# A tibble: 12 x 7 # Groups: cluster [12] p_val avg_log2FC pct.1 pct.2 p_val_adj cluster gene 1 4.33e- 92 1.49 0.876 0.214 5.60e- 88 0 AZGP1 2 1.06e-168 1.19 0.676 0.01 1.37e-164 1 MPEG1 3 9.60e-145 2.09 0.655 0.023 1.24e-140 2 IL7R 4 3.52e-176 2.14 0.917 0.052 4.55e-172 3 CRISP3 5 7.74e-199 2.10 0.837 0.017 1.00e-194 4 CXCR2 6 8.34e-182 2.13 0.773 0.014 1.08e-177 5 KRT5 7 5.52e- 71 1.06 0.474 0.028 7.13e- 67 6 CP 8 3.37e- 78 0.924 0.654 0.05 4.35e- 74 7 LSAMP 9 1.46e-190 1.48 0.718 0.003 1.88e-186 8 EMCN 10 3.52e- 27 1.16 0.758 0.187 4.55e- 23 9 OR51E2 11 1.54e- 97 0.862 0.385 0.002 1.99e- 93 10 HDC 12 1.21e-162 1.68 0.594 0.001 1.56e-158 11 COL1A2 $`0` GO_SERINE_HYDROLASE_ACTIVITY 2.211090e-09 GO_EXTRACELLULAR_SPACE 1.386963e-08 GO_PEPTIDASE_ACTIVITY 3.035235e-08 GO_METALLOCARBOXYPEPTIDASE_ACTIVITY 1.658883e-06 GO_METALLOEXOPEPTIDASE_ACTIVITY 2.243611e-06 GO_EXOPEPTIDASE_ACTIVITY 9.484413e-06 GO_REGULATION_OF_MESONEPHROS_DEVELOPMENT 9.576117e-06 GO_RESPONSE_TO_GROWTH_HORMONE 1.164559e-05 GO_ENDOTHELIAL_CELL_MIGRATION 1.349050e-05 GO_RETINAL_METABOLIC_PROCESS 1.501480e-05 $`1` GO_PROTON_TRANSPORTING_ATP_SYNTHASE_COMPLEX 0.000000e+00 GO_LYSOZYME_ACTIVITY 0.000000e+00 GO_SUPEROXIDE_GENERATING_NADPH_OXIDASE_ACTIVITY 0.000000e+00 GO_IMMUNE_SYSTEM_PROCESS 6.096044e-61 GO_IMMUNE_RESPONSE 2.596151e-52 GO_DEFENSE_RESPONSE 7.924141e-51 GO_REGULATION_OF_IMMUNE_SYSTEM_PROCESS 2.276692e-47 GO_POSITIVE_REGULATION_OF_IMMUNE_SYSTEM_PROCESS 2.862518e-45 GO_POSITIVE_REGULATION_OF_RESPONSE_TO_STIMULUS 1.245372e-40 GO_INFLAMMATORY_RESPONSE 1.049780e-39 $`2` GO_IMMUNE_SYSTEM_PROCESS 1.590723e-30 GO_REGULATION_OF_IMMUNE_SYSTEM_PROCESS 9.361339e-29 GO_REGULATION_OF_IMMUNE_RESPONSE 5.852587e-25 GO_LEUKOCYTE_CELL_CELL_ADHESION 6.275219e-25 GO_LEUKOCYTE_ACTIVATION 1.262159e-24 GO_LYMPHOCYTE_ACTIVATION 1.606791e-24 GO_CELL_ACTIVATION 1.944812e-22 GO_POSITIVE_REGULATION_OF_IMMUNE_SYSTEM_PROCESS 6.660833e-21 GO_IMMUNE_RESPONSE 7.991024e-20 GO_SINGLE_ORGANISM_CELL_ADHESION 1.075829e-18 $`3` GO_PROTEIN_REFOLDING 9.666288e-09 GO_RESPONSE_TO_ABIOTIC_STIMULUS 1.253146e-08 GO_REGULATION_OF_DNA_TEMPLATED_TRANSCRIPTION_IN_RESPONSE_TO_STRESS 1.699208e-08 GO_EXTRACELLULAR_SPACE 3.175018e-08 GO_RESPONSE_TO_HYDROGEN_PEROXIDE 1.238076e-07 GO_LOW_DENSITY_LIPOPROTEIN_PARTICLE_REMODELING 