# A tibble: 13 x 7 # Groups: cluster [13] p_val avg_log2FC pct.1 pct.2 p_val_adj cluster gene 1 3.47e- 71 1.29 0.831 0.22 4.41e- 67 0 CYP3A4 2 8.05e-266 1.97 0.866 0.029 1.02e-261 1 F13A1 3 9.08e-167 2.00 0.941 0.143 1.15e-162 2 HRG 4 4.29e- 88 2.20 0.984 0.546 5.45e- 84 3 DNAJB1 5 4.12e-141 1.47 0.877 0.122 5.24e-137 4 HSD11B1 6 4.72e- 46 0.647 0.345 0.041 6.00e- 42 5 BCL11B 7 6.53e- 79 0.574 0.268 0.005 8.29e- 75 6 CD1C 8 1.23e-299 2.87 0.896 0.012 1.57e-295 7 SPARC 9 6.73e- 84 2.09 0.958 0.242 8.55e- 80 8 CXCR4 10 0. 2.30 0.923 0.006 0. 9 MZB1 11 5.57e-256 2.72 0.893 0.02 7.07e-252 10 CD5L 12 2.42e-191 2.17 0.75 0.015 3.07e-187 11 S100A12 13 1.35e- 89 1.03 0.447 0.009 1.71e- 85 12 MS4A1 $`0` GO_BLOOD_MICROPARTICLE GO_EXTRACELLULAR_SPACE 1.846023e-36 2.410031e-30 GO_VESICLE_LUMEN GO_STEROID_METABOLIC_PROCESS 2.140726e-24 7.993868e-20 GO_SECRETORY_GRANULE_LUMEN GO_NEUTRAL_LIPID_METABOLIC_PROCESS 9.159817e-18 5.127013e-16 GO_PLATELET_DEGRANULATION GO_CHYLOMICRON 1.391352e-15 1.855250e-15 GO_HIGH_DENSITY_LIPOPROTEIN_PARTICLE GO_LIPID_METABOLIC_PROCESS 2.903313e-14 3.128124e-14 $`1` GO_IMMUNE_RESPONSE 1.034358e-36 GO_IMMUNE_SYSTEM_PROCESS 1.811270e-31 GO_REGULATION_OF_IMMUNE_SYSTEM_PROCESS 1.348205e-30 GO_POSITIVE_REGULATION_OF_IMMUNE_SYSTEM_PROCESS 1.841216e-29 GO_DEFENSE_RESPONSE 7.551855e-28 GO_MHC_CLASS_II_PROTEIN_COMPLEX 4.501382e-24 GO_POSITIVE_REGULATION_OF_RESPONSE_TO_STIMULUS 8.799681e-23 GO_INNATE_IMMUNE_RESPONSE 9.612806e-22 GO_REGULATION_OF_IMMUNE_RESPONSE 5.931168e-21 GO_ACTIVATION_OF_IMMUNE_RESPONSE 1.046698e-20 $`2` GO_BLOOD_MICROPARTICLE GO_EXTRACELLULAR_SPACE 1.023694e-44 5.693523e-40 GO_VESICLE_LUMEN GO_SECRETORY_GRANULE_LUMEN 1.284927e-28 6.760883e-24 GO_PLATELET_DEGRANULATION GO_PLATELET_ALPHA_GRANULE_LUMEN 5.483937e-21 2.802620e-19 GO_NEUTRAL_LIPID_METABOLIC_PROCESS GO_LIPID_METABOLIC_PROCESS 1.306380e-18 4.968880e-18 GO_STEROID_METABOLIC_PROCESS GO_PLATELET_ALPHA_GRANULE 1.750026e-17 2.173291e-17 $`3` GO_REGULATION_OF_CELL_CELL_ADHESION 6.313281e-14 GO_REGULATION_OF_HOMOTYPIC_CELL_CELL_ADHESION 2.903181e-13 GO_PROTEIN_REFOLDING 4.694813e-13 