Download results/gene_emergent_text.csv from Pathstudy/fourmodal-pathology-bind: direct link, hf CLI and curl.
- Browser
- Download file 73.6 kB
-
https://huggingface.co/Pathstudy/fourmodal-pathology-bind/resolve/main/results/gene_emergent_text.csv
- Command line
-
hf download hf://Pathstudy/fourmodal-pathology-bind/results/gene_emergent_text.csv
-
curl -L -o gene_emergent_text.csv https://huggingface.co/Pathstudy/fourmodal-pathology-bind/resolve/main/results/gene_emergent_text.csv
73.6 kB
| text_enc,modality,concept,gallery,fold,spearman,auroc | |
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| imagebind,gene (fm-scgpt),vessels,all,3,0.07344355111514318,0.5813779249526725 | |
| imagebind,gene (fm-scgpt),vessels,all,4,-0.15641930375158394,0.44442179132040627 | |
| imagebind,gene (fm-scgpt),vessels,bowel,0,-0.11382805762172814,0.4888906692303584 | |
| imagebind,gene (fm-scgpt),vessels,bowel,1,-0.09750465965826625,0.4782765458806562 | |
| imagebind,gene (fm-scgpt),vessels,bowel,2,-0.023000606287514515,0.5046296296296297 | |
| imagebind,gene (fm-scgpt),vessels,bowel,3,-0.21759797958908642,0.3683970856102003 | |
| imagebind,gene (fm-scgpt),vessels,bowel,4,-0.17581200701750238,0.5040627362055934 | |
| imagebind,gene (fm-scgpt),macrophage,all,0,0.13267595682007396,0.5790679318960044 | |
| imagebind,gene (fm-scgpt),macrophage,all,1,0.22985313648328376,0.5938536678001507 | |
| imagebind,gene (fm-scgpt),macrophage,all,2,0.2912491196643317,0.6827861750550424 | |
| imagebind,gene (fm-scgpt),macrophage,all,3,0.21579684143177433,0.622573542938869 | |
| imagebind,gene (fm-scgpt),macrophage,all,4,0.22345091405647674,0.6077207756232688 | |
| imagebind,gene (fm-scgpt),macrophage,bowel,0,0.1197985276814648,0.5615052342039204 | |
| imagebind,gene (fm-scgpt),macrophage,bowel,1,0.19043575273926674,0.5008112493239588 | |
| imagebind,gene (fm-scgpt),macrophage,bowel,2,-0.004828298160661487,0.4444444444444444 | |
| imagebind,gene (fm-scgpt),macrophage,bowel,3,0.2207129250958299,0.6002732240437159 | |
| imagebind,gene (fm-scgpt),macrophage,bowel,4,0.017221159114369056,0.5825302343159486 | |
| imagebind,gene (fm-geneformer),immune,all,0,0.13775866538678497,0.5829594616247397 | |
| imagebind,gene (fm-geneformer),immune,all,1,0.1888460721619429, | |
| imagebind,gene (fm-geneformer),immune,all,2,0.37343664369584023, | |
| imagebind,gene (fm-geneformer),immune,all,3,0.129268540379275, | |
| imagebind,gene (fm-geneformer),immune,all,4,0.04008502075274801, | |
| imagebind,gene (fm-geneformer),immune,bowel,0,0.12203011065757406,0.5749646157132937 | |
| imagebind,gene (fm-geneformer),immune,bowel,1,0.3398909904598267,0.7292230034252749 | |
| imagebind,gene (fm-geneformer),immune,bowel,2,0.3066951363645761,0.7222222222222222 | |
| imagebind,gene (fm-geneformer),immune,bowel,3,0.2722982075698861,0.6742258652094717 | |
| imagebind,gene (fm-geneformer),immune,bowel,4,0.22506959806287874, | |
| imagebind,gene (fm-geneformer),tumor_epith,all,0,0.5326926749713649,0.7373150670298563 | |
| imagebind,gene (fm-geneformer),tumor_epith,all,1,0.24802550394292425,0.6852193083966839 | |
| imagebind,gene (fm-geneformer),tumor_epith,all,2,-0.03174104946561556,0.5162901244458686 | |
| imagebind,gene (fm-geneformer),tumor_epith,all,3,0.20438010033943027,0.6036841199475392 | |
| imagebind,gene (fm-geneformer),tumor_epith,all,4,0.007869184170303549,0.49898873499538327 | |
| imagebind,gene (fm-geneformer),tumor_epith,bowel,0,0.37464316269506365,0.6039697163916039 | |
| imagebind,gene (fm-geneformer),tumor_epith,bowel,1,0.3938880613595098,0.7883540652605012 | |
| imagebind,gene (fm-geneformer),tumor_epith,bowel,2,0.22927807486631016,0.5 | |
| imagebind,gene (fm-geneformer),tumor_epith,bowel,3,0.19326245530645203,0.6186703096539162 | |
| imagebind,gene (fm-geneformer),tumor_epith,bowel,4,0.22795917386756473,0.5921674225245653 | |
| imagebind,gene (fm-geneformer),stroma,all,0,0.3448360130734675,0.7660735162337471 | |
| imagebind,gene (fm-geneformer),stroma,all,1,0.30163268502051926,0.7188024829829028 | |
| imagebind,gene (fm-geneformer),stroma,all,2,0.23281843733387572,0.6326933005750504 | |
| imagebind,gene (fm-geneformer),stroma,all,3,0.4758746178099664,0.8439708736135592 | |
| imagebind,gene (fm-geneformer),stroma,all,4,0.49489332471917813,0.8301665743305633 | |
| imagebind,gene (fm-geneformer),stroma,bowel,0,0.39462989570928414,0.7928984404208728 | |
| imagebind,gene (fm-geneformer),stroma,bowel,1,0.4203328366397689,0.8018748873264828 | |
| imagebind,gene (fm-geneformer),stroma,bowel,2,0.7017083818251949,0.75 | |