1.900521e-07 GO_UNFOLDED_PROTEIN_BINDING 5.538682e-07 GO_RESPONSE_TO_REACTIVE_OXYGEN_SPECIES 9.923340e-07 GO_TRANSCRIPTION_FACTOR_ACTIVITY_RNA_POLYMERASE_II_CORE_PROMOTER_PROXIMAL_REGION_SEQUENCE_SPECIFIC_BINDING 1.102991e-06 GO_REGULATION_OF_CELL_DEATH 1.168754e-06 $`4` GO_IMMUNE_SYSTEM_PROCESS 6.788503e-33 GO_IMMUNE_RESPONSE 5.031984e-32 GO_DEFENSE_RESPONSE 3.867038e-28 GO_RESPONSE_TO_EXTERNAL_STIMULUS 8.864418e-22 GO_REGULATION_OF_IMMUNE_RESPONSE 4.931601e-20 GO_INFLAMMATORY_RESPONSE 1.180123e-19 GO_REGULATION_OF_IMMUNE_SYSTEM_PROCESS 7.704515e-19 GO_RESPONSE_TO_BIOTIC_STIMULUS 1.075038e-17 GO_INNATE_IMMUNE_RESPONSE 5.766554e-17 GO_POSITIVE_REGULATION_OF_IMMUNE_SYSTEM_PROCESS 1.351159e-16 $`5` GO_TISSUE_DEVELOPMENT 1.443030e-34 GO_EPITHELIUM_DEVELOPMENT 2.894774e-28 GO_EPIDERMIS_DEVELOPMENT 1.266053e-18 GO_REGULATION_OF_CELL_PROLIFERATION 2.333177e-18 GO_CELL_SUBSTRATE_JUNCTION 1.773555e-17 GO_REGULATION_OF_CELLULAR_COMPONENT_MOVEMENT 5.084322e-17 GO_TISSUE_MORPHOGENESIS 1.506194e-16 GO_VASCULATURE_DEVELOPMENT 2.187110e-16 GO_RESPONSE_TO_WOUNDING 2.626198e-16 GO_LOCOMOTION 3.767475e-16 $`6` GO_EXTRACELLULAR_SPACE 3.248600e-19 GO_RESPONSE_TO_INORGANIC_SUBSTANCE 4.730634e-12 GO_RESPONSE_TO_TRANSITION_METAL_NANOPARTICLE 4.499215e-11 GO_SERINE_HYDROLASE_ACTIVITY 6.701907e-10 GO_CELLULAR_RESPONSE_TO_ZINC_ION 1.296916e-09 GO_RETINA_HOMEOSTASIS 1.672730e-09 GO_RESPONSE_TO_METAL_ION 2.019092e-09 GO_BLOOD_VESSEL_MORPHOGENESIS 3.362616e-09 GO_ENDOPEPTIDASE_ACTIVITY 1.599230e-08 GO_CIRCULATORY_SYSTEM_DEVELOPMENT 2.196994e-08 $`7` GO_SERINE_HYDROLASE_ACTIVITY 4.585045e-08 GO_EXTRACELLULAR_SPACE 1.120522e-07 GO_PEPTIDASE_ACTIVITY 1.079025e-05 GO_RESPONSE_TO_GROWTH_HORMONE 1.277371e-05 GO_ANTIMICROBIAL_HUMORAL_RESPONSE 1.836581e-05 GO_REGULATION_OF_INSULIN_LIKE_GROWTH_FACTOR_RECEPTOR_SIGNALING_PATHWAY 4.675895e-05 GO_HEAD_MORPHOGENESIS 5.965173e-05 GO_CELLULAR_RESPONSE_TO_CADMIUM_ION 6.204193e-05 GO_REGULATION_OF_MACROPHAGE_CYTOKINE_PRODUCTION 6.204193e-05 GO_POSITIVE_REGULATION_OF_P38MAPK_CASCADE 6.204193e-05 $`8` GO_BLOOD_VESSEL_MORPHOGENESIS 1.442466e-36 GO_ANGIOGENESIS 3.991796e-36 GO_VASCULATURE_DEVELOPMENT 9.630288e-36 GO_CIRCULATORY_SYSTEM_DEVELOPMENT 3.674738e-34 GO_TISSUE_DEVELOPMENT 5.792864e-26 GO_ANATOMICAL_STRUCTURE_FORMATION_INVOLVED_IN_MORPHOGENESIS 