# | cancer | drug | gene | lm_result_aic | gam_result_aic | rlm_result_aic | lm_result_r2 | gam_result_r2 | rlm_result_mse | |
---|---|---|---|---|---|---|---|---|---|---|
1 | 1 | NSCLC | erlotinib | AKT1 | -417.642598611085 | -418.165849844471 | -415.459615686959 | 0.0083295121934201 | 0.0123103805822056 | 0.142618965450402 |
2 | 2 | NSCLC | erlotinib | ALK | -320.683442839079 | -320.683442810129 | -313.808988552834 | 0.000202291335961815 | -0.000919816084112179 | 0.0679253540458335 |
3 | 3 | NSCLC | erlotinib | BAP1 | -487.242159180593 | -487.242159129949 | -481.412957501451 | 8.84345522053351e-05 | -0.00103380066621162 | 0.159119061135383 |
4 | 4 | NSCLC | erlotinib | BRAF | -573.68003179526 | -577.153632904343 | -572.278591574189 | 0.001122310947262 | 0.00511535865672597 | 0.137546121835252 |
5 | 5 | NSCLC | erlotinib | CCDC6 | -574.682556886032 | -574.682556846597 | -573.655443513025 | 0.000787439031198308 | -0.000334011662686651 | 0.116006613451796 |
6 | 6 | NSCLC | erlotinib | CD74 | -1004.81864202836 | -1014.13327857436 | -1003.56502758688 | 0.00796605848839374 | 0.0199538063789169 | 0.121068351661784 |
7 | 7 | NSCLC | erlotinib | DDR2 | -665.529878021906 | -665.529877976481 | -663.619017251819 | 0.000249127830169845 | -0.00087292703193409 | 0.14727320081739 |
8 | 8 | NSCLC | erlotinib | DROSHA | 78.8131137466331 | 78.8131137656456 | 86.9583937588837 | 0.0168226712225088 | 0.0157192174208013 | 0.21906344455177 |
9 | 9 | NSCLC | erlotinib | EGFR | 1140.20827359473 | 1100.30818532078 | 1169.36933914568 | 0.0258989232342412 | 0.0718662620759781 | 0.209405315832294 |
10 | 10 | NSCLC | erlotinib | EML4 | -1163.91897667358 | -1165.0150070637 | -1159.77769559806 | 0.00203894553292146 | 0.00390809670820136 | 0.0733343287809571 |
11 | 11 | NSCLC | erlotinib | ERBB2 | 1520.37665034063 | 1520.37287899723 | 1549.08512518226 | 0.00741049796238208 | 0.00641511119929683 | 0.103344218083028 |
12 | 12 | NSCLC | erlotinib | ERBB4 | -1402.92112041297 | -1410.41027774645 | -1397.54180676862 | 0.0112722789988634 | 0.0225028509036802 | 0.0713069132360765 |
13 | 13 | NSCLC | erlotinib | EZR | -779.84139590362 | -779.841395850206 | -779.610262657127 | 0.000320794596829703 | -0.000801179845488775 | 0.141614112360458 |
14 | 14 | NSCLC | erlotinib | FGFR2 | -694.370253863383 | -694.370253818231 | -694.367069529229 | 0.000111958474333308 | -0.00101025032423641 | 0.123802356727902 |
15 | 15 | NSCLC | erlotinib | HIP1 | -402.272416328592 | -402.304836345402 | -398.91499842201 | 0.00549541926476795 | 0.00472176371288247 | 0.150683011377221 |
16 | 16 | NSCLC | erlotinib | KDR | -444.635380362171 | -444.635380317207 | -440.2473226474 | 1.04286162352439e-05 | -0.00111189412225121 | 0.138892242038785 |
17 | 17 | NSCLC | erlotinib | KEAP1 | -565.618140747236 | -565.610790537741 | -563.594239720343 | 7.32453325250758e-06 | -0.0011146932675572 | 0.119366060665551 |
18 | 18 | NSCLC | erlotinib | KIF5B | -358.568512014802 | -358.568511990514 | -357.548571489694 | 0.00409851162431298 | 0.00298077708094779 | 0.151713976272697 |
19 | 19 | NSCLC | erlotinib | LRIG3 | -1056.45690237991 | -1056.88409260765 | -1055.66121519901 | 0.00103251667928629 | 0.0010068627815718 | 0.0884175553658376 |
