cell_type,Status,Study_ID,n_cells,total,cell_proportion Secretory ciliated cells,RPRA,RPRA11,1206,7584,0.15901898734177214 Secretory ciliated cells,RPRA,RPRA12,1,3296,0.00030339805825242716 Secretory ciliated cells,RPRA,RPRA13,231,3427,0.06740589436825212 Secretory ciliated cells,RPRA,RPRA03,28,11796,0.002373685995252628 Secretory ciliated cells,RPRA,RPRA15,11,10096,0.001089540412044374 Secretory ciliated cells,Healthy,HV07,57,5043,0.011302795954788817 Secretory ciliated cells,Healthy,HV08,71,7713,0.00920523791002204 Secretory ciliated cells,Healthy,HV09,30,3365,0.008915304606240713 Secretory ciliated cells,Healthy,HV11,118,6428,0.01835718730553827 Secretory ciliated cells,Healthy,HV12,1157,8797,0.13152210981016255 Secretory ciliated cells,Healthy,HV13,452,3515,0.12859174964438122 Secretory cells,RPRA,RPRA11,1396,7584,0.1840717299578059 Secretory cells,RPRA,RPRA12,52,3296,0.015776699029126214 Secretory cells,RPRA,RPRA13,344,3427,0.10037934053107675 Secretory cells,RPRA,RPRA03,345,11796,0.029247202441505596 Secretory cells,RPRA,RPRA15,517,10096,0.05120839936608558 Secretory cells,Healthy,HV07,1117,5043,0.2214951417806861 Secretory cells,Healthy,HV08,1370,7713,0.1776221962919746 Secretory cells,Healthy,HV09,342,3365,0.10163447251114413 Secretory cells,Healthy,HV11,548,6428,0.08525202240199128 Secretory cells,Healthy,HV12,1646,8797,0.18710924178697283 Secretory cells,Healthy,HV13,489,3515,0.1391180654338549 Ciliated cells,RPRA,RPRA11,3538,7584,0.4665084388185654 Ciliated cells,RPRA,RPRA12,1,3296,0.00030339805825242716 Ciliated cells,RPRA,RPRA13,1581,3427,0.46133644587102424 Ciliated cells,RPRA,RPRA03,29,11796,0.002458460495083079 Ciliated cells,RPRA,RPRA15,21,10096,0.0020800316957210775 Ciliated cells,Healthy,HV07,146,5043,0.02895102121752925 Ciliated cells,Healthy,HV08,374,7713,0.04848956307532737 Ciliated cells,Healthy,HV09,88,3365,0.026151560178306093 Ciliated cells,Healthy,HV11,117,6428,0.01820161792159303 Ciliated cells,Healthy,HV12,1895,8797,0.21541434579970445 Ciliated cells,Healthy,HV13,543,3515,0.15448079658605973 Mucous cells,RPRA,RPRA11,453,7584,0.05973101265822785 Mucous cells,RPRA,RPRA13,61,3427,0.01779982491975489 Mucous cells,RPRA,RPRA03,20,11796,0.00169548999660902 Mucous cells,RPRA,RPRA15,5,10096,0.0004952456418383518 Mucous cells,Healthy,HV07,19,5043,0.003767598651596272 Mucous cells,Healthy,HV08,57,7713,0.007390120575651498 Mucous cells,Healthy,HV09,37,3365,0.01099554234769688 Mucous cells,Healthy,HV11,71,6428,0.01104542626011201 Mucous cells,Healthy,HV12,643,8797,0.07309309992042742 Mucous cells,Healthy,HV13,25,3515,0.007112375533428165 Ionocytes,RPRA,RPRA11,40,7584,0.005274261603375527 Ionocytes,RPRA,RPRA13,49,3427,0.014298220017508025 Ionocytes,RPRA,RPRA03,3,11796,0.000254323499491353 Ionocytes,RPRA,RPRA15,1,10096,9.904912836767037e-05 Ionocytes,Healthy,HV07,3,5043,0.000594883997620464 Ionocytes,Healthy,HV08,7,7713,0.0009075586671852716 Ionocytes,Healthy,HV09,1,3365,0.00029717682020802375 Ionocytes,Healthy,HV12,57,8797,0.0064794816414686825 Ionocytes,Healthy,HV13,9,3515,0.0025604551920341396 Suprabasal cells,RPRA,RPRA11,776,7584,0.10232067510548523 Suprabasal cells,RPRA,RPRA12,350,3296,0.10618932038834951 Suprabasal cells,RPRA,RPRA13,550,3427,0.16049022468631455 Suprabasal