3.134800e-25 GO_REGULATION_OF_CELL_PROLIFERATION 7.261790e-23 GO_REGULATION_OF_CELLULAR_COMPONENT_MOVEMENT 1.563395e-20 GO_EXTRACELLULAR_SPACE 2.053374e-20 GO_EPITHELIUM_DEVELOPMENT 1.272103e-18 $`9` GO_PROTEIN_REFOLDING 5.654968e-11 GO_UNFOLDED_PROTEIN_BINDING 6.768228e-10 GO_PROTEIN_FOLDING 9.319822e-10 GO_REGULATION_OF_DNA_TEMPLATED_TRANSCRIPTION_IN_RESPONSE_TO_STRESS 9.734852e-10 GO_REGULATION_OF_INCLUSION_BODY_ASSEMBLY 1.853828e-09 GO__DE_NOVO_PROTEIN_FOLDING 3.798359e-09 GO_CHAPERONE_BINDING 5.866042e-09 GO_ATPASE_REGULATOR_ACTIVITY 3.935800e-08 GO_RESPONSE_TO_ABIOTIC_STIMULUS 3.981557e-08 GO_RESPONSE_TO_TOPOLOGICALLY_INCORRECT_PROTEIN 6.324320e-08 $`10` GO_PROTON_TRANSPORTING_ATP_SYNTHASE_COMPLEX 0.000000e+00 GO_REGULATION_OF_IMMUNE_SYSTEM_PROCESS 1.122307e-15 GO_POSITIVE_REGULATION_OF_RESPONSE_TO_STIMULUS 1.691139e-14 GO_IMMUNE_SYSTEM_PROCESS 2.237860e-14 GO_INFLAMMATORY_RESPONSE 2.804788e-14 GO_REGULATION_OF_INTRACELLULAR_SIGNAL_TRANSDUCTION 6.783321e-14 GO_REGULATION_OF_RESPONSE_TO_WOUNDING 7.714764e-14 GO_REGULATION_OF_INFLAMMATORY_RESPONSE 7.765875e-14 GO_IMMUNE_RESPONSE 5.534218e-13 GO_POSITIVE_REGULATION_OF_PHOSPHORUS_METABOLIC_PROCESS 1.692798e-12 $`11` GO_EXTRACELLULAR_MATRIX 2.718229e-52 GO_PROTEINACEOUS_EXTRACELLULAR_MATRIX 1.261226e-43 GO_EXTRACELLULAR_STRUCTURE_ORGANIZATION 1.338285e-38 GO_TISSUE_DEVELOPMENT 4.271895e-36 GO_EXTRACELLULAR_MATRIX_COMPONENT 7.116824e-32 GO_CIRCULATORY_SYSTEM_DEVELOPMENT 1.369642e-31 GO_EXTRACELLULAR_SPACE 1.339511e-28 GO_VASCULATURE_DEVELOPMENT 5.810980e-27 GO_BLOOD_VESSEL_MORPHOGENESIS 1.150882e-24 GO_REGULATION_OF_MULTICELLULAR_ORGANISMAL_DEVELOPMENT 7.319426e-24 # A tibble: 10 x 7 # Groups: cluster [10] p_val avg_log2FC pct.1 pct.2 p_val_adj cluster gene 1 3.16e- 66 0.805 0.375 0.002 4.08e- 62 B_cell DERL3 2 2.01e- 56 2.58 0.9 0.076 2.60e- 52 DC HLA-DQA1 3 3.58e-183 1.47 0.721 0.005 4.63e-179 Endothelial_cells EMCN 4 4.42e-134 1.53 0.745 0.057 5.71e-130 Epithelial_cells TSPAN1 5 7.28e- 16 0.355 0.3 0.011 9.40e- 12 Hepatocytes ORM2 6 2.04e- 86 1.20 0.519 0.008 2.64e- 82 Macrophage C1QC 7 3.96e-184 2.40 0.856 0.062 5.12e-180 Neutrophils BCL2A1 8 8.44e- 45 1.52 0.614 0.07 1.09e- 40 NK_cell CCL5 9 2.22e-113 2.07 0.703 0.046 2.87e-109 T_cells IL7R 10 1.21e-162 1.68 