20 | 20 | NSCLC | erlotinib | MAP2K1 | -1071.68194130544 | -1071.29075751224 | -1068.17723885636 | 0.000111334072289267 | 0.00448554462381667 | 0.100142717667455 |
21 | 21 | NSCLC | erlotinib | MAP2K2 | -1006.26981817572 | -1013.84763891702 | -1005.23525813813 | 0.00129763617852205 | 0.0101507933687375 | 0.132298747666267 |
22 | 22 | NSCLC | erlotinib | NFE2L2 | -1108.74597092918 | -1108.74597079169 | -1097.38586395048 | 0.000581928369501371 | -0.000539753040098123 | 0.0625066748133566 |
23 | 23 | NSCLC | erlotinib | NRG1 | -382.427471917458 | -383.112462360289 | -382.407652690864 | 0.000106179429680915 | 0.000441525106653518 | 0.185939975365461 |
24 | 24 | NSCLC | erlotinib | PIK3CB | -622.550731763264 | -622.550731731834 | -618.983745670388 | 0.000766126160634419 | -0.00035534845843932 | 0.1345113687999 |
25 | 25 | NSCLC | erlotinib | PTPN13 | -1061.14159169494 | -1061.14159163291 | -1061.06976484761 | 0.000548698632534922 | -0.000573020006192859 | 0.146137317675847 |
26 | 26 | NSCLC | erlotinib | RET | -684.143461244104 | -684.143461159456 | -683.653344583856 | 0.000690733560477974 | -0.000430825701919435 | 0.115229483928267 |
27 | 27 | NSCLC | erlotinib | ROS1 | -671.331399579728 | -671.331399534135 | -670.18017035512 | 0.000106055651563933 | -0.00101615979486169 | 0.124086723991478 |
28 | 28 | NSCLC | erlotinib | SDC4 | -311.697580141749 | -311.697580119704 | -310.770377531423 | 0.000146964331729295 | -0.000975205168915361 | 0.213206055003677 |
29 | 29 | NSCLC | erlotinib | SLC34A2 | -707.054652969608 | -707.950983245381 | -704.795847867591 | 0.000177130044258909 | 0.00320153381306187 | 0.139471871898732 |
30 | 30 | NSCLC | erlotinib | SMARCA4 | -627.505561471773 | -626.08086856251 | -626.899908902484 | 0.00010867985531319 | 0.00269076169190108 | 0.117949166046824 |
31 | 31 | NSCLC | erlotinib | SOX2 | -815.964008127816 | -816.359179179634 | -814.773709519523 | 0.00309171337104237 | 0.00300730351005885 | 0.133549100537215 |
32 | 32 | NSCLC | erlotinib | STK11 | -346.82583238011 | -347.468634726922 | -340.682842115489 | 0.00253650733242425 | 0.00289149557992585 | 0.137950284810891 |
33 | 33 | NSCLC | erlotinib | TFG | -778.932058004731 | -778.932057956369 | -778.876142477255 | 0.000193898466124145 | -0.00092821839530477 | 0.115333776050621 |
34 | 34 | NSCLC | erlotinib | TPM3 | -272.951148024755 | -272.951148002929 | -264.168394951401 | 0.000316172390354807 | -0.000805807216384125 | 0.161844142317593 |
35 | 35 | NSCLC | erlotinib | TPR | -445.070490686882 | -445.070490624557 | -444.161996578979 | 0.00386176135530581 | 0.00274376108099006 | 0.147220937761464 |
36 | 36 | NSCLC | docetaxel | AKT1 | -328.373193170575 | -372.165076189795 | -325.895590566413 | 7.66206583133157e-05 | 0.0487728929453515 | 0.141916084407981 |
37 | 37 | NSCLC | docetaxel | ALK | -344.762126775366 | -344.940631573457 | -335.934500607907 | 0.00099839485322679 | 0.000496337459862883 | 0.0685147578002985 |
38 | 38 | NSCLC | docetaxel | BAP1 | -511.140508812768 | -511.126430359444 | -505.324068228066 | 0.000710889099208876 | -0.000384130364502022 | 0.157121948830013 |
39 | 39 | NSCLC | docetaxel | BRAF | -583.678678969759 | -584.639108051681 | -582.238894723031 | 0.00540163060602954 | 0.0111037790206513 | 0.138079625070569 |