GO_REGULATION_OF_IMMUNE_RESPONSE 2.726729e-12 GO_LEUKOCYTE_CELL_CELL_ADHESION 2.786676e-12 GO_POSITIVE_REGULATION_OF_IMMUNE_SYSTEM_PROCESS 4.885501e-12 GO_IMMUNE_SYSTEM_PROCESS 9.485869e-12 GO_REGULATION_OF_CELL_ADHESION 9.569140e-12 GO_POSITIVE_REGULATION_OF_CELL_CELL_ADHESION 2.068833e-11 GO_REGULATION_OF_CELL_ACTIVATION 3.115159e-11 $`4` GO_LYSOZYME_ACTIVITY 0.000000e+00 GO_EXTRACELLULAR_SPACE 1.179164e-42 GO_BLOOD_MICROPARTICLE 3.458600e-41 GO_STEROID_METABOLIC_PROCESS 2.834071e-28 GO_VESICLE_LUMEN 2.949051e-26 GO_LIPID_METABOLIC_PROCESS 5.051037e-24 GO_SECRETORY_GRANULE_LUMEN 2.344047e-20 GO_SMALL_MOLECULE_METABOLIC_PROCESS 5.187439e-20 GO_ORGANIC_HYDROXY_COMPOUND_METABOLIC_PROCESS 5.495252e-18 GO_TERPENOID_METABOLIC_PROCESS 5.732521e-18 $`5` GO_LEUKOCYTE_CELL_CELL_ADHESION 3.019472e-13 GO_REGULATION_OF_HOMOTYPIC_CELL_CELL_ADHESION 3.420030e-13 GO_IMMUNE_SYSTEM_PROCESS 3.646468e-13 GO_REGULATION_OF_CELL_CELL_ADHESION 6.603304e-13 GO_REGULATION_OF_IMMUNE_SYSTEM_PROCESS 1.323197e-11 GO_REGULATION_OF_IMMUNE_RESPONSE 3.654166e-11 GO_REGULATION_OF_CELL_ADHESION 3.779018e-11 GO_CELL_CELL_ADHESION 4.957448e-11 GO_SINGLE_ORGANISM_CELL_ADHESION 8.957995e-11 GO_CELL_ACTIVATION 4.127340e-10 $`6` GO_LYSOZYME_ACTIVITY 0.000000e+00 GO_MHC_CLASS_II_PROTEIN_COMPLEX 2.473776e-28 GO_IMMUNE_RESPONSE 3.379863e-26 GO_IMMUNE_SYSTEM_PROCESS 6.202176e-24 GO_REGULATION_OF_IMMUNE_SYSTEM_PROCESS 7.020504e-24 GO_DEFENSE_RESPONSE 1.351943e-23 GO_MHC_PROTEIN_COMPLEX 4.413703e-22 GO_POSITIVE_REGULATION_OF_IMMUNE_SYSTEM_PROCESS 9.601565e-21 GO_REGULATION_OF_CELL_ACTIVATION 1.316234e-20 GO_REGULATION_OF_IMMUNE_RESPONSE 2.814485e-20 $`7` GO_VASCULATURE_DEVELOPMENT 2.464326e-42 GO_CIRCULATORY_SYSTEM_DEVELOPMENT 8.134231e-40 GO_BLOOD_VESSEL_MORPHOGENESIS 3.625115e-39 GO_ANGIOGENESIS 1.233744e-34 GO_ANATOMICAL_STRUCTURE_FORMATION_INVOLVED_IN_MORPHOGENESIS 8.914903e-26 GO_EXTRACELLULAR_MATRIX 2.789218e-25 GO_TISSUE_DEVELOPMENT 3.904831e-25 GO_EXTRACELLULAR_STRUCTURE_ORGANIZATION 6.918035e-25 GO_GROWTH_FACTOR_BINDING 1.951764e-24 GO_PROTEINACEOUS_EXTRACELLULAR_MATRIX 1.511198e-22 $`8` GO_IMMUNE_SYSTEM_PROCESS 