| imagebind,gene (fm-geneformer),stroma,bowel,3,0.6078487507955176,0.8079234972677596 | |
| imagebind,gene (fm-geneformer),stroma,bowel,4,0.6685193133727216,0.813869992441421 | |
| imagebind,gene (fm-geneformer),proliferation,all,0,0.10459226446794426,0.5637169375752936 | |
| imagebind,gene (fm-geneformer),proliferation,all,1,0.24153385824379422, | |
| imagebind,gene (fm-geneformer),proliferation,all,2,0.03547171902350048, | |
| imagebind,gene (fm-geneformer),proliferation,all,3,0.17939894913907348, | |
| imagebind,gene (fm-geneformer),proliferation,all,4,0.05750183536374784, | |
| imagebind,gene (fm-geneformer),proliferation,bowel,0,0.08230510057114668,0.5568518666880307 | |
| imagebind,gene (fm-geneformer),proliferation,bowel,1,0.23388634137075806, | |
| imagebind,gene (fm-geneformer),proliferation,bowel,2,0.07132361789941298,0.6666666666666667 | |
| imagebind,gene (fm-geneformer),proliferation,bowel,3,0.518597379176852,0.8462659380692168 | |
| imagebind,gene (fm-geneformer),proliferation,bowel,4,0.1125679807960578,0.6311413454270597 | |
| imagebind,gene (fm-geneformer),vessels,all,0,0.010149371465882998,0.5679511830369065 | |
| imagebind,gene (fm-geneformer),vessels,all,1,0.031672546267233634,0.5829223711774585 | |
| imagebind,gene (fm-geneformer),vessels,all,2,0.06784665764177039,0.5964307120772431 | |
| imagebind,gene (fm-geneformer),vessels,all,3,0.1151377567442574,0.597036028176871 | |
| imagebind,gene (fm-geneformer),vessels,all,4,-0.1892771421449347,0.4239024930747922 | |
| imagebind,gene (fm-geneformer),vessels,bowel,0,-0.054181352807891464,0.5154121935587246 | |
| imagebind,gene (fm-geneformer),vessels,bowel,1,-0.23926370775460862,0.48386515233459526 | |
| imagebind,gene (fm-geneformer),vessels,bowel,2,-0.17031401322421463,0.3657407407407407 | |
| imagebind,gene (fm-geneformer),vessels,bowel,3,-0.21893047747637373,0.35045537340619304 | |
| imagebind,gene (fm-geneformer),vessels,bowel,4,-0.21634932019584785,0.48020597127739983 | |
| imagebind,gene (fm-geneformer),macrophage,all,0,0.09199831955742455,0.5266665479772354 | |
| imagebind,gene (fm-geneformer),macrophage,all,1,0.33070785699080374,0.6437492211006071 | |
| imagebind,gene (fm-geneformer),macrophage,all,2,0.334297285914455,0.7044202911451749 | |
| imagebind,gene (fm-geneformer),macrophage,all,3,0.23643437459235525,0.613763819900657 | |
| imagebind,gene (fm-geneformer),macrophage,all,4,0.1639133738404421,0.5857684210526316 | |
| imagebind,gene (fm-geneformer),macrophage,bowel,0,0.05816247082993648,0.5108823372322812 | |
| imagebind,gene (fm-geneformer),macrophage,bowel,1,0.4280741122158172,0.6489994591671173 | |
| imagebind,gene (fm-geneformer),macrophage,bowel,2,-0.12070745401653715,0.375 | |
| imagebind,gene (fm-geneformer),macrophage,bowel,3,0.299169194168733,0.6284153005464481 | |
| imagebind,gene (fm-geneformer),macrophage,bowel,4,0.02810932128621295,0.5616496598639455 | |
| pathgenclip,he (UNI2),immune,all,0,0.07706714431577108,0.5535956963212211 | |
| pathgenclip,he (UNI2),immune,all,1,-0.032538279210087534, | |
| pathgenclip,he (UNI2),immune,all,2,-0.16276014713605083, | |
| pathgenclip,he (UNI2),immune,all,3,0.10170785323936427, | |
| pathgenclip,he (UNI2),immune,all,4,-0.039101970486506585, | |
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| pathgenclip,he (UNI2),immune,bowel,1,0.2301431937418006,0.6535063998557779 | |
| pathgenclip,he (UNI2),immune,bowel,2,0.0029817582702111566,0.4907407407407407 | |
| pathgenclip,he (UNI2),immune,bowel,3,0.25400977491941656,0.6465391621129326 | |
| pathgenclip,he (UNI2),immune,bowel,4,0.180047284967806, | |
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| pathgenclip,he (UNI2),tumor_epith,all,1,0.33379938501959794,0.7081960986783932 | |
| pathgenclip,he (UNI2),tumor_epith,all,2,0.19075548982046783,0.5548389681140843 | |
| pathgenclip,he (UNI2),tumor_epith,all,3,0.03994191476658789,0.521059955966221 | |
| pathgenclip,he (UNI2),tumor_epith,all,4,0.26560321530586156,0.6727874422899354 | |
| pathgenclip,he (UNI2),tumor_epith,bowel,0,0.17282977274083952,0.553083106339796 | |
| pathgenclip,he (UNI2),tumor_epith,bowel,1,0.4919376961740771,0.6688299981972237 | |
| pathgenclip,he (UNI2),tumor_epith,bowel,2,0.35895721925133695,0.5787037037037037 | |
| pathgenclip,he (UNI2),tumor_epith,bowel,3,0.3381437047426049,0.5280510018214936 | |
| pathgenclip,he (UNI2),tumor_epith,bowel,4,0.5506390536924876,0.7331821617535904 | |
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| pathgenclip,he (UNI2),stroma,all,3,0.08407277211541263,0.5487012408980042 | |
| pathgenclip,he (UNI2),stroma,all,4,0.10405756444160874,0.5326951061865189 | |