40 | 40 | NSCLC | docetaxel | CCDC6 | -597.780657367112 | -597.7806573147 | -595.728943266433 | 0.00816189468801935 | 0.00707315908962192 | 0.116560049963726 |
41 | 41 | NSCLC | docetaxel | CD74 | -1038.60950224036 | -1038.60950216253 | -1036.94254522018 | 0.00017174713647906 | -0.000925759199397191 | 0.1163816752731 |
42 | 42 | NSCLC | docetaxel | DDR2 | -692.031166572519 | -692.031166513951 | -689.791015373796 | 0.00185615181219879 | 0.000760494619072793 | 0.143117859986913 |
43 | 43 | NSCLC | docetaxel | DROSHA | 95.1520609025508 | 95.1520609299625 | 103.553645313672 | 0.00562990317864333 | 0.00453838830362607 | 0.210689403247514 |
44 | 44 | NSCLC | docetaxel | EGFR | 1176.61629821384 | 1176.61629821475 | 1193.34383020235 | 1.2613773015211e-07 | -0.00109756854225251 | 0.213948357304915 |
45 | 45 | NSCLC | docetaxel | EML4 | -1193.13830838392 | -1190.55382528332 | -1189.39205163493 | 0.000161147696110064 | 0.00306008526457535 | 0.0710185576008329 |
46 | 46 | NSCLC | docetaxel | ERBB2 | 1501.30296804236 | 1501.30296804897 | 1525.52555070375 | 0.000758137247844821 | -0.000338725392839301 | 0.106237758112466 |
47 | 47 | NSCLC | docetaxel | ERBB4 | -1424.9658447239 | -1424.96584461977 | -1420.07129166624 | 0.00147337257071546 | 0.000377295178645487 | 0.0716457413573064 |
48 | 48 | NSCLC | docetaxel | EZR | -807.073788395334 | -807.116603170494 | -806.856331659803 | 0.00382303336009667 | 0.00299659983009726 | 0.140487261783386 |
49 | 49 | NSCLC | docetaxel | FGFR2 | -715.723862132423 | -715.723862049892 | -715.718377431718 | 1.14456690027432e-05 | -0.00108623661268625 | 0.12190838549803 |
50 | 50 | NSCLC | docetaxel | HIP1 | -429.826256967405 | -429.826256908091 | -427.053979218659 | 0.00166581728872564 | 0.000569950979575129 | 0.15103846222542 |
51 | 51 | NSCLC | docetaxel | KDR | -465.875756218392 | -465.374323878519 | -461.067687543957 | 0.00066762834601753 | 0.00419508890194176 | 0.134410584999079 |
52 | 52 | NSCLC | docetaxel | KEAP1 | -609.31611103425 | -609.474611092465 | -608.142366549829 | 0.000145088198467415 | -0.00039145329991408 | 0.119452492535205 |
53 | 53 | NSCLC | docetaxel | KIF5B | -367.07184223154 | -367.071842173558 | -366.341132012537 | 6.0984826143915e-05 | -0.00103664310246021 | 0.147696095275622 |
54 | 54 | NSCLC | docetaxel | LRIG3 | -912.835107118645 | -912.835107034187 | -912.039512875727 | 0.000861307183821477 | -0.000235442222343396 | 0.0894373944204422 |
55 | 55 | NSCLC | docetaxel | MAP2K1 | -1098.56516765058 | -1096.06520059187 | -1094.70512799069 | 0.000149655065142383 | 0.00143798638531956 | 0.100155951743295 |
56 | 56 | NSCLC | docetaxel | MAP2K2 | -1043.46751681447 | -1044.5462938943 | -1042.52939989138 | 0.000107694838185656 | 0.00175959412666149 | 0.12723826266387 |
57 | 57 | NSCLC | docetaxel | NFE2L2 | -1123.19782074531 | -1123.19782062359 | -1109.96948271736 | 0.000113232870475054 | -0.000984337561246162 | 0.0643574454382292 |
58 | 58 | NSCLC | docetaxel | NRG1 | -394.219158689636 | -394.5114415549 | -394.181807649515 | 0.0010580297894914 | 0.00100239237686106 | 0.185286920351702 |
59 | 59 | NSCLC | docetaxel | PIK3CB | -615.033165067976 | -615.033165021212 | -611.3824448852 | 0.000754879206396967 | -0.000341987028661395 | 0.139484087707453 |
60 | 60 | NSCLC | docetaxel | PTPN13 | -1104.41077391478 | -1108.25165076989 | -1104.37011045183 | 0.00641460430469932 | 0.0143089411509304 | 0.141857534111712 |
