# A tibble: 12 x 7 # Groups: cluster [12] p_val avg_log2FC pct.1 pct.2 p_val_adj cluster gene 1 4.50e-103 2.18 0.816 0.134 5.33e- 99 0 LYZ 2 3.89e- 61 1.48 0.871 0.279 4.61e- 57 1 ANKRD30A 3 9.68e- 82 2.40 0.993 0.429 1.15e- 77 2 MGP 4 5.26e- 36 1.03 0.865 0.31 6.23e- 32 3 ANKRD30A 5 1.47e-178 1.89 0.861 0.019 1.74e-174 4 COL5A1 6 1.46e-172 2.68 0.942 0.037 1.73e-168 5 SFRP1 7 8.69e-126 1.30 0.654 0.014 1.03e-121 6 CAVIN2 8 1.47e-129 1.93 0.841 0.021 1.74e-125 7 APOC1 9 1.71e- 47 1.99 0.974 0.154 2.03e- 43 8 HLA-DPB1 10 2.87e- 92 2.13 0.744 0.027 3.40e- 88 9 APOD 11 7.47e-240 4.55 1 0.002 8.85e-236 10 TPSB2 12 1.48e-218 1.72 0.857 0 1.75e-214 11 CXCR2 $`0` GO_LYSOZYME_ACTIVITY 0.000000e+00 GO_DEFENSE_RESPONSE 4.140015e-39 GO_IMMUNE_SYSTEM_PROCESS 2.441957e-32 GO_IMMUNE_RESPONSE 4.154192e-31 GO_INFLAMMATORY_RESPONSE 1.156636e-24 GO_EXTRACELLULAR_SPACE 8.241694e-24 GO_POSITIVE_REGULATION_OF_IMMUNE_SYSTEM_PROCESS 5.814361e-23 GO_RESPONSE_TO_CYTOKINE 2.205719e-22 GO_RESPONSE_TO_EXTERNAL_STIMULUS 1.148683e-21 GO_INNATE_IMMUNE_RESPONSE 1.544658e-21 $`1` GO_TISSUE_DEVELOPMENT 2.914914e-10 GO_UROGENITAL_SYSTEM_DEVELOPMENT 3.812828e-10 GO_EPITHELIUM_DEVELOPMENT 4.399374e-10 GO_CELL_DEVELOPMENT 4.697549e-10 GO_GLAND_DEVELOPMENT 5.321639e-10 GO_CARDIAC_VENTRICLE_DEVELOPMENT 1.178191e-09 GO_AUTONOMIC_NERVOUS_SYSTEM_DEVELOPMENT 3.661433e-09 GO_TRANSCRIPTION_FACTOR_ACTIVITY_RNA_POLYMERASE_II_CORE_PROMOTER_PROXIMAL_REGION_SEQUENCE_SPECIFIC_BINDING 5.072123e-09 GO_NEPHRON_EPITHELIUM_DEVELOPMENT 1.649881e-08 GO_TISSUE_MORPHOGENESIS 1.807991e-08 $`2` GO_TRANSCRIPTION_FACTOR_ACTIVITY_RNA_POLYMERASE_II_CORE_PROMOTER_PROXIMAL_REGION_SEQUENCE_SPECIFIC_BINDING 2.004979e-10 GO_UROGENITAL_SYSTEM_DEVELOPMENT 2.633610e-09 GO_TRANSCRIPTIONAL_ACTIVATOR_ACTIVITY_RNA_POLYMERASE_II_CORE_PROMOTER_PROXIMAL_REGION_SEQUENCE_SPECIFIC_BINDING 4.137367e-09 GO_TRANSCRIPTIONAL_ACTIVATOR_ACTIVITY_RNA_POLYMERASE_II_TRANSCRIPTION_REGULATORY_REGION_SEQUENCE_SPECIFIC_BINDING 9.839611e-09 GO_TISSUE_DEVELOPMENT 2.428471e-08 GO_RESPONSE_TO_HORMONE 4.300130e-08 GO_RNA_POLYMERASE_II_TRANSCRIPTION_FACTOR_ACTIVITY_SEQUENCE_SPECIFIC_DNA_BINDING 5.690727e-08 GO_SENSORY_PERCEPTION 1.217464e-07 GO_ORGAN_MORPHOGENESIS 1.567870e-07 GO_EPITHELIUM_DEVELOPMENT 2.130564e-07 $`3` GO_GLAND_DEVELOPMENT 1.790113e-12 GO_TISSUE_DEVELOPMENT 3.763077e-12 GO_EPITHELIUM_DEVELOPMENT 1.233329e-11 GO_MAMMARY_GLAND_LOBULE_DEVELOPMENT 7.546464e-11 GO_ORGAN_MORPHOGENESIS 7.782242e-11 GO_RESPONSE_TO_HORMONE 9.000481e-10 GO_CELL_DEVELOPMENT 1.563661e-09 GO_TRANSCRIPTION_FACTOR_ACTIVITY_RNA_POLYMERASE_II_CORE_PROMOTER_PROXIMAL_REGION_SEQUENCE_SPECIFIC_BINDING 