| pathgenclip,he (UNI2),stroma,bowel,0,0.24283985865964813,0.6672174598087913 | |
| pathgenclip,he (UNI2),stroma,bowel,1,0.07379263363849,0.5931133946277267 | |
| pathgenclip,he (UNI2),stroma,bowel,2,-0.15835308425730785,0.4814814814814815 | |
| pathgenclip,he (UNI2),stroma,bowel,3,-0.16074301796989723,0.30591985428051005 | |
| pathgenclip,he (UNI2),stroma,bowel,4,0.3210431948683351,0.6978930461073318 | |
| pathgenclip,he (UNI2),proliferation,all,0,0.2452295403878445,0.6391633581987692 | |
| pathgenclip,he (UNI2),proliferation,all,1,0.07909635738030231, | |
| pathgenclip,he (UNI2),proliferation,all,2,0.009832997979092947, | |
| pathgenclip,he (UNI2),proliferation,all,3,0.10039949643015127, | |
| pathgenclip,he (UNI2),proliferation,all,4,0.09232287913106586, | |
| pathgenclip,he (UNI2),proliferation,bowel,0,0.1645833542281584,0.5782526838647652 | |
| pathgenclip,he (UNI2),proliferation,bowel,1,0.17683589422638138, | |
| pathgenclip,he (UNI2),proliferation,bowel,2,0.0854397506086718,0.45833333333333326 | |
| pathgenclip,he (UNI2),proliferation,bowel,3,0.35882633734030805,0.6681238615664845 | |
| pathgenclip,he (UNI2),proliferation,bowel,4,0.24132479020125305,0.6426209372637944 | |
| pathgenclip,he (UNI2),vessels,all,0,0.05625593086998379,0.5875201030224263 | |
| pathgenclip,he (UNI2),vessels,all,1,-0.015704423712462754,0.46860071094969347 | |
| pathgenclip,he (UNI2),vessels,all,2,-0.04558312501630145,0.5018960636650109 | |
| pathgenclip,he (UNI2),vessels,all,3,-0.06696221352416533,0.47318360661574893 | |
| pathgenclip,he (UNI2),vessels,all,4,0.0655727319985924,0.5684299168975069 | |
| pathgenclip,he (UNI2),vessels,bowel,0,0.018517701950747707,0.5454187363136249 | |
| pathgenclip,he (UNI2),vessels,bowel,1,0.07789318453757096,0.47124571840634577 | |
| pathgenclip,he (UNI2),vessels,bowel,2,-0.42113014845473007,0.22685185185185186 | |
| pathgenclip,he (UNI2),vessels,bowel,3,0.2980534498069443,0.6973588342440801 | |
| pathgenclip,he (UNI2),vessels,bowel,4,0.185021344050801,0.6822562358276644 | |
| pathgenclip,he (UNI2),macrophage,all,0,-0.031947044115012084,0.45782222696979946 | |
| pathgenclip,he (UNI2),macrophage,all,1,-0.05413172424054761,0.45519919053807856 | |
| pathgenclip,he (UNI2),macrophage,all,2,-0.11051748979055681,0.42975366008533766 | |
| pathgenclip,he (UNI2),macrophage,all,3,0.08942868373565352,0.5733218798032129 | |
| pathgenclip,he (UNI2),macrophage,all,4,-0.03321081699704613,0.48199298245614036 | |
| pathgenclip,he (UNI2),macrophage,bowel,0,-0.050616413485280926,0.4477714575655611 | |
| pathgenclip,he (UNI2),macrophage,bowel,1,0.3305755367535793,0.569316747791599 | |
| pathgenclip,he (UNI2),macrophage,bowel,2,-0.37143407993088723,0.3564814814814815 | |
| pathgenclip,he (UNI2),macrophage,bowel,3,0.15317073899616604,0.5872495446265938 | |
| pathgenclip,he (UNI2),macrophage,bowel,4,-0.05645184881801116,0.46712018140589573 | |
| pathgenclip,gene (mlp),immune,all,0,0.10457326161689955,0.5720949278071534 | |
| pathgenclip,gene (mlp),immune,all,1,0.0856535168413644, | |
| pathgenclip,gene (mlp),immune,all,2,0.25017734659130353, | |
| pathgenclip,gene (mlp),immune,all,3,0.15712564474598673, | |
| pathgenclip,gene (mlp),immune,all,4,0.0026888795665341958, | |
| pathgenclip,gene (mlp),immune,bowel,0,0.05182008502394523,0.5422207979490468 | |
| pathgenclip,gene (mlp),immune,bowel,1,0.310090328091678,0.7133585722011898 | |
| pathgenclip,gene (mlp),immune,bowel,2,0.3959349017373243,0.7546296296296295 | |
| pathgenclip,gene (mlp),immune,bowel,3,0.3262409813515747,0.704007285974499 | |
| pathgenclip,gene (mlp),immune,bowel,4,0.18387831019321932, | |
| pathgenclip,gene (mlp),tumor_epith,all,0,0.6357978589770804,0.7934017577904775 | |
| pathgenclip,gene (mlp),tumor_epith,all,1,0.167578919356639,0.6038814411270749 | |
| pathgenclip,gene (mlp),tumor_epith,all,2,0.24182779917264444,0.6212575738693348 | |
| pathgenclip,gene (mlp),tumor_epith,all,3,0.250688593740804,0.6743785124653575 | |
| pathgenclip,gene (mlp),tumor_epith,all,4,0.06176077733669543,0.5549296398891967 | |
| pathgenclip,gene (mlp),tumor_epith,bowel,0,0.5086093557585122,0.6980151418041981 | |
| pathgenclip,gene (mlp),tumor_epith,bowel,1,0.6680136197122719,0.841716243014242 | |
| pathgenclip,gene (mlp),tumor_epith,bowel,2,0.15407754010695188,0.46759259259259256 | |
| pathgenclip,gene (mlp),tumor_epith,bowel,3,0.26803652769631714,0.5607468123861565 | |
| pathgenclip,gene (mlp),tumor_epith,bowel,4,0.42040161147404564,0.7115457294028722 | |
| pathgenclip,gene (mlp),stroma,all,0,0.3182580152144463,0.6399467084453465 | |
