id case1 case2 case3 case4 case5 case6 case7 case8 case9 case10 case11 case12 case13 case14 case15 case16 control1 control2 control3 control4 control5 aDCs 0.623887839 0.480943246 0.636534185 0.764577295 0.618856219 0.71267489 0.630348558 0.790345854 0.756043245 0.68203108 0.704471995 0.648091297 0.650894749 0.717873404 0.602928084 0.672495061 0.727356127 0.809943548 0.753675316 0.664939515 0.854851402 APC_co_inhibition 0.777660904 0.768714498 0.817358621 0.660185272 0.683914441 0.623984067 0.612076353 0.628718054 0.624210204 0.592342019 0.526564195 0.666957523 0.473153068 0.657858877 0.660024055 0.649748011 0.656341915 0.679782283 0.651070303 0.591316607 0.626823992 APC_co_stimulation 0.422212511 0.407088271 0.333602877 0.285336164 0.275931957 0.376158581 0.344183086 0.399283121 0.405238416 0.331292029 0.225570449 0.361429044 0.179472235 0.372914916 0.337021842 0.341365547 0.301359261 0.310629936 0.435754012 0.399356314 0.307659799 B_cells 0.339012665 0.365083723 0.304649466 0.421231303 0.311360253 0.344838005 0.293409411 0.370829953 0.436098273 0.427400734 0.595032319 0.364298569 0.514236032 0.523595646 0.325282054 0.347950638 0.198245839 0.2523059 0.364518825 0.219069807 0.345228382 CCR 0.575467448 0.564582695 0.569409476 0.560613744 0.560584447 0.536085314 0.558569843 0.557537778 0.553746374 0.553865088 0.547868388 0.539940305 0.500671087 0.547017519 0.544118147 0.54419094 0.517480991 0.576475163 0.586428972 0.5357706 0.556980354 CD8+_T_cells 0.252646188 0.313091548 0.388396856 0.444596515 0.254098665 0.561185669 0.551185928 0.610513998 0.600179071 0.385212581 0.593196012 0.458786091 0.379737863 0.313706057 0.478338657 0.358453499 0.846224369 0.769514665 0.618167431 0.73924131 0.708063745 Check-point 0.513334241 0.502504305 0.508105798 0.459979369 0.470843964 0.472520925 0.463210589 0.504795932 0.490975933 0.451189784 0.46951034 0.507412146 0.417054337 0.45138686 0.470956936 0.468718416 0.387435927 0.502706596 0.489512193 0.426679721 0.427631497 Cytolytic_activity 0.543525756 0.52905408 0.473563978 0.635569929 0.645854158 0.589985903 0.654724967 0.778330017 0.771643626 0.458205179 0.363809267 0.579632464 0.423768942 0.452356118 0.569441432 0.50974201 0.185259249 0.330797725 0.587673142 0.191537256 0.295828834 DCs 0.274477341 0.099385304 0.197749307 0.257610733 0.33895473 0.240988198 0.411605636 0.37532557 0.353368265 0.449112367 0.692419566 0.339480064 0.477522221 0.377449108 0.456144781 0.304806065 0.18293077 0.497223905 0.243592154 0.094358952 0.489468339 HLA 0.809198186 0.769274675 0.778147622 0.798778507 0.753681783 0.790849491 0.779610243 0.802351802 0.815318674 0.746621673 0.758094654 0.815159416 0.781402203 0.769930832 0.796724997 0.782638383 0.607633543 0.827798776 0.763601676 0.639487781 0.712916967 Inflammation-promoting 0.61532967 0.627618657 0.61206385 0.618032942 0.562496864 0.535820984 0.527696273 0.655086807 0.647418653 0.487645077 0.530618688 0.612498579 0.490517627 0.557916467 0.538213514 0.559223793 0.350753793 0.582930908 0.562287981 0.348912025 0.408318626 Macrophages 0.569411223 0.455167249 0.489654081 0.473828309 0.628127721 0.632205162 0.626325193 0.624058614 0.620996306 0.579991635 0.4541007 0.563412887 0.451984876 0.556233097 0.563574142 0.53212108 0.456057687 0.414549594 0.364326663 0.420705493 0.330135762 Mast_cells 0.432233965 0.244592872 0.44199811 0.534273753 0.515912577 0.397558905 0.394247837 0.267059721 0.182310484 0.460196481 0.201067192 0.233471275 0.12405382 0.198788438 0.339863334 0.241003333 0.478442101 0.346907624 0.182583665 0 0.511963702 MHC_class_I 0.995237299 1 0.996860909 0.997629836 0.932504865 0.958043564 0.941466788 0.965394558 0.955784996 0.952112594 0.959307359 0.980417927 0.948552035 0.951284537 0.95002264 