61 | 61 | NSCLC | docetaxel | RET | -678.357788589394 | -678.35778852951 | -677.27723211434 | 0.00723823343441268 | 0.00614848394296963 | 0.115919693380097 |
62 | 62 | NSCLC | docetaxel | ROS1 | -695.282619373075 | -695.28261932138 | -694.85920086612 | 0.000379805696474797 | -0.000717472260292729 | 0.124498629049965 |
63 | 63 | NSCLC | docetaxel | SDC4 | -323.570029903764 | -323.588463569052 | -322.650578667777 | 0.000798279221361733 | -9.92568517701464e-05 | 0.215969842125316 |
64 | 64 | NSCLC | docetaxel | SLC34A2 | -748.09108383315 | -748.1941255173 | -746.805726710378 | 0.00447277220022806 | 0.00789867452844428 | 0.141347560932982 |
65 | 65 | NSCLC | docetaxel | SMARCA4 | -669.371589539944 | -669.382239599428 | -669.253505186293 | 0.000775328295671109 | -0.000172283278015772 | 0.115969680883721 |
66 | 66 | NSCLC | docetaxel | SOX2 | -851.335277304788 | -851.401388740828 | -850.23217597371 | 0.00354640031699897 | 0.00285456188160316 | 0.131589374874984 |
67 | 67 | NSCLC | docetaxel | STK11 | -362.962237538125 | -359.785941584932 | -356.802981788028 | 0.00073075587793404 | 0.00279835610390944 | 0.133799959851071 |
68 | 68 | NSCLC | docetaxel | TFG | -803.497536032474 | -803.497535982427 | -803.492783463241 | 0.000309290650543973 | -0.000788064708417302 | 0.117775808729484 |
69 | 69 | NSCLC | docetaxel | TPM3 | -322.856635997995 | -322.891531984963 | -314.009722002769 | 1.02759687263764e-05 | -0.000836470051861271 | 0.160937328228522 |
70 | 70 | NSCLC | docetaxel | TPR | -451.219705380095 | -451.219705351079 | -450.727466547199 | 0.000128817892324859 | -0.000968735561266421 | 0.141153843568379 |
71 | 71 | NSCLC | etoposide | AKT1 | -172.923427418795 | -176.162062145983 | -171.666140236302 | 0.00323518360956957 | 0.0108951420983769 | 0.139934139257733 |
72 | 72 | NSCLC | etoposide | ALK | -180.545413826781 | -180.966472256612 | -176.468287038755 | 0.000988823711579589 | 0.000875739960156663 | 0.0660706134665542 |
73 | 73 | NSCLC | etoposide | BAP1 | -259.97709495121 | -261.891407112426 | -256.816424137419 | 0.00253321354503048 | 0.0148242970917656 | 0.158383126776207 |
74 | 74 | NSCLC | etoposide | BRAF | -299.537252999001 | -299.63363811739 | -298.605895264648 | 0.00687344967990931 | 0.00553130999919238 | 0.140240007882189 |
75 | 75 | NSCLC | etoposide | CCDC6 | -244.773217545469 | -245.823259751314 | -243.944054589997 | 0.000275416506013228 | 0.00311286194484484 | 0.11693512208103 |
76 | 76 | NSCLC | etoposide | CD74 | -522.61249177586 | -525.422290113707 | -521.723507924444 | 0.00360155939779787 | 0.00956886981179861 | 0.116962028388311 |
77 | 77 | NSCLC | etoposide | DDR2 | -357.807635988232 | -359.218486732784 | -356.485511189715 | 0.0139013085754961 | 0.0205865638046229 | 0.143026362482601 |
78 | 78 | NSCLC | etoposide | DROSHA | 49.015740542159 | 45.6128493347249 | 52.9503097284091 | 0.000422892591891569 | 0.0163414926963266 | 0.217541602207678 |
79 | 79 | NSCLC | etoposide | EGFR | 601.963806018179 | 599.209613567091 | 610.625931522983 | 0.000395550649806572 | 0.00698313069690515 | 0.212572293962714 |
80 | 80 | NSCLC | etoposide | EML4 | -607.875570063497 | -608.04765150148 | -605.602888489246 | 0.00273996390840447 | 0.00170600910208141 | 0.071551362844512 |
