# A tibble: 13 x 7 # Groups: cluster [13] p_val avg_log2FC pct.1 pct.2 p_val_adj cluster gene 1 1.58e-270 1.56 0.823 0.031 2.03e-266 0 CDKN2A 2 6.81e-106 3.61 0.324 0.007 8.74e-102 1 HBB 3 4.42e- 76 0.981 0.704 0.173 5.67e- 72 2 GC 4 3.82e- 73 1.47 0.987 0.664 4.89e- 69 3 TFF1 5 1.25e-120 0.809 0.466 0.025 1.61e-116 4 TOP2A 6 1.98e- 83 1.55 0.77 0.184 2.54e- 79 5 DUOX2 7 8.92e-108 2.48 0.588 0.044 1.14e-103 6 REG1A 8 3.80e-290 3.39 0.971 0.023 4.87e-286 7 ACKR1 9 3.56e-274 2.19 0.849 0.012 4.56e-270 8 FCGR3B 10 9.48e-204 0.998 0.529 0.001 1.22e-199 9 CSF1R 11 1.02e-296 1.39 0.714 0 1.31e-292 10 TRPM5 12 9.06e-136 2.09 0.75 0.021 1.16e-131 11 FN1 13 1.75e- 99 1.69 0.636 0.018 2.24e- 95 12 RGS1 $`0` GO_EXTRACELLULAR_SPACE 5.288467e-18 GO_BIOLOGICAL_ADHESION 1.680933e-12 GO_TISSUE_DEVELOPMENT 3.330598e-12 GO_EPIDERMIS_DEVELOPMENT 7.572525e-12 GO_EPITHELIUM_DEVELOPMENT 2.012875e-11 GO_EXTRACELLULAR_MATRIX 2.721685e-10 GO_EXTRACELLULAR_STRUCTURE_ORGANIZATION 3.188265e-09 GO_GOLGI_LUMEN 3.969838e-09 GO_REGULATION_OF_CELLULAR_COMPONENT_MOVEMENT 2.425057e-08 GO_STRUCTURAL_MOLECULE_ACTIVITY 3.140235e-08 $`1` GO_HEMOGLOBIN_COMPLEX 9.950478e-10 GO_OXYGEN_TRANSPORT 3.481038e-09 GO_GAS_TRANSPORT 1.192661e-08 GO_ENDOCYTIC_VESICLE_LUMEN 2.840513e-08 GO_HYDROGEN_PEROXIDE_CATABOLIC_PROCESS 3.614353e-08 GO_DIGESTION 3.930704e-08 GO_OXYGEN_BINDING 8.094920e-08 GO_HYDROGEN_PEROXIDE_METABOLIC_PROCESS 1.318466e-07 GO_BICARBONATE_TRANSPORT 2.895562e-07 GO_OXIDOREDUCTASE_ACTIVITY_ACTING_ON_PEROXIDE_AS_ACCEPTOR 5.393503e-07 $`2` GO_LYSOZYME_ACTIVITY 0.000000e+00 GO_DEFENSE_RESPONSE 5.706702e-18 GO_EXTRACELLULAR_SPACE 5.517866e-14 GO_INNATE_IMMUNE_RESPONSE 7.645292e-14 GO_MHC_CLASS_II_PROTEIN_COMPLEX 8.903167e-14 GO_IMMUNE_RESPONSE 1.733794e-13 GO_MHC_PROTEIN_COMPLEX 8.670749e-12 GO_IMMUNE_EFFECTOR_PROCESS 2.241504e-11 GO_HUMORAL_IMMUNE_RESPONSE_MEDIATED_BY_CIRCULATING_IMMUNOGLOBULIN 2.925209e-11 GO_LUMENAL_SIDE_OF_MEMBRANE 3.842530e-11 $`3` GO_LYSOZYME_ACTIVITY 0.000000e+00 GO_DIGESTION 4.574569e-13 GO_EXTRACELLULAR_SPACE 6.763087e-09 GO_TISSUE_HOMEOSTASIS 2.455535e-08 GO_MAINTENANCE_OF_GASTROINTESTINAL_EPITHELIUM 2.546030e-08 GO_O_GLYCAN_PROCESSING 1.309366e-07 GO_EPITHELIAL_STRUCTURE_MAINTENANCE 1.555153e-07 GO_GOLGI_LUMEN 2.792469e-07 GO_MULTICELLULAR_ORGANISMAL_HOMEOSTASIS 4.851483e-07 GO_ANATOMICAL_STRUCTURE_HOMEOSTASIS 1.148345e-06 $`4` GO_MITOTIC_CELL_CYCLE GO_CELL_DIVISION 4.923787e-17 1.025304e-15 GO_CELL_CYCLE GO_CELL_CYCLE_PROCESS 1.879378e-15 2.261835e-15 GO_ORGANELLE_FISSION GO_DNA_METABOLIC_PROCESS 