# A tibble: 12 x 7 # Groups: cluster [12] p_val avg_log2FC pct.1 pct.2 p_val_adj cluster gene 1 2.29e-116 1.35 0.767 0.14 2.79e-112 0 NDUFA4L2 2 3.38e-103 1.65 1 0.96 4.11e- 99 1 HLA-B 3 1.57e- 95 2.20 0.936 0.365 1.92e- 91 2 OLFM4 4 4.54e- 18 0.622 0.934 0.759 5.53e- 14 3 REG4 5 3.00e- 96 1.60 0.545 0.053 3.65e- 92 4 SPINK4 6 1.03e- 46 1.10 1 0.963 1.25e- 42 5 HLA-B 7 3.64e- 68 1.87 0.842 0.289 4.43e- 64 6 LAMC2 8 6.93e-251 2.36 0.878 0.013 8.43e-247 7 BCL2A1 9 9.71e-106 1.62 0.392 0.004 1.18e-101 8 AQP1 10 1.01e-248 1.96 0.841 0.005 1.23e-244 9 MS4A7 11 3.94e-297 2.68 0.829 0.001 4.80e-293 10 COL6A3 12 9.35e-128 1.69 0.556 0.005 1.14e-123 11 CD69 $`0` GO_EXTRACELLULAR_SPACE 1.478960e-08 GO_INTRINSIC_COMPONENT_OF_PLASMA_MEMBRANE 8.678774e-08 GO_DIGESTION 1.013142e-07 GO_RESPONSE_TO_ORGANIC_CYCLIC_COMPOUND 1.685391e-07 GO_EPITHELIUM_DEVELOPMENT 1.774105e-07 GO_RESPONSE_TO_OXYGEN_LEVELS 1.860927e-07 GO_TISSUE_DEVELOPMENT 2.036819e-07 GO_RESPONSE_TO_ABIOTIC_STIMULUS 2.632322e-07 GO_RESPONSE_TO_INORGANIC_SUBSTANCE 3.339066e-07 GO_RESPONSE_TO_CAMP 9.313781e-07 $`1` GO_EXTRACELLULAR_SPACE 7.729637e-20 GO_NEGATIVE_REGULATION_OF_PROTEOLYSIS 5.365631e-12 GO_CELL_SURFACE 5.613626e-11 GO_PEPTIDASE_INHIBITOR_ACTIVITY 3.734682e-10 GO_MHC_CLASS_I_PROTEIN_COMPLEX 5.220133e-10 GO_ENZYME_INHIBITOR_ACTIVITY 9.692566e-10 GO_NEGATIVE_REGULATION_OF_PEPTIDASE_ACTIVITY 1.480986e-09 GO_INTRINSIC_COMPONENT_OF_PLASMA_MEMBRANE 1.663356e-09 GO_ANTIGEN_PROCESSING_AND_PRESENTATION_OF_ENDOGENOUS_PEPTIDE_ANTIGEN 2.252094e-09 GO_GOLGI_LUMEN 3.507976e-09 $`2` GO_LYSOZYME_ACTIVITY 0.000000e+00 GO_SNORNA_BINDING 2.110887e-06 GO_POSITIVE_REGULATION_OF_FATTY_ACID_OXIDATION 1.400430e-05 GO_POSITIVE_REGULATION_OF_RESPONSE_TO_TUMOR_CELL 1.655684e-05 GO_AMMONIUM_TRANSMEMBRANE_TRANSPORT 1.815289e-05 GO_REGULATION_OF_FATTY_ACID_BETA_OXIDATION 1.815289e-05 GO_GLYCERALDEHYDE_3_PHOSPHATE_METABOLIC_PROCESS 3.523638e-05 GO_POSITIVE_REGULATION_OF_LIPID_CATABOLIC_PROCESS 3.523638e-05 GO_REGULATION_OF_MACROPHAGE_ACTIVATION 4.266323e-05 GO_SMALL_NUCLEOLAR_RIBONUCLEOPROTEIN_COMPLEX 5.104776e-05 $`3` GO_INTESTINAL_ABSORPTION 1.451167e-06 GO_REGULATION_OF_LIPID_CATABOLIC_PROCESS 6.118171e-06 GO_DIGESTIVE_SYSTEM_PROCESS 7.871258e-06 GO_HEMOGLOBIN_COMPLEX 1.052326e-05 GO_CYTOSOLIC_SMALL_RIBOSOMAL_SUBUNIT 1.577537e-05 GO_DETOXIFICATION 2.044304e-05 GO_OXYGEN_TRANSPORT 2.207221e-05 GO_CALCIUM_ION_BINDING 2.243130e-05 GO_SMALL_RIBOSOMAL_SUBUNIT 2.941187e-05 