81 | 81 | NSCLC | etoposide | ERBB2 | 824.579266433816 | 824.579266436627 | 838.770511023316 | 0.00112580484410307 | -0.00102694126487402 | 0.107591932863069 |
82 | 82 | NSCLC | etoposide | ERBB4 | -720.050772536735 | -720.050772473493 | -718.045441636543 | 0.00218333716847191 | 3.28701660173847e-05 | 0.0726319666172775 |
83 | 83 | NSCLC | etoposide | EZR | -418.129063108981 | -421.535914449707 | -417.893460886883 | 0.0135717957325015 | 0.0208191414021456 | 0.137620492243274 |
84 | 84 | NSCLC | etoposide | FGFR2 | -361.084736852386 | -361.408188958631 | -360.386688552782 | 0.00112306406915347 | 0.00802060319922104 | 0.123019333087861 |
85 | 85 | NSCLC | etoposide | HIP1 | -217.167051529123 | -217.167051511976 | -215.83534389049 | 0.000591649035166641 | -0.00156224824198503 | 0.151190244173737 |
86 | 86 | NSCLC | etoposide | KDR | -211.059668870677 | -211.05966885552 | -208.293347773389 | 0.00475978538810247 | 0.00261487112366554 | 0.136845000300103 |
87 | 87 | NSCLC | etoposide | KEAP1 | -309.915735718239 | -310.211201325624 | -308.994772042577 | 0.00365097169818071 | 0.00308525237683244 | 0.119441604786987 |
88 | 88 | NSCLC | etoposide | KIF5B | -180.474967917346 | -180.474967893697 | -180.086511182458 | 0.00572875658724107 | 0.00358593064819812 | 0.145729843292336 |
89 | 89 | NSCLC | etoposide | LRIG3 | -404.173608341491 | -399.107067162664 | -403.287872349301 | 0.000421325216162504 | 0.00294870269563408 | 0.0887655544049108 |
90 | 90 | NSCLC | etoposide | MAP2K1 | -555.90784465136 | -555.907844623104 | -553.774802753353 | 0.00122451587650673 | -0.0009280174990276 | 0.0996931435440413 |
91 | 91 | NSCLC | etoposide | MAP2K2 | -535.573578947962 | -548.569539676329 | -535.120004524014 | 0.000701687146552856 | 0.0374820036610202 | 0.128399375540957 |
92 | 92 | NSCLC | etoposide | NFE2L2 | -557.796308907539 | -558.169088347451 | -551.803019455874 | 0.000132368991286588 | -0.00013875441795097 | 0.0671469644921946 |
93 | 93 | NSCLC | etoposide | NRG1 | -194.511194290848 | -193.300644634158 | -194.486033575847 | 0.007021335067556 | 0.0175162393918712 | 0.192058550270149 |
94 | 94 | NSCLC | etoposide | PIK3CB | -299.972018084212 | -299.972018069042 | -297.644137485366 | 0.000869876807391166 | -0.0012834208818695 | 0.133622801637354 |
95 | 95 | NSCLC | etoposide | PTPN13 | -547.213382336698 | -549.710862125604 | -547.1419122009 | 0.00237861063886946 | 0.0095224584319018 | 0.144818753220844 |
96 | 96 | NSCLC | etoposide | RET | -353.651377360675 | -352.915545350756 | -353.089332855157 | 0.00116561389958197 | 0.00752748288438787 | 0.112059166571373 |
97 | 97 | NSCLC | etoposide | ROS1 | -349.390127282619 | -349.390127265244 | -349.069604584203 | 0.00108012892225345 | -0.00107271564268596 | 0.123830028927858 |
98 | 98 | NSCLC | etoposide | SDC4 | -157.733189672249 | -161.713491670636 | -156.863774755513 | 0.0194616379350457 | 0.028843004399565 | 0.193176439016231 |
99 | 99 | NSCLC | etoposide | SLC34A2 | -387.513628064482 | -387.513628027578 | -386.69916978131 | 0.0227854338019365 | 0.0206793679155571 | 0.136272702703833 |
100 | 100 | NSCLC | etoposide | SMARCA4 | -342.39278451774 | -345.497521250756 | -342.224444501882 | 0.00341164210216027 | 0.0189680185064837 | 0.115595176596107 |