| pathgenclip,gene (mlp),stroma,all,1,0.163216535311282,0.5937053060110262 | |
| pathgenclip,gene (mlp),stroma,all,2,-0.07772586978234163,0.4365679170598254 | |
| pathgenclip,gene (mlp),stroma,all,3,0.1582559355236119,0.5876298907463784 | |
| pathgenclip,gene (mlp),stroma,all,4,0.08726503010725857,0.5337573407202216 | |
| pathgenclip,gene (mlp),stroma,bowel,0,0.32447853978491614,0.6322304117929819 | |
| pathgenclip,gene (mlp),stroma,bowel,1,0.23513473818370279,0.5848206237605913 | |
| pathgenclip,gene (mlp),stroma,bowel,2,0.29963215731562476,0.7222222222222222 | |
| pathgenclip,gene (mlp),stroma,bowel,3,0.30201017747689407,0.6368852459016394 | |
| pathgenclip,gene (mlp),stroma,bowel,4,0.4066562812606831,0.6938303099017384 | |
| pathgenclip,gene (mlp),proliferation,all,0,0.22200688849888725,0.6266193689282938 | |
| pathgenclip,gene (mlp),proliferation,all,1,0.22185596355531648, | |
| pathgenclip,gene (mlp),proliferation,all,2,0.28325981992572163, | |
| pathgenclip,gene (mlp),proliferation,all,3,0.30792563153267305, | |
| pathgenclip,gene (mlp),proliferation,all,4,0.10921865851488612, | |
| pathgenclip,gene (mlp),proliferation,bowel,0,0.21792357544992336,0.5817109971692571 | |
| pathgenclip,gene (mlp),proliferation,bowel,1,0.6465873769908647, | |
| pathgenclip,gene (mlp),proliferation,bowel,2,-0.1508197336831337,0.3472222222222222 | |
| pathgenclip,gene (mlp),proliferation,bowel,3,0.24628256349709238,0.6155737704918033 | |
| pathgenclip,gene (mlp),proliferation,bowel,4,0.29514203031780134,0.6889172335600908 | |
| pathgenclip,gene (mlp),vessels,all,0,0.027954625104871112,0.5193597298628544 | |
| pathgenclip,gene (mlp),vessels,all,1,-0.09679377366293776,0.4923148593233516 | |
| pathgenclip,gene (mlp),vessels,all,2,0.12033326797510152,0.5634884604200419 | |
| pathgenclip,gene (mlp),vessels,all,3,0.04695125961052681,0.5167856528215445 | |
| pathgenclip,gene (mlp),vessels,all,4,-0.028882422239187053,0.5022670360110804 | |
| pathgenclip,gene (mlp),vessels,bowel,0,0.02379865172447735,0.4946756662927949 | |
| pathgenclip,gene (mlp),vessels,bowel,1,0.04700603904300741,0.49035514692626647 | |
| pathgenclip,gene (mlp),vessels,bowel,2,0.05841423819051305,0.5277777777777778 | |
| pathgenclip,gene (mlp),vessels,bowel,3,0.1418030281915229,0.5983606557377049 | |
| pathgenclip,gene (mlp),vessels,bowel,4,-0.024967176751270127,0.4822845804988662 | |
| pathgenclip,gene (mlp),macrophage,all,0,0.07724400776216445,0.5069967419751109 | |
| pathgenclip,gene (mlp),macrophage,all,1,0.06306983929028812,0.5563418730379154 | |
| pathgenclip,gene (mlp),macrophage,all,2,0.08679944941849795,0.5551445933996807 | |
| pathgenclip,gene (mlp),macrophage,all,3,-0.07192883572126402,0.4437367587103206 | |
| pathgenclip,gene (mlp),macrophage,all,4,-0.04820129220732587,0.4650164358264081 | |
| pathgenclip,gene (mlp),macrophage,bowel,0,0.06535974001557711,0.5005307643005928 | |
| pathgenclip,gene (mlp),macrophage,bowel,1,-0.00974409026116203,0.5658914728682171 | |
| pathgenclip,gene (mlp),macrophage,bowel,2,-0.18002654570466398,0.4074074074074074 | |
| pathgenclip,gene (mlp),macrophage,bowel,3,-0.027793855116751386,0.5141165755919854 | |
| pathgenclip,gene (mlp),macrophage,bowel,4,-0.002562016173605399,0.48072562358276644 | |
| pathgenclip,gene (fm-scgpt),immune,all,0,0.1445103757769317,0.593237966375284 | |
| pathgenclip,gene (fm-scgpt),immune,all,1,-0.07896890680002089, | |
| pathgenclip,gene (fm-scgpt),immune,all,2,0.2574367228333935, | |
| pathgenclip,gene (fm-scgpt),immune,all,3,0.1587775601297681, | |
| pathgenclip,gene (fm-scgpt),immune,all,4,0.0540092845553278, | |
| pathgenclip,gene (fm-scgpt),immune,bowel,0,0.14344629914337365,0.588754473107942 | |
| pathgenclip,gene (fm-scgpt),immune,bowel,1,0.4519461678310172,0.8043987741121327 | |
| pathgenclip,gene (fm-scgpt),immune,bowel,2,0.15143072358000945,0.6064814814814815 | |
| pathgenclip,gene (fm-scgpt),immune,bowel,3,0.3173906805913196,0.7000910746812385 | |
| pathgenclip,gene (fm-scgpt),immune,bowel,4,0.22447823906877243, | |
| pathgenclip,gene (fm-scgpt),tumor_epith,all,0,0.7286599529645147,0.8293097616122772 | |
| pathgenclip,gene (fm-scgpt),tumor_epith,all,1,0.3376751030277039,0.713477778371225 | |
| pathgenclip,gene (fm-scgpt),tumor_epith,all,2,0.25411592918637416,0.6557175666292795 | |
| pathgenclip,gene (fm-scgpt),tumor_epith,all,3,-0.001361300129465943,0.5098230340579324 | |
| pathgenclip,gene (fm-scgpt),tumor_epith,all,4,0.3992626664977051,0.7126648199445984 | |
| pathgenclip,gene (fm-scgpt),tumor_epith,bowel,0,0.5667931779438711,0.7059398867702825 | |