0.96591068 0.939763074 0.927372158 0.9374164 0.952430382 0.848444766 Neutrophils 0.728591631 0.698975409 0.738270736 0.684477693 0.706240266 0.701473111 0.707868796 0.737196328 0.753896919 0.70746712 0.608672856 0.711050985 0.59816716 0.72909064 0.687955371 0.726009005 0.568653612 0.680836345 0.775598431 0.65786527 0.711782531 NK_cells 0.038575556 0.20594005 0.230910767 0.301087244 0.119641681 0.040252546 0.085484992 0.110616665 0.036341819 0.076678166 0.402078516 0.095039076 0.256012894 0.157112206 0.147814919 0.168500443 0.114744218 0.094611639 0.288979411 0.016173646 0.109751736 Parainflammation 0.812143756 0.807571744 0.807796791 0.766260602 0.737732347 0.714011746 0.716842907 0.762233188 0.757864774 0.698940102 0.593065322 0.761384381 0.647557882 0.771799556 0.762613011 0.74442093 0.674481145 0.77137359 0.694317844 0.783735557 0.711178982 pDCs 0.61053214 0.598993325 0.613342191 0.653574742 0.474741869 0.460017901 0.512095429 0.589565627 0.613899285 0.463129788 0.425853406 0.501774602 0.564904628 0.464556535 0.505575517 0.472288957 0.485055731 0.54018234 0.46818343 0.44101676 0.431505204 T_cell_co-inhibition 0.520014381 0.497389771 0.509416315 0.498313942 0.547449162 0.536614378 0.543493842 0.531167096 0.495205174 0.463145601 0.579487949 0.542514359 0.480621167 0.502181529 0.523808201 0.535697892 0.440346214 0.589623195 0.514836227 0.43396936 0.458700643 T_cell_co-stimulation 0.358831354 0.334624772 0.312434571 0.293273707 0.287027481 0.359420805 0.341680355 0.461504074 0.492416643 0.341162924 0.34854321 0.421993488 0.283522348 0.331744494 0.325278156 0.342614373 0.139796307 0.249902474 0.401181545 0.250910822 0.200300473 T_helper_cells 0.855088658 0.763582652 0.762968143 0.755202981 0.902070679 0.937991534 0.899221591 0.9083275 0.945700832 0.905031496 0.594257436 0.92681864 0.858161204 0.83475399 0.828329575 0.84799387 0.870116201 0.9083275 0.79765998 0.77067744 0.794196383 Tfh 0.029067961 0.132789319 0.078577662 0.182575044 0.32995978 0.171427382 0.161486537 0.23745832 0.303604497 0.462949519 0.423755113 0.348600629 0.269700436 0.279290673 0.243547304 0.275037029 0.027822023 0.240183486 0.02801756 0.220618303 0.211013156 Th1_cells 0.367047566 0.341964781 0.34869588 0.24483749 0.354475222 0.4453615 0.460883757 0.490425716 0.507618591 0.323439279 0.477791257 0.517435223 0.357995541 0.37722634 0.402881923 0.47510134 0.119780302 0.289650613 0.159627353 0.291348887 0.178254432 Th2_cells 0.618118823 0.560864655 0.550038304 0.572044806 0.608197777 0.610998601 0.581880326 0.626545102 0.668749817 0.532385715 0.750555735 0.582843368 0.616486319 0.558465343 0.537644325 0.556488973 0.510483848 0.605919964 0.727993029 0.518545351 0.609939993 TIL 0.633636314 0.608516968 0.624269562 0.622585205 0.599976424 0.640593568 0.647092108 0.703946494 0.713760499 0.62183603 0.536276733 0.673389646 0.564237689 0.649349432 0.612139485 0.636407858 0.480558594 0.588141737 0.674177848 0.501108545 0.561605104 Treg 0.691038939 0.691739178 0.691735475 0.657879278 0.680234233 0.668818777 0.678455968 0.67225202 0.653813638 0.643400102 0.686507127 0.654577457 0.696419195 0.671552537 0.650777136 0.664415041 0.810865184 0.792990333 0.76458724 0.772598549 0.839297213 Type_I_IFN_Reponse 0.857927314 0.90503662 0.89815798 0.790962659 0.673882611 0.64751641 0.653800619 0.763057912 0.789501846 0.73222679 0.544259789 0.746382269 0.658688069 0.760524691 0.738609078 0.738650993 0.640852534 0.702468379 0.67295948 0.877193914 0.614237187 Type_II_IFN_Reponse 0.691458964 0.602656273 0.605801223 0.669622964 0.541329342 0.610231046 0.618383811 0.672888099 0.686201164 0.56257324 0.564987428 0.630173364 0.701906082 0.695178048 0.652717966 0.704531032 0.599180171 0.525338578 0.507346613 0.55956057 0.666696125