0.594 0.001 1.56e-158 Tissue_stem_cells COL1A2 $B_cell GO_IMMUNE_SYSTEM_PROCESS 3.761696e-23 GO_IMMUNE_RESPONSE 1.494527e-21 GO_MHC_CLASS_II_PROTEIN_COMPLEX 4.902270e-21 GO_REGULATION_OF_IMMUNE_RESPONSE 4.637983e-19 GO_REGULATION_OF_IMMUNE_SYSTEM_PROCESS 3.029850e-18 GO_MHC_PROTEIN_COMPLEX 1.285367e-16 GO_ADAPTIVE_IMMUNE_RESPONSE 1.465538e-16 GO_REGULATION_OF_CELL_ACTIVATION 2.411694e-16 GO_POSITIVE_REGULATION_OF_CELL_ACTIVATION 6.719059e-16 GO_REGULATION_OF_HOMOTYPIC_CELL_CELL_ADHESION 1.362620e-15 $DC GO_PROTON_TRANSPORTING_ATP_SYNTHASE_COMPLEX 0.000000e+00 GO_LYSOZYME_ACTIVITY 0.000000e+00 GO_IMMUNE_SYSTEM_PROCESS 1.798353e-42 GO_REGULATION_OF_IMMUNE_SYSTEM_PROCESS 3.618861e-36 GO_IMMUNE_RESPONSE 7.280049e-36 GO_POSITIVE_REGULATION_OF_IMMUNE_SYSTEM_PROCESS 5.096668e-32 GO_REGULATION_OF_IMMUNE_RESPONSE 1.178212e-30 GO_DEFENSE_RESPONSE 6.260629e-28 GO_REGULATION_OF_CYTOKINE_PRODUCTION 9.389478e-27 GO_POSITIVE_REGULATION_OF_IMMUNE_RESPONSE 1.007343e-25 $Endothelial_cells GO_BLOOD_VESSEL_MORPHOGENESIS 6.810345e-38 GO_ANGIOGENESIS 1.726053e-37 GO_VASCULATURE_DEVELOPMENT 5.239517e-37 GO_CIRCULATORY_SYSTEM_DEVELOPMENT 2.439754e-35 GO_ANATOMICAL_STRUCTURE_FORMATION_INVOLVED_IN_MORPHOGENESIS 5.360292e-27 GO_TISSUE_DEVELOPMENT 2.742905e-26 GO_REGULATION_OF_CELL_PROLIFERATION 3.614758e-23 GO_REGULATION_OF_CELLULAR_COMPONENT_MOVEMENT 3.431771e-22 GO_EXTRACELLULAR_SPACE 2.534885e-21 GO_EPITHELIUM_DEVELOPMENT 3.618858e-18 $Epithelial_cells GO_EXTRACELLULAR_SPACE 8.817742e-15 GO_SERINE_HYDROLASE_ACTIVITY 5.494047e-11 GO_EPITHELIUM_DEVELOPMENT 1.090542e-10 GO_TISSUE_DEVELOPMENT 2.738150e-10 GO_REGULATION_OF_EPITHELIAL_CELL_PROLIFERATION 1.447705e-08 GO_EPIDERMIS_DEVELOPMENT 6.181903e-08 GO_PEPTIDASE_ACTIVITY 2.740199e-07 GO_MORPHOGENESIS_OF_AN_EPITHELIUM 3.453752e-07 GO_KIDNEY_MORPHOGENESIS 4.768914e-07 GO_EPITHELIAL_CELL_DIFFERENTIATION 7.781792e-07 $Hepatocytes GO_CELLULAR_RESPONSE_TO_CADMIUM_ION GO_CELLULAR_RESPONSE_TO_ZINC_ION 2.798344e-07 4.026797e-07 GO_ANTIMICROBIAL_HUMORAL_RESPONSE GO_RETINOL_DEHYDROGENASE_ACTIVITY 5.740759e-06 1.420924e-05 GO_SERINE_HYDROLASE_ACTIVITY GO_RESPONSE_TO_CADMIUM_ION 1.728021e-05 2.713715e-05 GO_RESPONSE_TO_ZINC_ION GO_DNA_PACKAGING_COMPLEX 4.648064e-05 6.205989e-05 GO_DEFENSE_RESPONSE_TO_FUNGUS GO_PEPTIDASE_ACTIVITY 