3.324966e-22 GO_REGULATION_OF_IMMUNE_SYSTEM_PROCESS 1.048463e-16 GO_REGULATION_OF_IMMUNE_RESPONSE 2.043138e-16 GO_LYMPHOCYTE_ACTIVATION 1.209094e-15 GO_LEUKOCYTE_CELL_CELL_ADHESION 3.293927e-15 GO_LEUKOCYTE_ACTIVATION 8.494643e-15 GO_IMMUNE_RESPONSE 7.292889e-14 GO_CELL_ACTIVATION 8.323902e-14 GO_LYMPHOCYTE_DIFFERENTIATION 1.305841e-12 GO_POSITIVE_REGULATION_OF_IMMUNE_SYSTEM_PROCESS 4.038992e-12 $`9` GO_NEGATIVE_REGULATION_OF_CELL_DEATH 1.249206e-10 GO_PROTEIN_REFOLDING 1.305512e-10 GO_NEGATIVE_REGULATION_OF_RESPONSE_TO_ENDOPLASMIC_RETICULUM_STRESS 2.009851e-10 GO_REGULATION_OF_IMMUNE_SYSTEM_PROCESS 3.070925e-10 GO_RESPONSE_TO_TOPOLOGICALLY_INCORRECT_PROTEIN 3.240953e-10 GO_REGULATION_OF_CELL_DEATH 5.574747e-10 GO_POSITIVE_REGULATION_OF_IMMUNE_SYSTEM_PROCESS 9.999060e-10 GO_REGULATION_OF_IMMUNE_RESPONSE 3.119209e-09 GO_REGULATION_OF_CELLULAR_RESPONSE_TO_STRESS 1.847539e-08 GO_HEAT_SHOCK_PROTEIN_BINDING 2.012011e-08 $`10` GO_IMMUNE_RESPONSE 8.280094e-38 GO_IMMUNE_SYSTEM_PROCESS 1.461495e-37 GO_DEFENSE_RESPONSE 2.607517e-35 GO_POSITIVE_REGULATION_OF_IMMUNE_SYSTEM_PROCESS 1.981560e-29 GO_REGULATION_OF_IMMUNE_SYSTEM_PROCESS 2.744078e-28 GO_INFLAMMATORY_RESPONSE 1.743682e-24 GO_INNATE_IMMUNE_RESPONSE 2.226309e-23 GO_MHC_CLASS_II_PROTEIN_COMPLEX 4.746842e-23 GO_CELLULAR_RESPONSE_TO_ORGANIC_SUBSTANCE 4.940977e-22 GO_REGULATION_OF_IMMUNE_RESPONSE 1.882148e-21 $`11` GO_PROTON_TRANSPORTING_ATP_SYNTHASE_COMPLEX 0.000000e+00 GO_LYSOZYME_ACTIVITY 0.000000e+00 GO_DEFENSE_RESPONSE 4.780950e-27 GO_IMMUNE_SYSTEM_PROCESS 2.020245e-22 GO_IMMUNE_RESPONSE 5.922679e-20 GO_INFLAMMATORY_RESPONSE 2.057852e-19 GO_RESPONSE_TO_EXTERNAL_STIMULUS 5.279001e-19 GO_LOCOMOTION 5.081921e-18 GO_RESPONSE_TO_BIOTIC_STIMULUS 7.193927e-16 GO_RESPONSE_TO_BACTERIUM 2.251032e-15 $`12` GO_IMMUNE_RESPONSE GO_SIDE_OF_MEMBRANE 1.374780e-11 5.885499e-10 GO_IMMUNE_SYSTEM_PROCESS GO_REGULATION_OF_IMMUNE_SYSTEM_PROCESS 9.658149e-10 1.208241e-09 GO_CELL_SURFACE GO_REGULATION_OF_IMMUNE_RESPONSE 2.429368e-09 4.757184e-09 GO_EXTERNAL_SIDE_OF_PLASMA_MEMBRANE GO_B_CELL_ACTIVATION 1.085738e-08 3.159451e-08 