GO_FATTY_ACID_TRANSPORTER_ACTIVITY 2.941187e-05 $`4` GO_LYSOZYME_ACTIVITY 0.000000e+00 GO_CARBOHYDRATE_DERIVATIVE_BIOSYNTHETIC_PROCESS 1.839508e-07 GO_RNA_BINDING 9.071018e-07 GO_SINGLE_STRANDED_DNA_BINDING 1.404459e-06 GO_POLY_A_RNA_BINDING 3.417695e-06 GO_NUCLEOSIDE_MONOPHOSPHATE_BIOSYNTHETIC_PROCESS 3.535277e-06 GO_POLYAMINE_METABOLIC_PROCESS 3.726293e-06 GO_AMINE_BIOSYNTHETIC_PROCESS 3.726293e-06 GO_DNA_METABOLIC_PROCESS 4.304775e-06 GO_NUCLEOSIDE_PHOSPHATE_BIOSYNTHETIC_PROCESS 4.999647e-06 $`5` GO_MHC_CLASS_I_PROTEIN_COMPLEX 1.085472e-11 GO_BIOLOGICAL_ADHESION 2.065238e-11 GO_ANTIGEN_PROCESSING_AND_PRESENTATION_OF_ENDOGENOUS_PEPTIDE_ANTIGEN 4.728395e-11 GO_ANTIGEN_PROCESSING_AND_PRESENTATION_OF_ENDOGENOUS_ANTIGEN 1.521387e-10 GO_POSITIVE_REGULATION_OF_T_CELL_MEDIATED_CYTOTOXICITY 1.100260e-09 GO_MHC_PROTEIN_COMPLEX 6.485362e-09 GO_RECEPTOR_BINDING 1.141592e-08 GO_ER_TO_GOLGI_TRANSPORT_VESICLE_MEMBRANE 1.582505e-08 GO_PHAGOCYTIC_VESICLE_MEMBRANE 1.843359e-08 GO_REGULATION_OF_T_CELL_MEDIATED_CYTOTOXICITY 2.545639e-08 $`6` GO_EXTRACELLULAR_SPACE 5.314906e-16 GO_NEGATIVE_REGULATION_OF_PROTEOLYSIS 1.910114e-13 GO_NEGATIVE_REGULATION_OF_PEPTIDASE_ACTIVITY 1.003317e-11 GO_SERINE_TYPE_ENDOPEPTIDASE_INHIBITOR_ACTIVITY 1.213360e-11 GO_PEPTIDASE_INHIBITOR_ACTIVITY 4.432565e-11 GO_ENZYME_INHIBITOR_ACTIVITY 5.070599e-10 GO_PEPTIDASE_REGULATOR_ACTIVITY 1.716084e-09 GO_NEGATIVE_REGULATION_OF_HYDROLASE_ACTIVITY 2.753053e-09 GO_REGULATION_OF_PEPTIDASE_ACTIVITY 7.170069e-09 GO_KERATIN_FILAMENT 1.093671e-08 $`7` GO_PROTON_TRANSPORTING_ATP_SYNTHASE_COMPLEX 0.000000e+00 GO_IMMUNE_SYSTEM_PROCESS 1.000265e-37 GO_IMMUNE_RESPONSE 5.366185e-34 GO_DEFENSE_RESPONSE 4.904754e-32 GO_INFLAMMATORY_RESPONSE 4.422389e-30 GO_RESPONSE_TO_EXTERNAL_STIMULUS 1.249059e-28 GO_REGULATION_OF_IMMUNE_SYSTEM_PROCESS 1.842876e-27 GO_POSITIVE_REGULATION_OF_IMMUNE_SYSTEM_PROCESS 4.403761e-24 GO_LEUKOCYTE_MIGRATION 5.732117e-22 GO_RESPONSE_TO_BACTERIUM 1.161846e-21 $`8` GO_EXTRACELLULAR_SPACE 1.662930e-24 GO_CIRCULATORY_SYSTEM_DEVELOPMENT 2.246652e-17 GO_REGULATION_OF_CELLULAR_COMPONENT_MOVEMENT 9.910142e-17 GO_TISSUE_DEVELOPMENT 1.885390e-16 GO_EXTRACELLULAR_MATRIX 4.743617e-16 GO_BLOOD_VESSEL_MORPHOGENESIS 9.140743e-16 GO_NEGATIVE_REGULATION_OF_MULTICELLULAR_ORGANISMAL_PROCESS 4.192963e-15 GO_REGULATION_OF_CELL_PROLIFERATION 4.319244e-15 GO_VASCULATURE_DEVELOPMENT 5.516868e-15 GO_CELLULAR_RESPONSE_TO_ORGANIC_SUBSTANCE 2.508009e-14 $`9` GO_LYSOZYME_ACTIVITY 