cells,RPRA,RPRA03,5943,11796,0.5038148524923703 Suprabasal cells,RPRA,RPRA15,4611,10096,0.45671553090332806 Suprabasal cells,Healthy,HV07,2048,5043,0.40610747570890343 Suprabasal cells,Healthy,HV08,4451,7713,0.5770776610916635 Suprabasal cells,Healthy,HV09,655,3365,0.19465081723625557 Suprabasal cells,Healthy,HV11,2002,6428,0.31144990665836964 Suprabasal cells,Healthy,HV12,2257,8797,0.2565647379788564 Suprabasal cells,Healthy,HV13,937,3515,0.2665718349928876 Basal cells,RPRA,RPRA11,68,7584,0.008966244725738396 Basal cells,RPRA,RPRA12,21,3296,0.006371359223300971 Basal cells,RPRA,RPRA13,71,3427,0.02071782900496061 Basal cells,RPRA,RPRA03,1177,11796,0.09977958630044083 Basal cells,RPRA,RPRA15,2362,10096,0.2339540412044374 Basal cells,Healthy,HV07,315,5043,0.062462819750148724 Basal cells,Healthy,HV08,377,7713,0.04887851678983534 Basal cells,Healthy,HV09,37,3365,0.01099554234769688 Basal cells,Healthy,HV11,1009,6428,0.15696950840074672 Basal cells,Healthy,HV12,234,8797,0.026599977264976697 Basal cells,Healthy,HV13,81,3515,0.023044096728307255 Deuterosomal cells,RPRA,RPRA11,30,7584,0.003955696202531646 Deuterosomal cells,RPRA,RPRA13,3,3427,0.0008754012255617158 Deuterosomal cells,RPRA,RPRA03,15,11796,0.001271617497456765 Deuterosomal cells,RPRA,RPRA15,2,10096,0.00019809825673534074 Deuterosomal cells,Healthy,HV07,5,5043,0.00099147332936744 Deuterosomal cells,Healthy,HV08,18,7713,0.002333722287047841 Deuterosomal cells,Healthy,HV09,3,3365,0.0008915304606240713 Deuterosomal cells,Healthy,HV11,53,6428,0.008245177349097698 Deuterosomal cells,Healthy,HV12,25,8797,0.0028418779129248607 Deuterosomal cells,Healthy,HV13,5,3515,0.001422475106685633 gdT cells,RPRA,RPRA11,3,7584,0.00039556962025316455 gdT cells,RPRA,RPRA12,7,3296,0.00212378640776699 gdT cells,RPRA,RPRA13,3,3427,0.0008754012255617158 gdT cells,RPRA,RPRA03,39,11796,0.003306205493387589 gdT cells,RPRA,RPRA15,13,10096,0.0012876386687797148 gdT cells,Healthy,HV07,8,5043,0.001586357326987904 gdT cells,Healthy,HV08,10,7713,0.0012965123816932453 gdT cells,Healthy,HV09,78,3365,0.023179791976225855 gdT cells,Healthy,HV11,8,6428,0.0012445550715619166 gdT cells,Healthy,HV12,1,8797,0.00011367511651699443 Proliferating basal cells,RPRA,RPRA11,21,7584,0.002768987341772152 Proliferating basal cells,RPRA,RPRA12,90,3296,0.027305825242718445 Proliferating basal cells,RPRA,RPRA13,163,3427,0.04756346658885322 Proliferating basal cells,RPRA,RPRA03,449,11796,0.0380637504238725 Proliferating basal cells,RPRA,RPRA15,861,10096,0.08528129952456419 Proliferating basal cells,Healthy,HV07,74,5043,0.014673805274638112 Proliferating basal cells,Healthy,HV08,185,7713,0.023985479061325036 Proliferating basal cells,Healthy,HV09,346,3365,0.10282317979197622 Proliferating basal cells,Healthy,HV11,1402,6428,0.2181082762912259 Proliferating basal cells,Healthy,HV12,68,8797,0.007729907923155622 Proliferating basal cells,Healthy,HV13,57,3515,0.016216216216216217 Macrophages,RPRA,RPRA11,2,7584,0.00026371308016877635 Macrophages,RPRA,RPRA12,30,3296,0.009101941747572815 Macrophages,RPRA,RPRA13,49,3427,0.014298220017508025 Macrophages,RPRA,RPRA03,54,11796,0.004577822990844354 Macrophages,RPRA,RPRA15,37,10096,0.0036648177496038034 Macrophages,Healthy,HV07,57,5043,0.011302795954788817 