GO_REGULATION_OF_CYTOKINE_PRODUCTION GO_CYTOKINE_MEDIATED_SIGNALING_PATHWAY 3.897454e-08 1.153491e-07 # A tibble: 8 x 7 # Groups: cluster [8] p_val avg_log2FC pct.1 pct.2 p_val_adj cluster gene 1 8.99e-259 1.76 0.785 0.011 1.14e-254 B_cell CD79A 2 1.71e- 99 1.65 0.921 0.177 2.17e- 95 DC HLA-DQA1 3 5.87e-287 2.88 0.899 0.015 7.45e-283 Endothelial_cells SPARC 4 0. 3.16 0.977 0.093 0. Hepatocytes FGA 5 4.31e-222 2.30 0.916 0.09 5.48e-218 Macrophage C1QB 6 2.69e-182 3.97 0.813 0.039 3.42e-178 Neutrophils S100A8 7 3.35e- 80 0.764 0.452 0.018 4.25e- 76 NK_cell NKG7 8 1.81e-181 1.71 0.708 0.063 2.31e-177 T_cells IL7R $B_cell GO_NEGATIVE_REGULATION_OF_RESPONSE_TO_ENDOPLASMIC_RETICULUM_STRESS 9.995587e-11 GO_REGULATION_OF_B_CELL_ACTIVATION 1.571070e-09 GO_REGULATION_OF_IMMUNE_SYSTEM_PROCESS 2.853221e-09 GO_IMMUNOGLOBULIN_COMPLEX 3.617010e-09 GO_B_CELL_RECEPTOR_SIGNALING_PATHWAY 4.341832e-09 GO_B_CELL_ACTIVATION 5.049837e-09 GO_POSITIVE_REGULATION_OF_B_CELL_ACTIVATION 1.336102e-08 GO_RESPONSE_TO_TOPOLOGICALLY_INCORRECT_PROTEIN 1.870221e-08 GO_NEGATIVE_REGULATION_OF_CELL_DEATH 2.044478e-08 GO_POSITIVE_REGULATION_OF_ENDOPLASMIC_RETICULUM_UNFOLDED_PROTEIN_RESPONSE 2.073017e-08 $DC GO_LYSOZYME_ACTIVITY 0.000000e+00 GO_IMMUNE_SYSTEM_PROCESS 3.479519e-30 GO_MHC_CLASS_II_PROTEIN_COMPLEX 1.054396e-28 GO_IMMUNE_RESPONSE 1.361375e-28 GO_DEFENSE_RESPONSE 8.152044e-28 GO_REGULATION_OF_IMMUNE_SYSTEM_PROCESS 3.181700e-27 GO_POSITIVE_REGULATION_OF_IMMUNE_SYSTEM_PROCESS 1.031697e-24 GO_MHC_PROTEIN_COMPLEX 1.892456e-22 GO_INNATE_IMMUNE_RESPONSE 8.448189e-22 GO_CELLULAR_RESPONSE_TO_INTERFERON_GAMMA 1.790127e-20 $Endothelial_cells GO_VASCULATURE_DEVELOPMENT 3.771292e-43 GO_CIRCULATORY_SYSTEM_DEVELOPMENT 4.203481e-41 GO_BLOOD_VESSEL_MORPHOGENESIS 2.866951e-40 GO_ANGIOGENESIS 8.665227e-35 GO_EXTRACELLULAR_MATRIX 9.937329e-29 GO_EXTRACELLULAR_STRUCTURE_ORGANIZATION 2.779562e-26 GO_TISSUE_DEVELOPMENT 8.240141e-26 GO_ANATOMICAL_STRUCTURE_FORMATION_INVOLVED_IN_MORPHOGENESIS 2.516452e-25 GO_PROTEINACEOUS_EXTRACELLULAR_MATRIX 3.972873e-25 GO_GROWTH_FACTOR_BINDING 7.033052e-24 $Hepatocytes GO_EXTRACELLULAR_SPACE