1.110835e-04 1.329930e-04 $Macrophage GO_PROTON_TRANSPORTING_ATP_SYNTHASE_COMPLEX 0.000000e+00 GO_LYSOZYME_ACTIVITY 0.000000e+00 GO_SUPEROXIDE_GENERATING_NADPH_OXIDASE_ACTIVITY 0.000000e+00 GO_IMMUNE_SYSTEM_PROCESS 9.794470e-49 GO_IMMUNE_RESPONSE 3.603560e-43 GO_DEFENSE_RESPONSE 1.152928e-38 GO_REGULATION_OF_IMMUNE_SYSTEM_PROCESS 1.426858e-37 GO_POSITIVE_REGULATION_OF_IMMUNE_SYSTEM_PROCESS 1.540658e-34 GO_REGULATION_OF_IMMUNE_RESPONSE 3.149882e-32 GO_INNATE_IMMUNE_RESPONSE 5.388091e-28 $Neutrophils GO_PROTON_TRANSPORTING_ATP_SYNTHASE_COMPLEX 0.000000e+00 GO_LYSOZYME_ACTIVITY 0.000000e+00 GO_IMMUNE_SYSTEM_PROCESS 4.010383e-54 GO_DEFENSE_RESPONSE 4.050706e-52 GO_IMMUNE_RESPONSE 4.961523e-50 GO_INFLAMMATORY_RESPONSE 1.435357e-44 GO_REGULATION_OF_IMMUNE_SYSTEM_PROCESS 4.349726e-36 GO_POSITIVE_REGULATION_OF_IMMUNE_SYSTEM_PROCESS 4.726855e-34 GO_RESPONSE_TO_EXTERNAL_STIMULUS 8.298139e-34 GO_POSITIVE_REGULATION_OF_RESPONSE_TO_STIMULUS 6.978117e-33 $NK_cell GO_REGULATION_OF_IMMUNE_SYSTEM_PROCESS GO_IMMUNE_SYSTEM_PROCESS 2.814254e-21 3.543713e-21 GO_REGULATION_OF_IMMUNE_RESPONSE GO_LEUKOCYTE_ACTIVATION 2.353400e-18 5.328266e-17 GO_LEUKOCYTE_CELL_CELL_ADHESION GO_CELL_ACTIVATION 1.643589e-16 5.062478e-16 GO_LYMPHOCYTE_ACTIVATION GO_T_CELL_DIFFERENTIATION 2.703278e-15 1.255797e-14 GO_LYMPHOCYTE_DIFFERENTIATION GO_IMMUNE_RESPONSE 2.163336e-14 4.565988e-14 $T_cells GO_IMMUNE_SYSTEM_PROCESS 5.753678e-33 GO_REGULATION_OF_IMMUNE_SYSTEM_PROCESS 9.469370e-31 GO_LEUKOCYTE_CELL_CELL_ADHESION 2.057448e-29 GO_LYMPHOCYTE_ACTIVATION 8.106857e-29 GO_LEUKOCYTE_ACTIVATION 9.711288e-27 GO_REGULATION_OF_IMMUNE_RESPONSE 1.591357e-25 GO_CELL_ACTIVATION 1.457334e-23 GO_IMMUNE_RESPONSE 1.081279e-22 GO_SINGLE_ORGANISM_CELL_ADHESION 1.999718e-22 GO_POSITIVE_REGULATION_OF_IMMUNE_SYSTEM_PROCESS 3.449741e-22 $Tissue_stem_cells GO_EXTRACELLULAR_MATRIX 2.718229e-52 GO_PROTEINACEOUS_EXTRACELLULAR_MATRIX 1.261226e-43 GO_EXTRACELLULAR_STRUCTURE_ORGANIZATION 1.338285e-38 GO_TISSUE_DEVELOPMENT 4.271895e-36 GO_EXTRACELLULAR_MATRIX_COMPONENT 7.116824e-32 GO_CIRCULATORY_SYSTEM_DEVELOPMENT 1.369642e-31 GO_EXTRACELLULAR_SPACE 1.339511e-28 GO_VASCULATURE_DEVELOPMENT 5.810980e-27 GO_BLOOD_VESSEL_MORPHOGENESIS 1.150882e-24 GO_REGULATION_OF_MULTICELLULAR_ORGANISMAL_DEVELOPMENT 7.319426e-24