Macrophages,Healthy,HV08,10,7713,0.0012965123816932453 Macrophages,Healthy,HV09,291,3365,0.08647845468053492 Macrophages,Healthy,HV11,61,6428,0.009489732420659614 Macrophages,Healthy,HV12,24,8797,0.002728202796407866 Macrophages,Healthy,HV13,15,3515,0.004267425320056899 Squamous cells,RPRA,RPRA11,26,7584,0.003428270042194093 Squamous cells,RPRA,RPRA12,2691,3296,0.8164441747572816 Squamous cells,RPRA,RPRA13,237,3427,0.06915669681937554 Squamous cells,RPRA,RPRA03,3023,11796,0.25627331298745337 Squamous cells,RPRA,RPRA15,1480,10096,0.14659270998415214 Squamous cells,Healthy,HV07,927,5043,0.18381915526472337 Squamous cells,Healthy,HV08,451,7713,0.05847270841436536 Squamous cells,Healthy,HV09,263,3365,0.07815750371471025 Squamous cells,Healthy,HV11,736,6428,0.11449906658369632 Squamous cells,Healthy,HV12,729,8797,0.08286915994088893 Squamous cells,Healthy,HV13,800,3515,0.22759601706970128 CD8 T cells,RPRA,RPRA11,17,7584,0.002241561181434599 CD8 T cells,RPRA,RPRA12,8,3296,0.0024271844660194173 CD8 T cells,RPRA,RPRA13,9,3427,0.0026262036766851473 CD8 T cells,RPRA,RPRA03,276,11796,0.023397761953204477 CD8 T cells,RPRA,RPRA15,35,10096,0.0034667194928684627 CD8 T cells,Healthy,HV07,85,5043,0.01685504659924648 CD8 T cells,Healthy,HV08,168,7713,0.021781408012446518 CD8 T cells,Healthy,HV09,100,3365,0.029717682020802376 CD8 T cells,Healthy,HV11,89,6428,0.013845675171126323 CD8 T cells,Healthy,HV12,19,8797,0.0021598272138228943 CD8 T cells,Healthy,HV13,2,3515,0.0005689900426742532 CD4 T cells,RPRA,RPRA11,6,7584,0.0007911392405063291 CD4 T cells,RPRA,RPRA12,19,3296,0.0057645631067961165 CD4 T cells,RPRA,RPRA13,8,3427,0.0023344032681645753 CD4 T cells,RPRA,RPRA03,187,11796,0.01585283146829434 CD4 T cells,RPRA,RPRA15,32,10096,0.003169572107765452 CD4 T cells,Healthy,HV07,51,5043,0.010113027959547887 CD4 T cells,Healthy,HV08,70,7713,0.009075586671852716 CD4 T cells,Healthy,HV09,96,3365,0.02852897473997028 CD4 T cells,Healthy,HV11,40,6428,0.006222775357809583 CD4 T cells,Healthy,HV12,7,8797,0.000795725815618961 CD4 T cells,Healthy,HV13,1,3515,0.0002844950213371266 pDC,RPRA,RPRA11,1,7584,0.00013185654008438817 pDC,RPRA,RPRA13,5,3427,0.0014590020426028597 pDC,RPRA,RPRA03,3,11796,0.000254323499491353 pDC,RPRA,RPRA15,2,10096,0.00019809825673534074 pDC,Healthy,HV07,5,5043,0.00099147332936744 pDC,Healthy,HV08,11,7713,0.0014261636198625697 pDC,Healthy,HV09,185,3365,0.0549777117384844 pDC,Healthy,HV11,14,6428,0.0021779713752333543 pDC,Healthy,HV12,2,8797,0.00022735023303398886 Mast cells,RPRA,RPRA11,1,7584,0.00013185654008438817 Mast cells,RPRA,RPRA12,1,3296,0.00030339805825242716 Mast cells,RPRA,RPRA13,6,3427,0.0017508024511234317 Mast cells,RPRA,RPRA03,8,11796,0.0006781959986436081 Mast cells,RPRA,RPRA15,3,10096,0.0002971473851030111 Mast cells,Healthy,HV07,31,5043,0.006147134642078128 Mast cells,Healthy,HV08,13,7713,0.0016854660962012187 Mast cells,Healthy,HV09,84,3365,0.024962852897474 Mast cells,Healthy,HV11,5,6428,0.0007778469197261979 Mast cells,Healthy,HV12,1,8797,0.00011367511651699443 Erythrocytes,RPRA,RPRA12,2,3296,0.0006067961165048543 Erythrocytes,RPRA,RPRA03,42,11796,0.003560528992878942 Erythrocytes,Healthy,HV08,12,7713,0.0015558148580318942 Erythrocytes,Healthy,HV09,169,3365,0.05022288261515602 