| pathgenclip,gene (fm-scgpt),tumor_epith,bowel,1,0.5225331013539675,0.7355327203893997 | |
| pathgenclip,gene (fm-scgpt),tumor_epith,bowel,2,0.6169786096256685,0.75 | |
| pathgenclip,gene (fm-scgpt),tumor_epith,bowel,3,0.4752353631083187,0.6648451730418944 | |
| pathgenclip,gene (fm-scgpt),tumor_epith,bowel,4,0.7858586354677923,0.8828420256991686 | |
| pathgenclip,gene (fm-scgpt),stroma,all,0,0.18981783123730053,0.6314455779285133 | |
| pathgenclip,gene (fm-scgpt),stroma,all,1,0.07772329136473019,0.5378812156171553 | |
| pathgenclip,gene (fm-scgpt),stroma,all,2,0.10950819639465112,0.5423580326039867 | |
| pathgenclip,gene (fm-scgpt),stroma,all,3,0.3035355962198418,0.713701804672803 | |
| pathgenclip,gene (fm-scgpt),stroma,all,4,0.11027738642601607,0.5668343490304709 | |
| pathgenclip,gene (fm-scgpt),stroma,bowel,0,0.26754847913197893,0.6875166907012766 | |
| pathgenclip,gene (fm-scgpt),stroma,bowel,1,-0.08664101176828848,0.3814674598882279 | |
| pathgenclip,gene (fm-scgpt),stroma,bowel,2,0.5403422367680651,0.7361111111111109 | |
| pathgenclip,gene (fm-scgpt),stroma,bowel,3,0.16218982807166182,0.5376138433515483 | |
| pathgenclip,gene (fm-scgpt),stroma,bowel,4,0.3263300973848951,0.5438869992441421 | |
| pathgenclip,gene (fm-scgpt),proliferation,all,0,0.11771889009740706,0.5571964369432724 | |
| pathgenclip,gene (fm-scgpt),proliferation,all,1,0.19214676044322862, | |
| pathgenclip,gene (fm-scgpt),proliferation,all,2,0.216647601152892, | |
| pathgenclip,gene (fm-scgpt),proliferation,all,3,0.39108149112281015, | |
| pathgenclip,gene (fm-scgpt),proliferation,all,4,0.13484094371123656, | |
| pathgenclip,gene (fm-scgpt),proliferation,bowel,0,0.04946564302786437,0.5116801527532981 | |
| pathgenclip,gene (fm-scgpt),proliferation,bowel,1,0.7014478478252383, | |
| pathgenclip,gene (fm-scgpt),proliferation,bowel,2,-0.1028991779069656,0.46759259259259256 | |
| pathgenclip,gene (fm-scgpt),proliferation,bowel,3,0.4967556247609217,0.7781420765027323 | |
| pathgenclip,gene (fm-scgpt),proliferation,bowel,4,0.39937047728163166,0.6792328042328043 | |
| pathgenclip,gene (fm-scgpt),vessels,all,0,-0.039478507351045945,0.5037031102565472 | |
| pathgenclip,gene (fm-scgpt),vessels,all,1,-0.04241751247746442,0.5168242268867169 | |
| pathgenclip,gene (fm-scgpt),vessels,all,2,0.06313954293731083,0.522659296052983 | |
| pathgenclip,gene (fm-scgpt),vessels,all,3,0.1590444773682246,0.5985982778163519 | |
| pathgenclip,gene (fm-scgpt),vessels,all,4,0.07382993568168786,0.5695704524469067 | |
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| pathgenclip,gene (fm-scgpt),vessels,bowel,1,0.5358508188628148,0.7330088336037498 | |
| pathgenclip,gene (fm-scgpt),vessels,bowel,2,0.5361331798923026,0.6851851851851852 | |
| pathgenclip,gene (fm-scgpt),vessels,bowel,3,0.15734221020694067,0.6060109289617486 | |
| pathgenclip,gene (fm-scgpt),vessels,bowel,4,-0.10575084651293408,0.4328231292517007 | |
| pathgenclip,gene (fm-scgpt),macrophage,all,0,0.11495446854982001,0.6020595583566262 | |
| pathgenclip,gene (fm-scgpt),macrophage,all,1,0.05376241336824831,0.5148035393188414 | |
| pathgenclip,gene (fm-scgpt),macrophage,all,2,0.016754903351404532,0.5086420742165014 | |
| pathgenclip,gene (fm-scgpt),macrophage,all,3,0.05786477298927684,0.5255048751683906 | |
| pathgenclip,gene (fm-scgpt),macrophage,all,4,0.0648110291587995,0.5418031394275162 | |
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| pathgenclip,gene (fm-geneformer),immune,all,1,0.12799586368912869, | |
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| pathgenclip,gene (fm-geneformer),immune,all,3,0.13542268538590993, | |
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| pathgenclip,gene (fm-geneformer),immune,bowel,1,0.4137391889686575,0.7760951865873444 | |
| pathgenclip,gene (fm-geneformer),immune,bowel,2,0.14142053510144342,0.6388888888888888 | |
| pathgenclip,gene (fm-geneformer),immune,bowel,3,0.21404890878925112,0.631511839708561 | |
| pathgenclip,gene (fm-geneformer),immune,bowel,4,0.15634169225844102, | |
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| pathgenclip,gene (fm-geneformer),tumor_epith,bowel,3,0.2869098880312105,0.6255009107468124 | |
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| pathgenclip,gene (fm-geneformer),stroma,bowel,4,0.397459457479885,0.6554705215419501 | |
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| pathgenclip,gene (fm-geneformer),proliferation,all,4,0.17661124591575414, | |
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| pathgenclip,gene (fm-geneformer),proliferation,bowel,4,0.5288329027329743,0.7367252456538171 | |