1.997258e-09 GO_UROGENITAL_SYSTEM_DEVELOPMENT 2.222835e-09 GO_CARDIAC_VENTRICLE_DEVELOPMENT 3.849267e-09 $`4` GO_EXTRACELLULAR_MATRIX 2.877550e-69 GO_PROTEINACEOUS_EXTRACELLULAR_MATRIX 9.777844e-64 GO_EXTRACELLULAR_STRUCTURE_ORGANIZATION 3.726749e-60 GO_EXTRACELLULAR_MATRIX_COMPONENT 1.224292e-38 GO_EXTRACELLULAR_SPACE 1.019018e-37 GO_EXTRACELLULAR_MATRIX_STRUCTURAL_CONSTITUENT 2.475838e-29 GO_COLLAGEN_TRIMER 4.567763e-28 GO_COLLAGEN_FIBRIL_ORGANIZATION 2.798122e-23 GO_TISSUE_DEVELOPMENT 5.478767e-22 GO_COMPLEX_OF_COLLAGEN_TRIMERS 6.513909e-22 $`5` GO_TISSUE_DEVELOPMENT 2.722376e-15 GO_EPITHELIUM_DEVELOPMENT 4.427377e-14 GO_CELL_SURFACE 6.142970e-12 GO_EXOCRINE_SYSTEM_DEVELOPMENT 1.793219e-10 GO_GLAND_DEVELOPMENT 2.263760e-10 GO_EXTRACELLULAR_SPACE 6.657663e-10 GO_STRUCTURAL_CONSTITUENT_OF_MUSCLE 1.003518e-09 GO_STRUCTURAL_MOLECULE_ACTIVITY 2.115343e-09 GO_POSITIVE_REGULATION_OF_CELL_DIFFERENTIATION 2.587661e-09 GO_STRUCTURAL_CONSTITUENT_OF_CYTOSKELETON 3.483449e-09 $`6` GO_CYCLIC_NUCLEOTIDE_GATED_ION_CHANNEL_ACTIVITY 0.000000e+00 GO_VASCULATURE_DEVELOPMENT 9.534469e-26 GO_BLOOD_VESSEL_MORPHOGENESIS 1.035108e-25 GO_ANGIOGENESIS 3.619703e-23 GO_CIRCULATORY_SYSTEM_DEVELOPMENT 1.100854e-21 GO_ANATOMICAL_STRUCTURE_FORMATION_INVOLVED_IN_MORPHOGENESIS 2.546497e-18 GO_TISSUE_DEVELOPMENT 2.527825e-17 GO_CELL_SURFACE 6.836139e-16 GO_GROWTH_FACTOR_BINDING 8.342726e-16 GO_EXTRACELLULAR_SPACE 9.470952e-16 $`7` GO_LYSOZYME_ACTIVITY 0.000000e+00 GO_DEFENSE_RESPONSE 1.966810e-27 GO_IMMUNE_RESPONSE 4.301543e-27 GO_IMMUNE_SYSTEM_PROCESS 4.029697e-26 GO_MHC_PROTEIN_COMPLEX 5.449683e-24 GO_REGULATION_OF_IMMUNE_SYSTEM_PROCESS 4.699782e-20 GO_POSITIVE_REGULATION_OF_IMMUNE_SYSTEM_PROCESS 7.134491e-20 GO_MHC_CLASS_II_PROTEIN_COMPLEX 1.186287e-19 GO_LYTIC_VACUOLE 7.516512e-19 GO_INNATE_IMMUNE_RESPONSE 2.251289e-18 $`8` GO_LYSOZYME_ACTIVITY 0.000000e+00 GO_MHC_CLASS_II_PROTEIN_COMPLEX 4.336594e-29 GO_MHC_PROTEIN_COMPLEX 7.959918e-26 GO_IMMUNE_RESPONSE 1.930487e-22 GO_IMMUNE_SYSTEM_PROCESS 2.861396e-22 GO_DEFENSE_RESPONSE 9.204302e-21 GO_MHC_CLASS_II_RECEPTOR_ACTIVITY 2.917070e-20 GO_LUMENAL_SIDE_OF_MEMBRANE 2.253378e-17 GO_POSITIVE_REGULATION_OF_CELL_ACTIVATION 1.955381e-16 GO_ANTIGEN_PROCESSING_AND_PRESENTATION_OF_PEPTIDE_OR_POLYSACCHARIDE_ANTIGEN_VIA_MHC_CLASS_II 2.721238e-16 $`9` GO_EXTRACELLULAR_MATRIX 8.580792e-65 GO_PROTEINACEOUS_EXTRACELLULAR_MATRIX 1.750244e-61 GO_EXTRACELLULAR_STRUCTURE_ORGANIZATION 1.785303e-44 GO_EXTRACELLULAR_SPACE 2.792148e-41 GO_EXTRACELLULAR_MATRIX_COMPONENT 4.924090e-35 