL014469.P29353.SHC1 | no |
| SL014470.O75815.BCAR3 | no |
| SL014488.P15498.VAV1 | no |
| SL014684.P00973.OAS1 | no |
| SL014735.P20839.IMPDH1 | yes |
| SL014896.Q01484.ANK2 | no |
| SL014983.Q16778.HIST2H2BE | no |
| SL015046.Q86SJ2.AMIGO2 | no |
| SL015510.P05161.ISG15 | no |
| SL015728.Q14397.GCKR | no |
| SL016128.O95881.TXNDC12 | no |
| SL016129.Q9H098.FAM107B | no |
| SL016130.Q92994.BRF1 | no |
| SL016148.Q70626.Human-virus | no |
| SL016548.Q13131 Q9Y478 P54619.PRKAA1 PRKAB1 PRKAG1 | yes |
| SL016549.P54646 O43741 P54619.PRKAA2 PRKAB2 PRKAG1 | no |
| SL016550.P68400 P67870.CSNK2A1 CSNK2B | no |
| SL016551.P19784 P67870.CSNK2A2 CSNK2B | no |
| SL016553.Q14432.PDE3A | no |
| SL016554.O76083.PDE9A | no |
| SL016555.Q9HCR9.PDE11A | no |
| SL016557.P04035.HMGCR | no |
| SL016563.Q9H1K4.SLC25A18 | no |
| SL016566.O94768.STK17B | no |
| SL016567.O43318 Q15750.MAP3K7 TAB1 | no |
| SL016828.P00533.EGFR | no |
| SL016928.Q9NQ25.SLAMF7 | no |
| SL016969.P50461.CSRP3 | no |
| SL017106.P01566.IFNA10 | no |
| SL017128.Q5S007.LRRK2 | no |
| SL017188.P49840 P49841.GSK3A GSK3B | no |
| SL017189.P01042.KNG1 | no |
| SL017289.P0CG47.UBB | no |
| SL017290.P0CG48.UBC | no |
| SL017328.Q00872.MYBPC1 | no |
| SL017424.Q9H7M9.C10orf54 | no |
| SL017528.O60930.RNASEH1 | no |
| SL017529.Q14145.KEAP1 | no |
| SL017610.P19876 P19875.CXCL3 CXCL2 | no |
| SL017611.P31946, P62258, P61981, Q04917, P27348, P63104, P31947.YWHAB,YWHAE,YWHAG,YWHAH,YWHAQ,YWHAZ,SFN | no |
| SL017612.P07900 P08238.HSP90AA1 HSP90AB1 | no |
| SL017614.P31749 P31751 Q9Y243.AKT1 AKT2 AKT3 | no |
| SL018256.Q9Y259.CHKB | no |
| SL018509.Q9BXY4.RSPO3 | no |
| SL018548.P01011.SERPINA3 | no |
| SL018587.Q6UXK2.ISLR2 | no |
| SL018625.O00206 Q9Y6Y9.TLR4 LY96 | no |
| SL018629.Q68DV7.RNF43 | no |
| SL018891.O60469.DSCAM | no |
| SL018921.Q9Y5N5.N6AMT1 | no |
| SL018938.P55854.SUMO3 | no |
| SL018946.P60604.UBE2G2 | no |
| SL018947.Q9UHP3.USP25 | no |
| SL018971.Q9ULT6.ZNRF3 | no |
| SL019019.Q8IYJ0.PIANP | no |
| SL019096.Q8N2W9.PIAS4 | yes |
| SL019100.Q9UNE7.STUB1 | no |
| SL019978.P01567.IFNA7 | no |
| SL019979.Q7L7L0.HIST3H2A | no |
| SL020171.Q9UM44.HHLA2 | no |
| SL020172.Q9HBX9.RXFP1 | no |
| SL021043.O95390 O14793.GDF11 MSTN | no |
| ENC_sex_is_Female | no |
| ENC_sex_is_Male | no |
Figures
Interpretation/Literature Search
The following links can help with hypothesis generation. Names of variables likely need modification.
Log
Binary encoded columns created for categorical input variables:
-> sex: ['ENC_sex_is_Female', 'ENC_sex_is_Male']
Numeric mapping was created for categorical outcome variable, grade, (sorted alphabetically and factorized):
metastatic maps to 0
pdac maps to 1
*** Percent variation explained is not optimal for categorical outcome variables.
*** Use caution with interpretation.BorutaSHAP Figures
Results
Model Summary
| Data | First |
|---|---|
| Model Type (Pass/Fail) | Not performed |
| % Variance Explained | NA |
| N Trees | NA |
| Feature fraction/split | NA |
| Max Depth | NA |
| MERF Iters. | NA |
| BorutaSHAP Trials | NA |
| BorutaSHAP Threshold | NA |
| P-value | NA |
| N Study IDs | NA |
| N Samples | NA |
| Input Features | NA |
| Accepted Features | NA |
| Tentative Features | NA |
| Rejected Features | NA |
Selected Features
| important_features | decoded_features | feature_importance_vals |
|---|---|---|
| no_selected_features | NA | -100 |
Feature Stats
Analysis not completedInput Features
Analysis not completedFigures
Interpretation/Literature Search
The following links can help with hypothesis generation. Names of variables likely need modification.
| important_features | url |
|---|---|
| no_selected_features | https://pubmed.ncbi.nlm.nih.gov/?term=no_selected_features%20AND%20grade |
Log
BorutaSHAP Figures
Model Summary
| Data | Previous |
|---|---|
| Model Type (Pass/Fail) | Not performed |
| % Variance Explained | NA |
| N Trees | NA |
| Feature fraction/split | NA |
| Max Depth | NA |
| MERF Iters. | NA |
| BorutaSHAP Trials | NA |
| BorutaSHAP Threshold | NA |
| P-value | NA |
| N Study IDs | NA |
| N Samples | NA |
| Input Features | NA |
| Accepted Features | NA |
| Tentative Features | NA |
| Rejected Features | NA |
Selected Features
| important_features | decoded_features | feature_importance_vals |
|---|---|---|
| no_selected_features | NA | -100 |
Feature Stats
Analysis not completedInput Features
Analysis not completedFigures
Interpretation/Literature Search
The following links can help with hypothesis generation. Names of variables likely need modification.
| important_features | url |
|---|---|
| no_selected_features | https://pubmed.ncbi.nlm.nih.gov/?term=no_selected_features%20AND%20grade |
Log
BorutaSHAP Figures
Model Summary
| Data | Pairwise |
|---|---|
| Model Type (Pass/Fail) | Not performed |
| % Variance Explained | NA |
| N Trees | NA |
| Feature fraction/split | NA |
| Max Depth | NA |
| MERF Iters. | NA |
| BorutaSHAP Trials | NA |
| BorutaSHAP Threshold | NA |
| P-value | NA |
| N Study IDs | NA |
| N Samples | NA |
| Input Features | NA |
| Accepted Features | NA |
| Tentative Features | NA |
| Rejected Features | NA |
Selected Features
| important_features | decoded_features | feature_importance_vals |
|---|---|---|
| no_selected_features | NA | -100 |
Feature Stats
Analysis not completedInput Features
Analysis not completedFigures
Interpretation/Literature Search
The following links can help with hypothesis generation. Names of variables likely need modification.
| important_features | url |
|---|---|
| no_selected_features | https://pubmed.ncbi.nlm.nih.gov/?term=no_selected_features%20AND%20grade |