0.000000e+00 GO_IMMUNE_SYSTEM_PROCESS 8.235704e-48 GO_IMMUNE_RESPONSE 2.167772e-42 GO_REGULATION_OF_IMMUNE_SYSTEM_PROCESS 3.402341e-39 GO_DEFENSE_RESPONSE 3.245066e-36 GO_REGULATION_OF_IMMUNE_RESPONSE 1.595626e-35 GO_POSITIVE_REGULATION_OF_IMMUNE_SYSTEM_PROCESS 1.753399e-31 GO_LYTIC_VACUOLE 1.527733e-29 GO_POSITIVE_REGULATION_OF_RESPONSE_TO_STIMULUS 1.847017e-29 GO_POSITIVE_REGULATION_OF_IMMUNE_RESPONSE 3.314423e-27 $`10` GO_COMPLEX_OF_COLLAGEN_TRIMERS 0.000000e+00 GO_BANDED_COLLAGEN_FIBRIL 0.000000e+00 GO_EXTRACELLULAR_MATRIX 4.653476e-77 GO_PROTEINACEOUS_EXTRACELLULAR_MATRIX 3.025513e-69 GO_EXTRACELLULAR_STRUCTURE_ORGANIZATION 9.654387e-55 GO_EXTRACELLULAR_SPACE 1.146252e-42 GO_EXTRACELLULAR_MATRIX_COMPONENT 9.258453e-38 GO_EXTRACELLULAR_MATRIX_STRUCTURAL_CONSTITUENT 1.428460e-30 GO_MULTICELLULAR_ORGANISMAL_MACROMOLECULE_METABOLIC_PROCESS 8.235316e-29 GO_BIOLOGICAL_ADHESION 1.465088e-28 $`11` GO_LEUKOCYTE_ACTIVATION 2.311524e-28 GO_REGULATION_OF_HOMOTYPIC_CELL_CELL_ADHESION 4.333500e-28 GO_LYMPHOCYTE_ACTIVATION 4.526917e-27 GO_REGULATION_OF_CELL_CELL_ADHESION 4.718484e-27 GO_REGULATION_OF_CELL_ACTIVATION 6.288710e-27 GO_REGULATION_OF_CELL_ADHESION 1.341825e-26 GO_CELL_ACTIVATION 2.287266e-26 GO_IMMUNE_SYSTEM_PROCESS 3.566045e-26 GO_REGULATION_OF_IMMUNE_SYSTEM_PROCESS 1.473409e-25 GO_POSITIVE_REGULATION_OF_CELL_CELL_ADHESION 2.995128e-25 # A tibble: 7 x 7 # Groups: cluster [7] p_val avg_log2FC pct.1 pct.2 p_val_adj cluster gene 1 0. 1.94 1 0.001 0. Endothelial_cells PLVAP 2 1.54e- 89 2.43 0.971 0.642 1.87e- 85 Epithelial_cells CLDN4 3 9.85e-198 3.52 0.667 0.001 1.20e-193 Hepatocytes SYCN 4 1.10e-253 2.06 0.878 0.006 1.34e-249 Macrophage MS4A7 5 2.74e-221 2.28 0.812 0.015 3.33e-217 Neutrophils BCL2A1 6 4.29e-141 0.737 0.381 0 5.22e-137 T_cells CD3D 7 1.93e-300 2.82 0.889 0.002 2.35e-296 Tissue_stem_cells COL6A3 $Endothelial_cells GO_CIRCULATORY_SYSTEM_DEVELOPMENT 8.220666e-32 GO_VASCULATURE_DEVELOPMENT 8.246190e-31 GO_BLOOD_VESSEL_MORPHOGENESIS 1.460066e-29 GO_ANGIOGENESIS 2.954255e-25 GO_EXTRACELLULAR_SPACE 7.690301e-25 GO_REGULATION_OF_CELLULAR_COMPONENT_MOVEMENT 1.032652e-24 GO_EXTRACELLULAR_MATRIX 5.449735e-22 GO_ANATOMICAL_STRUCTURE_FORMATION_INVOLVED_IN_MORPHOGENESIS 1.892013e-20 GO_CELL_SURFACE 5.583773e-20 GO_EXTRACELLULAR_STRUCTURE_ORGANIZATION 5.678029e-19 $Epithelial_cells GO_EXTRACELLULAR_SPACE 8.519658e-17 GO_EPITHELIUM_DEVELOPMENT 3.592776e-14 GO_TISSUE_DEVELOPMENT 4.935872e-14 GO_BIOLOGICAL_ADHESION 