| pathgenclip,gene (fm-geneformer),vessels,all,0,0.016861495164861753,0.5706587856884284 | |
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| pathgenclip,gene (fm-geneformer),vessels,all,3,0.0061774903209671555,0.5101108559288338 | |
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| pathgenclip,gene (fm-geneformer),vessels,bowel,3,0.19574125315482832,0.647632058287796 | |
| pathgenclip,gene (fm-geneformer),vessels,bowel,4,0.04506033571169641,0.5649565381708238 | |
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| plip,he (UNI2),immune,all,0,0.11850644049052413,0.5708130819491178 | |
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| plip,he (UNI2),immune,bowel,4,0.19563681612764336, | |
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| plip,gene (mlp),immune,bowel,4,0.26858707965313344, | |
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| plip,gene (mlp),stroma,all,0,0.4535570646731327,0.7592815135276281 | |
| plip,gene (mlp),stroma,all,1,0.08886935256732133,0.5845780887440879 | |
| plip,gene (mlp),stroma,all,2,-0.2944326684143656,0.39755618460954145 | |
| plip,gene (mlp),stroma,all,3,0.2712046399367332,0.689146444954809 | |
| plip,gene (mlp),stroma,all,4,0.2180687069289934,0.6526094182825485 | |
| plip,gene (mlp),stroma,bowel,0,0.5037124923166882,0.766680686855739 | |
| plip,gene (mlp),stroma,bowel,1,0.45322215718043435,0.7869118442401298 | |
| plip,gene (mlp),stroma,bowel,2,0.5386683141014975,0.6851851851851851 | |
| plip,gene (mlp),stroma,bowel,3,0.49294295447544195,0.7212204007285974 | |
| plip,gene (mlp),stroma,bowel,4,0.5218792314181991,0.7427721088435375 | |
| plip,gene (mlp),proliferation,all,0,0.0768740180621099,0.5516847964772977 | |
| plip,gene (mlp),proliferation,all,1,0.19012021727606668, | |
| plip,gene (mlp),proliferation,all,2,0.3288735090956652, | |
| plip,gene (mlp),proliferation,all,3,0.18266838967485327, | |
| plip,gene (mlp),proliferation,all,4,0.016508903955011964, | |
| plip,gene (mlp),proliferation,bowel,0,0.010854871164029776,0.5178957699086685 | |
| plip,gene (mlp),proliferation,bowel,1,0.6420869756738081, | |
| plip,gene (mlp),proliferation,bowel,2,0.0950981571992173,0.5231481481481481 | |
| plip,gene (mlp),proliferation,bowel,3,-0.2305561728550376,0.3848816029143898 | |
| plip,gene (mlp),proliferation,bowel,4,-0.11234542457220029,0.4431689342403629 | |
| plip,gene (mlp),vessels,all,0,0.09673873664753792,0.6343786904995045 | |
| plip,gene (mlp),vessels,all,1,-0.08679445649375868,0.5354629184544262 | |
| plip,gene (mlp),vessels,all,2,0.020207496963656816,0.5499252256582813 | |
| plip,gene (mlp),vessels,all,3,0.07356543152340836,0.5917083563294107 | |
| plip,gene (mlp),vessels,all,4,-0.09463507226538409,0.4950825484764543 | |
| plip,gene (mlp),vessels,bowel,0,0.1831112805550413,0.6455362388506116 | |
| plip,gene (mlp),vessels,bowel,1,-0.3673771667479801,0.4245538128718226 | |
| plip,gene (mlp),vessels,bowel,2,-0.20116403276857933,0.5324074074074074 | |
| plip,gene (mlp),vessels,bowel,3,-0.0637288606496559,0.4749544626593807 | |
| plip,gene (mlp),vessels,bowel,4,0.04809360769726725,0.6447467876039303 | |
| plip,gene (mlp),macrophage,all,0,-0.01531242086395439,0.5284142498531218 | |
| plip,gene (mlp),macrophage,all,1,0.10998167712386576,0.5304067486810637 | |
| plip,gene (mlp),macrophage,all,2,-0.044288694995132605,0.4690606324959794 | |
| plip,gene (mlp),macrophage,all,3,0.1686182648913032,0.614333529170895 | |
| plip,gene (mlp),macrophage,all,4,0.016569766938403195,0.5058156971375808 | |
| plip,gene (mlp),macrophage,bowel,0,-0.14200643226340093,0.4870580302301981 | |
| plip,gene (mlp),macrophage,bowel,1,-0.04511065515579129,0.4757526590950063 | |
| plip,gene (mlp),macrophage,bowel,2,0.24451881399349956,0.7407407407407407 | |
| plip,gene (mlp),macrophage,bowel,3,-0.0487151921227775,0.4825136612021858 | |
| plip,gene (mlp),macrophage,bowel,4,0.018761556295808078,0.4842687074829932 | |
| plip,gene (fm-scgpt),immune,all,0,0.18728296328414468,0.6106912472478888 | |
| plip,gene (fm-scgpt),immune,all,1,0.14252600591689818, | |
| plip,gene (fm-scgpt),immune,all,2,0.2507356007922325, | |
| plip,gene (fm-scgpt),immune,all,3,0.26903997206828056, | |
| plip,gene (fm-scgpt),immune,all,4,0.10289161988547522, | |
| plip,gene (fm-scgpt),immune,bowel,0,0.2126481378378255,0.6465410190674571 | |
| plip,gene (fm-scgpt),immune,bowel,1,0.4442128373606457,0.7878132323778619 | |
| plip,gene (fm-scgpt),immune,bowel,2,0.042596546717302244,0.5 | |
| plip,gene (fm-scgpt),immune,bowel,3,0.4061192882491518,0.7391621129326048 | |
| plip,gene (fm-scgpt),immune,bowel,4,0.19692963044471273, | |