Erythrocytes,Healthy,HV11,47,6428,0.00731176104542626 Monocytes,RPRA,RPRA12,12,3296,0.0036407766990291263 Monocytes,RPRA,RPRA13,9,3427,0.0026262036766851473 Monocytes,RPRA,RPRA03,23,11796,0.001949813496100373 Monocytes,RPRA,RPRA15,26,10096,0.0025752773375594296 Monocytes,Healthy,HV07,6,5043,0.001189767995240928 Monocytes,Healthy,HV08,3,7713,0.00038895371450797355 Monocytes,Healthy,HV09,162,3365,0.048142644873699854 Monocytes,Healthy,HV11,7,6428,0.0010889856876166771 Monocytes,Healthy,HV12,1,8797,0.00011367511651699443 DC2,RPRA,RPRA12,5,3296,0.001516990291262136 DC2,RPRA,RPRA13,14,3427,0.004085205719288007 DC2,RPRA,RPRA03,55,11796,0.004662597490674805 DC2,RPRA,RPRA15,19,10096,0.001881933438985737 DC2,Healthy,HV07,36,5043,0.007138607971445568 DC2,Healthy,HV08,5,7713,0.0006482561908466226 DC2,Healthy,HV09,321,3365,0.09539375928677563 DC2,Healthy,HV11,18,6428,0.0028002489110143126 DC2,Healthy,HV12,4,8797,0.0004547004660679777 DC2,Healthy,HV13,5,3515,0.001422475106685633 B cells,RPRA,RPRA12,6,3296,0.0018203883495145632 B cells,RPRA,RPRA13,6,3427,0.0017508024511234317 B cells,RPRA,RPRA03,21,11796,0.001780264496439471 B cells,RPRA,RPRA15,13,10096,0.0012876386687797148 B cells,Healthy,HV07,46,5043,0.009121554630180448 B cells,Healthy,HV08,12,7713,0.0015558148580318942 B cells,Healthy,HV09,59,3365,0.017533432392273403 B cells,Healthy,HV11,8,6428,0.0012445550715619166 B cells,Healthy,HV12,5,8797,0.0005683755825849721 B cells,Healthy,HV13,1,3515,0.0002844950213371266 MMP9 basal cells,RPRA,RPRA13,10,3427,0.0029180040852057193 MMP9 basal cells,RPRA,RPRA03,55,11796,0.004662597490674805 MMP9 basal cells,RPRA,RPRA15,44,10096,0.004358161648177496 MMP9 basal cells,Healthy,HV07,3,5043,0.000594883997620464 MMP9 basal cells,Healthy,HV08,23,7713,0.0029819784778944637 MMP9 basal cells,Healthy,HV09,11,3365,0.0032689450222882616 MMP9 basal cells,Healthy,HV11,75,6428,0.011667703795892968 MMP9 basal cells,Healthy,HV12,17,8797,0.0019324769807889054 MMP9 basal cells,Healthy,HV13,69,3515,0.019630156472261736 Fibroblasts,RPRA,RPRA13,18,3427,0.005252407353370295 Fibroblasts,RPRA,RPRA03,1,11796,8.477449983045101e-05 Fibroblasts,RPRA,RPRA15,1,10096,9.904912836767037e-05 Fibroblasts,Healthy,HV07,4,5043,0.000793178663493952 Fibroblasts,Healthy,HV08,15,7713,0.0019447685725398677 Fibroblasts,Healthy,HV09,7,3365,0.0020802377414561664 Fibroblasts,Healthy,HV12,5,8797,0.0005683755825849721 Fibroblasts,Healthy,HV13,24,3515,0.0068278805120910386 Erythrocytes,RPRA,RPRA11,0,7584,0.0 Monocytes,RPRA,RPRA11,0,7584,0.0 DC2,RPRA,RPRA11,0,7584,0.0 B cells,RPRA,RPRA11,0,7584,0.0 MMP9 basal cells,RPRA,RPRA11,0,7584,0.0 Fibroblasts,RPRA,RPRA11,0,7584,0.0 Mucous cells,RPRA,RPRA12,0,3296,0.0 Ionocytes,RPRA,RPRA12,0,3296,0.0 Deuterosomal cells,RPRA,RPRA12,0,3296,0.0 pDC,RPRA,RPRA12,0,3296,0.0 MMP9 basal cells,RPRA,RPRA12,0,3296,0.0 Fibroblasts,RPRA,RPRA12,0,3296,0.0 Erythrocytes,RPRA,RPRA13,0,3427,0.0 Erythrocytes,RPRA,RPRA15,0,10096,0.0 Erythrocytes,Healthy,HV07,0,5043,0.0 Ionocytes,Healthy,HV11,0,6428,0.0 Fibroblasts,Healthy,HV11,0,6428,0.0 Erythrocytes,Healthy,HV12,0,8797,0.0 gdT cells,Healthy,HV13,0,3515,0.0 pDC,Healthy,HV13,0,3515,0.0 Mast cells,Healthy,HV13,0,3515,0.0 Erythrocytes,Healthy,HV13,0,3515,0.0 Monocytes,Healthy,HV13,0,3515,0.0