9.076337e-14 GO_INTRINSIC_COMPONENT_OF_PLASMA_MEMBRANE 2.426887e-11 GO_DIGESTIVE_SYSTEM_PROCESS 6.163473e-10 GO_EPITHELIAL_CELL_DIFFERENTIATION 1.025748e-09 GO_CELL_SURFACE 2.111934e-09 GO_EPIDERMIS_DEVELOPMENT 4.094093e-09 GO_DIGESTION 4.628923e-09 $Hepatocytes GO_EXTRACELLULAR_SPACE GO_DIGESTION 4.085447e-17 5.284180e-14 GO_SERINE_HYDROLASE_ACTIVITY GO_CELLULAR_RESPONSE_TO_ZINC_ION 2.297806e-11 2.024470e-08 GO_PEPTIDASE_ACTIVITY GO_LIPID_DIGESTION 3.223047e-08 3.446518e-08 GO_METALLOCARBOXYPEPTIDASE_ACTIVITY GO_BLOOD_MICROPARTICLE 3.446518e-08 4.474087e-08 GO_ACUTE_PHASE_RESPONSE GO_ACUTE_INFLAMMATORY_RESPONSE 1.223643e-07 1.985810e-07 $Macrophage GO_LYSOZYME_ACTIVITY 0.000000e+00 GO_IMMUNE_SYSTEM_PROCESS 1.601614e-47 GO_IMMUNE_RESPONSE 2.320844e-43 GO_REGULATION_OF_IMMUNE_SYSTEM_PROCESS 3.428329e-38 GO_DEFENSE_RESPONSE 5.900421e-38 GO_POSITIVE_REGULATION_OF_IMMUNE_SYSTEM_PROCESS 3.913124e-32 GO_REGULATION_OF_IMMUNE_RESPONSE 2.565825e-31 GO_LYTIC_VACUOLE 1.045131e-30 GO_POSITIVE_REGULATION_OF_RESPONSE_TO_STIMULUS 1.053897e-27 GO_LOCOMOTION 1.855858e-27 $Neutrophils GO_PROTON_TRANSPORTING_ATP_SYNTHASE_COMPLEX 0.000000e+00 GO_IMMUNE_SYSTEM_PROCESS 4.490586e-38 GO_IMMUNE_RESPONSE 7.778976e-37 GO_DEFENSE_RESPONSE 9.578815e-35 GO_INFLAMMATORY_RESPONSE 3.127878e-30 GO_RESPONSE_TO_EXTERNAL_STIMULUS 3.432332e-28 GO_REGULATION_OF_IMMUNE_SYSTEM_PROCESS 1.073419e-27 GO_LEUKOCYTE_MIGRATION 4.058258e-23 GO_REGULATION_OF_IMMUNE_RESPONSE 2.257763e-22 GO_POSITIVE_REGULATION_OF_IMMUNE_SYSTEM_PROCESS 5.291380e-22 $T_cells GO_LEUKOCYTE_ACTIVATION 2.902326e-25 GO_CELL_ACTIVATION 8.909126e-25 GO_LYMPHOCYTE_ACTIVATION 1.092651e-23 GO_REGULATION_OF_CELL_ACTIVATION 6.383710e-23 GO_REGULATION_OF_IMMUNE_SYSTEM_PROCESS 8.909454e-23 GO_REGULATION_OF_HOMOTYPIC_CELL_CELL_ADHESION 4.062033e-22 GO_POSITIVE_REGULATION_OF_CELL_ACTIVATION 2.131707e-21 GO_IMMUNE_SYSTEM_PROCESS 4.086302e-21 GO_LEUKOCYTE_CELL_CELL_ADHESION 8.416222e-21 GO_REGULATION_OF_CELL_CELL_ADHESION 1.687534e-20 $Tissue_stem_cells GO_COMPLEX_OF_COLLAGEN_TRIMERS 0.000000e+00 GO_BANDED_COLLAGEN_FIBRIL 0.000000e+00 GO_EXTRACELLULAR_MATRIX 6.111915e-79 GO_PROTEINACEOUS_EXTRACELLULAR_MATRIX 4.348139e-70 GO_EXTRACELLULAR_STRUCTURE_ORGANIZATION 1.436449e-55 GO_EXTRACELLULAR_SPACE 1.414198e-45 GO_EXTRACELLULAR_MATRIX_COMPONENT 9.008334e-40 GO_VASCULATURE_DEVELOPMENT 8.814025e-31 GO_CIRCULATORY_SYSTEM_DEVELOPMENT 5.562752e-30 GO_EXTRACELLULAR_MATRIX_STRUCTURAL_CONSTITUENT 6.583702e-30