| plip,gene (fm-scgpt),tumor_epith,all,0,0.7164030313071366,0.7989015293133223 | |
| plip,gene (fm-scgpt),tumor_epith,all,1,0.390557339214059,0.7314992848961763 | |
| plip,gene (fm-scgpt),tumor_epith,all,2,-0.020436350112559468,0.5076658536440624 | |
| plip,gene (fm-scgpt),tumor_epith,all,3,0.3836223342044819,0.7025954411389438 | |
| plip,gene (fm-scgpt),tumor_epith,all,4,0.3972617129893712,0.8011287165281624 | |
| plip,gene (fm-scgpt),tumor_epith,bowel,0,0.47047095109279763,0.6332418682903381 | |
| plip,gene (fm-scgpt),tumor_epith,bowel,1,0.11731066470989786,0.435370470524608 | |
| plip,gene (fm-scgpt),tumor_epith,bowel,2,0.5290775401069518,0.75 | |
| plip,gene (fm-scgpt),tumor_epith,bowel,3,0.35655920689019893,0.685063752276867 | |
| plip,gene (fm-scgpt),tumor_epith,bowel,4,0.7489197263889245,0.9038643235071805 | |
| plip,gene (fm-scgpt),stroma,all,0,0.4825832333588259,0.7622710035784863 | |
| plip,gene (fm-scgpt),stroma,all,1,0.24625259438520222,0.6298462378417513 | |
| plip,gene (fm-scgpt),stroma,all,2,-0.13249243873276634,0.44955254084400054 | |
| plip,gene (fm-scgpt),stroma,all,3,0.45077846461393994,0.7928179541502727 | |
| plip,gene (fm-scgpt),stroma,all,4,0.30385196915320045,0.73683324099723 | |
| plip,gene (fm-scgpt),stroma,bowel,0,0.5095863293122708,0.7866160604603962 | |
| plip,gene (fm-scgpt),stroma,bowel,1,0.19875345331695593,0.6300703082747432 | |
| plip,gene (fm-scgpt),stroma,bowel,2,0.4432547221071365,0.6157407407407407 | |
| plip,gene (fm-scgpt),stroma,bowel,3,0.555543157805219,0.792167577413479 | |
| plip,gene (fm-scgpt),stroma,bowel,4,0.5437914426598572,0.6970427059712774 | |
| plip,gene (fm-scgpt),proliferation,all,0,0.008421008640853994,0.4957375657984535 | |
| plip,gene (fm-scgpt),proliferation,all,1,0.19816449761916732, | |
| plip,gene (fm-scgpt),proliferation,all,2,0.19093948670384914, | |
| plip,gene (fm-scgpt),proliferation,all,3,0.19676792283492053, | |
| plip,gene (fm-scgpt),proliferation,all,4,0.11145511167758908, | |
| plip,gene (fm-scgpt),proliferation,bowel,0,-0.036527855509391256,0.4713587566095177 | |
| plip,gene (fm-scgpt),proliferation,bowel,1,0.5237265774620984, | |
| plip,gene (fm-scgpt),proliferation,bowel,2,-0.08506827343211235,0.38425925925925924 | |
| plip,gene (fm-scgpt),proliferation,bowel,3,-0.06715029632558774,0.4631147540983606 | |
| plip,gene (fm-scgpt),proliferation,bowel,4,0.17035995199813506,0.5629724111866969 | |
| plip,gene (fm-scgpt),vessels,all,0,0.14286689600940816,0.678931735773588 | |
| plip,gene (fm-scgpt),vessels,all,1,0.05941476353045695,0.6045653889749387 | |
| plip,gene (fm-scgpt),vessels,all,2,-0.11036991629699978,0.48617713210727154 | |
| plip,gene (fm-scgpt),vessels,all,3,0.17913137680048968,0.6574222435863198 | |
| plip,gene (fm-scgpt),vessels,all,4,0.021852145515211897,0.5524343490304708 | |
| plip,gene (fm-scgpt),vessels,bowel,0,0.12362628733690105,0.6451289857394648 | |
| plip,gene (fm-scgpt),vessels,bowel,1,-0.07759363105167767,0.5902289525869839 | |
| plip,gene (fm-scgpt),vessels,bowel,2,-0.1719569136733228,0.5 | |
| plip,gene (fm-scgpt),vessels,bowel,3,-0.21157218773185774,0.3693078324225866 | |
| plip,gene (fm-scgpt),vessels,bowel,4,0.016028343581828804,0.567838246409675 | |
| plip,gene (fm-scgpt),macrophage,all,0,0.03799080544312349,0.5569382874301958 | |
| plip,gene (fm-scgpt),macrophage,all,1,0.07068400239897896,0.5228981585334734 | |
| plip,gene (fm-scgpt),macrophage,all,2,-0.02574110547508575,0.49107900561994455 | |
| plip,gene (fm-scgpt),macrophage,all,3,0.2950063247573806,0.6770252867833384 | |
| plip,gene (fm-scgpt),macrophage,all,4,0.07934570863637531,0.5218585410895661 | |
| plip,gene (fm-scgpt),macrophage,bowel,0,-0.12360821178103867,0.501829300859905 | |
| plip,gene (fm-scgpt),macrophage,bowel,1,0.1638774050298687,0.5529114836848746 | |
| plip,gene (fm-scgpt),macrophage,bowel,2,0.06104348388836307,0.49537037037037035 | |
| plip,gene (fm-scgpt),macrophage,bowel,3,0.018648239213430708,0.5458105646630236 | |
| plip,gene (fm-scgpt),macrophage,bowel,4,0.010496232568036033,0.5624055177626606 | |
| plip,gene (fm-geneformer),immune,all,0,0.23122888679790835,0.6608820405087029 | |
| plip,gene (fm-geneformer),immune,all,1,0.28119872553869557, | |
| plip,gene (fm-geneformer),immune,all,2,0.4550160431994047, | |
| plip,gene (fm-geneformer),immune,all,3,0.25297678521798916, | |
| plip,gene (fm-geneformer),immune,all,4,0.15515790469333932, | |
| plip,gene (fm-geneformer),immune,bowel,0,0.22920724821971525,0.6665765368797735 | |
| plip,gene (fm-geneformer),immune,bowel,1,0.4780303850585871,0.8107084910762574 | |