GO_BLOOD_MICROPARTICLE 6.463104e-43 4.489058e-42 GO_STEROID_METABOLIC_PROCESS GO_VESICLE_LUMEN 9.314111e-29 2.984874e-27 GO_LIPID_METABOLIC_PROCESS GO_SECRETORY_GRANULE_LUMEN 1.658704e-24 1.734102e-21 GO_SMALL_MOLECULE_METABOLIC_PROCESS GO_PLATELET_DEGRANULATION 2.497200e-19 1.318483e-18 GO_NEUTRAL_LIPID_METABOLIC_PROCESS GO_TERPENOID_METABOLIC_PROCESS 3.547246e-18 1.621213e-17 $Macrophage GO_IMMUNE_RESPONSE 1.449055e-37 GO_IMMUNE_SYSTEM_PROCESS 1.940149e-36 GO_DEFENSE_RESPONSE 3.453646e-34 GO_REGULATION_OF_IMMUNE_SYSTEM_PROCESS 1.718583e-32 GO_POSITIVE_REGULATION_OF_IMMUNE_SYSTEM_PROCESS 4.689218e-28 GO_INNATE_IMMUNE_RESPONSE 2.535257e-24 GO_REGULATION_OF_IMMUNE_RESPONSE 2.255394e-23 GO_MHC_CLASS_II_PROTEIN_COMPLEX 2.429585e-23 GO_INFLAMMATORY_RESPONSE 2.519211e-22 GO_RECEPTOR_ACTIVITY 3.402481e-21 $Neutrophils GO_PROTON_TRANSPORTING_ATP_SYNTHASE_COMPLEX 0.000000e+00 GO_LYSOZYME_ACTIVITY 0.000000e+00 GO_DEFENSE_RESPONSE 3.428642e-27 GO_IMMUNE_SYSTEM_PROCESS 1.803194e-21 GO_IMMUNE_RESPONSE 5.989397e-20 GO_LOCOMOTION 9.707018e-19 GO_RESPONSE_TO_EXTERNAL_STIMULUS 6.779434e-18 GO_REGULATION_OF_IMMUNE_SYSTEM_PROCESS 3.118105e-17 GO_INFLAMMATORY_RESPONSE 3.963118e-17 GO_CELL_MOTILITY 1.696689e-15 $NK_cell GO_IMMUNE_SYSTEM_PROCESS GO_IMMUNE_RESPONSE 5.063105e-20 5.422706e-16 GO_REGULATION_OF_IMMUNE_RESPONSE GO_REGULATION_OF_IMMUNE_SYSTEM_PROCESS 1.751330e-12 7.414202e-12 GO_LEUKOCYTE_CELL_CELL_ADHESION GO_LYMPHOCYTE_ACTIVATION 2.177744e-11 2.212117e-11 GO_IMMUNE_EFFECTOR_PROCESS GO_LEUKOCYTE_ACTIVATION 4.227329e-11 5.708647e-11 GO_CELL_ACTIVATION GO_RESPONSE_TO_EXTERNAL_STIMULUS 1.334592e-10 2.719501e-10 $T_cells GO_IMMUNE_SYSTEM_PROCESS 5.723883e-17 GO_REGULATION_OF_IMMUNE_SYSTEM_PROCESS 2.572824e-16 GO_REGULATION_OF_IMMUNE_RESPONSE 2.905816e-16 GO_REGULATION_OF_CELL_CELL_ADHESION 5.376252e-16 GO_REGULATION_OF_HOMOTYPIC_CELL_CELL_ADHESION 1.086403e-15 GO_LEUKOCYTE_CELL_CELL_ADHESION 5.070556e-15 GO_REGULATION_OF_CELL_ADHESION 9.253531e-15 GO_REGULATION_OF_CELL_ACTIVATION 5.621895e-13 GO_LEUKOCYTE_ACTIVATION 5.958262e-13 GO_LYMPHOCYTE_ACTIVATION 1.428202e-12