1.707968e-13 1.609684e-12 GO_MITOTIC_NUCLEAR_DIVISION GO_DNA_CONFORMATION_CHANGE 2.045632e-12 2.551388e-11 GO_DNA_PACKAGING GO_CHROMOSOME 1.322875e-10 2.655787e-10 $`5` GO_CYTOKINE_MEDIATED_SIGNALING_PATHWAY 1.220134e-22 GO_CELLULAR_RESPONSE_TO_CYTOKINE_STIMULUS 3.999536e-21 GO_DEFENSE_RESPONSE 1.769596e-20 GO_RESPONSE_TO_CYTOKINE 7.243907e-20 GO_IMMUNE_RESPONSE 6.132814e-17 GO_IMMUNE_SYSTEM_PROCESS 3.922104e-15 GO_RESPONSE_TO_BIOTIC_STIMULUS 7.644926e-15 GO_CHEMOKINE_RECEPTOR_BINDING 5.977651e-14 GO_RESPONSE_TO_INTERFERON_GAMMA 6.778045e-14 GO_CHEMOKINE_ACTIVITY 1.556892e-13 $`6` GO_LYSOZYME_ACTIVITY 0.000000e+00 GO_EXTRACELLULAR_SPACE 2.045177e-13 GO_DEFENSE_RESPONSE 1.552197e-10 GO_ACUTE_INFLAMMATORY_RESPONSE 8.087899e-10 GO_RETINOIC_ACID_BINDING 2.786374e-09 GO_TRANSCRIPTION_FACTOR_ACTIVITY_RNA_POLYMERASE_II_CORE_PROMOTER_PROXIMAL_REGION_SEQUENCE_SPECIFIC_BINDING 3.162489e-09 GO_INFLAMMATORY_RESPONSE 1.051702e-08 GO_ACUTE_PHASE_RESPONSE 1.466583e-08 GO_REGULATION_OF_DNA_TEMPLATED_TRANSCRIPTION_IN_RESPONSE_TO_STRESS 6.854367e-08 GO_RNA_POLYMERASE_II_TRANSCRIPTION_FACTOR_ACTIVITY_SEQUENCE_SPECIFIC_DNA_BINDING 7.855940e-08 $`7` GO_CIRCULATORY_SYSTEM_DEVELOPMENT 1.942062e-28 GO_VASCULATURE_DEVELOPMENT 4.209889e-28 GO_BLOOD_VESSEL_MORPHOGENESIS 4.903299e-24 GO_ANGIOGENESIS 1.073856e-21 GO_REGULATION_OF_CELLULAR_COMPONENT_MOVEMENT 7.587643e-21 GO_EXTRACELLULAR_SPACE 5.489612e-20 GO_ANATOMICAL_STRUCTURE_FORMATION_INVOLVED_IN_MORPHOGENESIS 1.830924e-19 GO_EXTRACELLULAR_STRUCTURE_ORGANIZATION 1.107874e-17 GO_EXTRACELLULAR_MATRIX 2.312833e-15 GO_REGULATION_OF_VASCULATURE_DEVELOPMENT 4.067931e-15 $`8` GO_PROTON_TRANSPORTING_ATP_SYNTHASE_COMPLEX 0.000000e+00 GO_IMMUNE_SYSTEM_PROCESS 1.143845e-34 GO_IMMUNE_RESPONSE 2.487783e-32 GO_DEFENSE_RESPONSE 1.677820e-29 GO_RESPONSE_TO_EXTERNAL_STIMULUS 6.222508e-23 GO_LEUKOCYTE_MIGRATION 5.491053e-20 GO_RESPONSE_TO_BIOTIC_STIMULUS 8.512671e-20 GO_INFLAMMATORY_RESPONSE 4.375432e-19 GO_REGULATION_OF_IMMUNE_RESPONSE 7.017146e-19 GO_REGULATION_OF_IMMUNE_SYSTEM_PROCESS 1.302191e-18 $`9` GO_PROTON_TRANSPORTING_ATP_SYNTHASE_COMPLEX 0.000000e+00 GO_LYSOZYME_ACTIVITY 0.000000e+00 GO_IMMUNE_SYSTEM_PROCESS 3.362777e-47 GO_IMMUNE_RESPONSE 2.950715e-45 GO_DEFENSE_RESPONSE 6.997985e-41 GO_REGULATION_OF_IMMUNE_SYSTEM_PROCESS 1.815395e-40 GO_REGULATION_OF_IMMUNE_RESPONSE 7.457845e-36 GO_POSITIVE_REGULATION_OF_IMMUNE_SYSTEM_PROCESS 8.061718e-35 GO_POSITIVE_REGULATION_OF_RESPONSE_TO_STIMULUS 8.603060e-28 GO_POSITIVE_REGULATION_OF_IMMUNE_RESPONSE 5.284499e-27 $`10` GO_TASTE_RECEPTOR_ACTIVITY 0.000000e+00 GO_REGULATION_OF_CELL_PROLIFERATION 2.195106e-10 GO_RESPONSE_TO_OXYGEN_CONTAINING_COMPOUND 1.316114e-09 GO_RESPONSE_TO_EXTERNAL_STIMULUS 1.501484e-09 GO_REGULATION_OF_CELL_DEATH 2.535699e-09 GO_RESPONSE_TO_NITROGEN_COMPOUND 3.348931e-09 GO_RESPONSE_TO_ENDOGENOUS_STIMULUS 5.075908e-09 GO_SENSORY_PERCEPTION_OF_TASTE 2.376826e-08 GO_HEPATOCYTE_APOPTOTIC_PROCESS 2.284034e-07 GO_RESPONSE_TO_PEPTIDE 2.417191e-07 $`11` GO_EXTRACELLULAR_MATRIX 2.977611e-45 GO_EXTRACELLULAR_STRUCTURE_ORGANIZATION 4.059917e-39 GO_PROTEINACEOUS_EXTRACELLULAR_MATRIX 6.147620e-39 GO_EXTRACELLULAR_SPACE 1.905561e-38 GO_CIRCULATORY_SYSTEM_DEVELOPMENT 4.300672e-33 GO_VASCULATURE_DEVELOPMENT 6.355570e-33 GO_REGULATION_OF_CELLULAR_COMPONENT_MOVEMENT 1.911881e-32 GO_ANGIOGENESIS 1.189770e-28 GO_EXTRACELLULAR_MATRIX_COMPONENT 3.055745e-27 GO_BLOOD_VESSEL_MORPHOGENESIS 4.413508e-27 $`12` GO_IMMUNE_SYSTEM_PROCESS 1.260206e-26 GO_IMMUNE_RESPONSE 2.359230e-25 GO_CELL_ACTIVATION 1.549465e-24 GO_LEUKOCYTE_ACTIVATION 6.357141e-24 GO_LYMPHOCYTE_ACTIVATION 3.496815e-23 GO_REGULATION_OF_IMMUNE_SYSTEM_PROCESS 7.560195e-18 GO_POSITIVE_REGULATION_OF_IMMUNE_SYSTEM_PROCESS 5.201126e-16 GO_LEUKOCYTE_CELL_CELL_ADHESION 1.761464e-15 GO_IMMUNE_RESPONSE_REGULATING_CELL_SURFACE_RECEPTOR_SIGNALING_PATHWAY 5.741739e-15 GO_REGULATION_OF_IMMUNE_RESPONSE 3.836001e-14 # A tibble: 7 x 7 # Groups: cluster [7] p_val avg_log2FC pct.1 pct.2 p_val_adj cluster gene 1 1.35e-267 2.23 0.8 0.001 1.73e-263 B_cell CD79A 2 5.40e-291 2.28 0.823 0.011 6.92e-287 Endothelial_cells SPARCL1 3 1.91e-148 2.37 0.907 0.12 2.45e-144 Epithelial_cells KRT19 4 6.09e- 46 0.493 0.267 0.009 7.81e- 42 Hepatocytes CRP 5 3.02e-261 1.47 0.629 0 3.87e-257 Macrophage C1QC 6 9.37e-264 1.95 0.872 0.019 1.20e-259 Neutrophils FPR1 7 1.05e-136 0.957 0.474 0.002 1.35e-132 T_cells IL2RB $B_cell GO_IMMUNE_RESPONSE 3.921185e-27 GO_IMMUNE_SYSTEM_PROCESS 3.085599e-26 GO_MHC_CLASS_II_PROTEIN_COMPLEX 2.060323e-22 GO_ANTIGEN_RECEPTOR_MEDIATED_SIGNALING_PATHWAY 3.902187e-19 GO_REGULATION_OF_CELL_ACTIVATION 5.673562e-19 GO_REGULATION_OF_IMMUNE_SYSTEM_PROCESS 9.581561e-19 GO_MHC_PROTEIN_COMPLEX 5.568568e-18 GO_POSITIVE_REGULATION_OF_IMMUNE_SYSTEM_PROCESS 5.003209e-17 GO_POSITIVE_REGULATION_OF_CELL_ACTIVATION 1.004172e-16 GO_POSITIVE_REGULATION_OF_IMMUNE_RESPONSE 1.411161e-16 $Endothelial_cells GO_VASCULATURE_DEVELOPMENT 3.670568e-34 GO_CIRCULATORY_SYSTEM_DEVELOPMENT 6.996794e-34 GO_BLOOD_VESSEL_MORPHOGENESIS 3.449757e-30 GO_EXTRACELLULAR_MATRIX 7.051861e-29 