| plip,gene (fm-geneformer),immune,bowel,2,0.2785814155311566,0.7129629629629629 | |
| plip,gene (fm-geneformer),immune,bowel,3,0.34548159451705973,0.6940801457194901 | |
| plip,gene (fm-geneformer),immune,bowel,4,0.12012327025258455, | |
| plip,gene (fm-geneformer),tumor_epith,all,0,0.7407127412648704,0.824982048223516 | |
| plip,gene (fm-geneformer),tumor_epith,all,1,0.24959853531765197,0.6789599245135217 | |
| plip,gene (fm-geneformer),tumor_epith,all,2,0.3500959630233673,0.6644071166183008 | |
| plip,gene (fm-geneformer),tumor_epith,all,3,0.34011623424486054,0.6659663990219991 | |
| plip,gene (fm-geneformer),tumor_epith,all,4,0.42089731594639523,0.7842836565096952 | |
| plip,gene (fm-geneformer),tumor_epith,bowel,0,0.5657364777167723,0.6906011322971746 | |
| plip,gene (fm-geneformer),tumor_epith,bowel,1,0.54508236662597,0.7169641247521183 | |
| plip,gene (fm-geneformer),tumor_epith,bowel,2,0.35394385026737973,0.6157407407407407 | |
| plip,gene (fm-geneformer),tumor_epith,bowel,3,0.28704878882960466,0.6903460837887068 | |
| plip,gene (fm-geneformer),tumor_epith,bowel,4,0.5907313867768905,0.7974773242630386 | |
| plip,gene (fm-geneformer),stroma,all,0,0.46131050780569216,0.7766606135056704 | |
| plip,gene (fm-geneformer),stroma,all,1,0.139358459509199,0.6382731874640222 | |
| plip,gene (fm-geneformer),stroma,all,2,-0.20376163411481388,0.4255787593393746 | |
| plip,gene (fm-geneformer),stroma,all,3,0.33115717448818754,0.7629786893126101 | |
| plip,gene (fm-geneformer),stroma,all,4,0.4265043503952249,0.78161108033241 | |
| plip,gene (fm-geneformer),stroma,bowel,0,0.45271715745455754,0.7738042781605511 | |
| plip,gene (fm-geneformer),stroma,bowel,1,0.46829757162334995,0.7995312781683793 | |
| plip,gene (fm-geneformer),stroma,bowel,2,0.6036165135643256,0.6944444444444444 | |
| plip,gene (fm-geneformer),stroma,bowel,3,0.5438461683241672,0.7759562841530054 | |
| plip,gene (fm-geneformer),stroma,bowel,4,0.6521676212777295,0.7938869992441421 | |
| plip,gene (fm-geneformer),proliferation,all,0,0.18302849272950308,0.6064762888188622 | |
| plip,gene (fm-geneformer),proliferation,all,1,0.262113815556595, | |
| plip,gene (fm-geneformer),proliferation,all,2,0.3147140694669914, | |
| plip,gene (fm-geneformer),proliferation,all,3,0.18008884278843101, | |
| plip,gene (fm-geneformer),proliferation,all,4,0.23246112726206983, | |
| plip,gene (fm-geneformer),proliferation,bowel,0,0.14943767254798437,0.5584708647118517 | |
| plip,gene (fm-geneformer),proliferation,bowel,1,0.6273484351074865, | |
| plip,gene (fm-geneformer),proliferation,bowel,2,-0.10104179202416838,0.39814814814814814 | |
| plip,gene (fm-geneformer),proliferation,bowel,3,-0.08911996581376273,0.47012750455373403 | |
| plip,gene (fm-geneformer),proliferation,bowel,4,0.5430071018072541,0.7849584278155706 | |
| plip,gene (fm-geneformer),vessels,all,0,0.0871222873719579,0.6819642507432925 | |
| plip,gene (fm-geneformer),vessels,all,1,-0.0642860193885752,0.5623638780584783 | |
| plip,gene (fm-geneformer),vessels,all,2,-0.14864604400222733,0.46569727073652734 | |
| plip,gene (fm-geneformer),vessels,all,3,0.16292335840886787,0.6614458153073759 | |
| plip,gene (fm-geneformer),vessels,all,4,-0.028181995938548962,0.5416288088642659 | |
| plip,gene (fm-geneformer),vessels,bowel,0,0.1505852359576311,0.7043075361854403 | |
| plip,gene (fm-geneformer),vessels,bowel,1,-0.24781953851319793,0.4609698936361997 | |
| plip,gene (fm-geneformer),vessels,bowel,2,0.2170454037766251,0.7453703703703703 | |
| plip,gene (fm-geneformer),vessels,bowel,3,-0.012553956909866031,0.49927140255009106 | |
| plip,gene (fm-geneformer),vessels,bowel,4,-0.0294605098361489,0.6160714285714286 | |
| plip,gene (fm-geneformer),macrophage,all,0,0.026084253763731646,0.5401719216412374 | |
| plip,gene (fm-geneformer),macrophage,all,1,0.22445315655719622,0.5796139032799824 | |
| plip,gene (fm-geneformer),macrophage,all,2,0.207728695329338,0.6239013809515331 | |
| plip,gene (fm-geneformer),macrophage,all,3,0.22708986171146392,0.6529328158474128 | |
| plip,gene (fm-geneformer),macrophage,all,4,0.023957081817482996,0.4902264081255771 | |
| plip,gene (fm-geneformer),macrophage,bowel,0,-0.05736562346891764,0.5313017411739572 | |
| plip,gene (fm-geneformer),macrophage,bowel,1,0.18036397582686844,0.4930593113394628 | |
| plip,gene (fm-geneformer),macrophage,bowel,2,0.29590570156053964,0.712962962962963 | |
| plip,gene (fm-geneformer),macrophage,bowel,3,-0.2502642006398143,0.40546448087431697 | |
| plip,gene (fm-geneformer),macrophage,bowel,4,0.09751728947192721,0.543886999244142 | |