GO_EXTRACELLULAR_STRUCTURE_ORGANIZATION 8.095246e-28 GO_ANGIOGENESIS 6.431424e-27 GO_EXTRACELLULAR_SPACE 1.068967e-26 GO_REGULATION_OF_CELLULAR_COMPONENT_MOVEMENT 2.418814e-23 GO_PROTEINACEOUS_EXTRACELLULAR_MATRIX 2.849186e-23 GO_ANATOMICAL_STRUCTURE_FORMATION_INVOLVED_IN_MORPHOGENESIS 1.574258e-22 $Epithelial_cells GO_LYSOZYME_ACTIVITY GO_EXTRACELLULAR_SPACE 0.000000e+00 2.783704e-17 GO_GOLGI_LUMEN GO_DIGESTION 9.557294e-10 2.166374e-09 GO_STRUCTURAL_MOLECULE_ACTIVITY GO_CELL_JUNCTION 1.606166e-08 8.195034e-08 GO_APICAL_PART_OF_CELL GO_MULTICELLULAR_ORGANISMAL_HOMEOSTASIS 8.955374e-08 9.785972e-08 GO_O_GLYCAN_PROCESSING GO_EPITHELIUM_DEVELOPMENT 1.602672e-07 1.693919e-07 $Hepatocytes GO_EXTRACELLULAR_SPACE 3.106448e-18 GO_SERINE_TYPE_ENDOPEPTIDASE_INHIBITOR_ACTIVITY 1.487520e-13 GO_NEGATIVE_REGULATION_OF_PEPTIDASE_ACTIVITY 3.644768e-12 GO_NEGATIVE_REGULATION_OF_PROTEIN_METABOLIC_PROCESS 6.422289e-11 GO_PEPTIDASE_INHIBITOR_ACTIVITY 1.061525e-10 GO_BLOOD_MICROPARTICLE 2.561271e-10 GO_ACUTE_INFLAMMATORY_RESPONSE 4.458408e-10 GO_NEGATIVE_REGULATION_OF_HYDROLASE_ACTIVITY 4.845743e-10 GO_NEGATIVE_REGULATION_OF_PROTEOLYSIS 5.095873e-10 GO_REGULATION_OF_PEPTIDASE_ACTIVITY 8.785728e-10 $Macrophage GO_IMMUNE_SYSTEM_PROCESS 8.686555e-40 GO_IMMUNE_RESPONSE 1.360571e-39 GO_REGULATION_OF_IMMUNE_SYSTEM_PROCESS 2.160885e-36 GO_REGULATION_OF_IMMUNE_RESPONSE 2.517439e-34 GO_DEFENSE_RESPONSE 3.879421e-32 GO_POSITIVE_REGULATION_OF_IMMUNE_SYSTEM_PROCESS 1.523871e-31 GO_POSITIVE_REGULATION_OF_IMMUNE_RESPONSE 3.942082e-25 GO_ACTIVATION_OF_IMMUNE_RESPONSE 6.591957e-25 GO_POSITIVE_REGULATION_OF_RESPONSE_TO_STIMULUS 4.671600e-23 GO_INNATE_IMMUNE_RESPONSE 5.742634e-23 $Neutrophils GO_PROTON_TRANSPORTING_ATP_SYNTHASE_COMPLEX 0.000000e+00 GO_IMMUNE_SYSTEM_PROCESS 1.680059e-35 GO_IMMUNE_RESPONSE 9.408059e-34 GO_DEFENSE_RESPONSE 7.312238e-31 GO_RESPONSE_TO_EXTERNAL_STIMULUS 1.674300e-23 GO_REGULATION_OF_IMMUNE_SYSTEM_PROCESS 1.288592e-21 GO_REGULATION_OF_IMMUNE_RESPONSE 1.949072e-21 GO_INFLAMMATORY_RESPONSE 3.801123e-21 GO_RESPONSE_TO_BIOTIC_STIMULUS 2.006972e-19 GO_POSITIVE_REGULATION_OF_IMMUNE_SYSTEM_PROCESS 2.944728e-19 $T_cells GO_LEUKOCYTE_ACTIVATION GO_CELL_ACTIVATION 3.833012e-25 7.361912e-25 GO_LYMPHOCYTE_ACTIVATION GO_IMMUNE_SYSTEM_PROCESS 2.704276e-24 3.756321e-24 GO_LEUKOCYTE_CELL_CELL_ADHESION GO_IMMUNE_RESPONSE 4.046165e-22 8.589710e-20 GO_SINGLE_ORGANISM_CELL_ADHESION GO_CELL_CELL_ADHESION 1.302528e-17 7.272105e-16 GO_LYMPHOCYTE_DIFFERENTIATION GO_T_CELL_DIFFERENTIATION 8.200205e-16 1.453263e-14