GO_EXTRACELLULAR_MATRIX_STRUCTURAL_CONSTITUENT 3.072045e-26 GO_COLLAGEN_TRIMER 1.206293e-21 GO_GLYCOSAMINOGLYCAN_BINDING 2.255411e-21 GO_MULTICELLULAR_ORGANISMAL_MACROMOLECULE_METABOLIC_PROCESS 1.743801e-19 GO_HEPARIN_BINDING 1.946256e-19 $`10` GO_IMMUNE_RESPONSE 6.658995e-19 GO_REGULATION_OF_IMMUNE_SYSTEM_PROCESS 3.775022e-17 GO_IMMUNE_SYSTEM_PROCESS 3.284563e-16 GO_SIDE_OF_MEMBRANE 6.286660e-14 GO_POSITIVE_REGULATION_OF_IMMUNE_SYSTEM_PROCESS 1.376197e-13 GO_RESPONSE_TO_EXTERNAL_STIMULUS 3.019485e-13 GO_CELLULAR_RESPONSE_TO_ORGANIC_SUBSTANCE 4.735558e-12 GO_REGULATION_OF_IMMUNE_RESPONSE 9.722367e-12 GO_DEFENSE_RESPONSE 1.218807e-11 GO_RESPONSE_TO_CYTOKINE 4.970696e-11 $`11` GO_IMMUNE_RESPONSE GO_IMMUNE_SYSTEM_PROCESS 3.309308e-31 1.364326e-30 GO_DEFENSE_RESPONSE GO_RESPONSE_TO_BIOTIC_STIMULUS 1.738819e-30 5.057925e-28 GO_DEFENSE_RESPONSE_TO_OTHER_ORGANISM GO_RESPONSE_TO_EXTERNAL_STIMULUS 4.270156e-25 7.854849e-25 GO_RESPONSE_TO_CYTOKINE GO_INNATE_IMMUNE_RESPONSE 8.860032e-21 2.082585e-20 GO_CYTOKINE_MEDIATED_SIGNALING_PATHWAY GO_RESPONSE_TO_TYPE_I_INTERFERON 3.019442e-20 6.550147e-20 # A tibble: 12 x 7 # Groups: cluster [12] p_val avg_log2FC pct.1 pct.2 p_val_adj cluster gene 1 3.15e- 87 2.16 0.929 0.079 3.74e- 83 Chondrocytes COL5A2 2 3.40e- 75 2.05 0.92 0.189 4.03e- 71 DC HLA-DRA 3 3.06e-132 1.40 0.676 0.012 3.62e-128 Endothelial_cells AQP1 4 3.47e-132 2.30 0.884 0.181 4.12e-128 Epithelial_cells MGP 5 7.94e- 33 0.735 0.368 0.011 9.40e- 29 Fibroblasts SVEP1 6 3.34e- 19 0.316 0.25 0.004 3.96e- 15 Hepatocytes SMIM31 7 8.02e- 8 0.317 0.238 0.029 9.50e- 4 Keratinocytes PCLO 8 4.80e- 87 1.57 0.605 0.049 5.69e- 83 Macrophage APOE 9 3.64e- 68 0.788 0.273 0 4.32e- 64 Neutrophils CXCR2 10 5.99e- 98 1.60 0.633 0.011 7.09e- 94 NK_cell IL1RL1 11 8.80e- 60 2.06 0.854 0.089 1.04e- 55 Smooth_muscle_cells DCN 12 5.14e- 40 2.08 0.812 0.119 6.09e- 36 Tissue_stem_cells COL6A3 $Chondrocytes GO_EXTRACELLULAR_MATRIX 7.530537e-64 GO_EXTRACELLULAR_STRUCTURE_ORGANIZATION 2.762794e-57 GO_PROTEINACEOUS_EXTRACELLULAR_MATRIX 2.869540e-57 GO_EXTRACELLULAR_MATRIX_COMPONENT 5.827007e-38 GO_EXTRACELLULAR_SPACE 1.645316e-36 GO_COLLAGEN_TRIMER 4.252112e-26 GO_EXTRACELLULAR_MATRIX_STRUCTURAL_CONSTITUENT 2.778008e-25 GO_COLLAGEN_FIBRIL_ORGANIZATION 1.157737e-24 GO_BASEMENT_MEMBRANE 5.054482e-21 GO_COMPLEX_OF_COLLAGEN_TRIMERS 1.173493e-20 $DC GO_LYSOZYME_ACTIVITY 0.000000e+00 GO_IMMUNE_SYSTEM_PROCESS 5.569025e-32 GO_DEFENSE_RESPONSE 7.047283e-32 GO_IMMUNE_RESPONSE 2.343047e-29 GO_POSITIVE_REGULATION_OF_IMMUNE_SYSTEM_PROCESS 2.037187e-28 GO_REGULATION_OF_IMMUNE_SYSTEM_PROCESS 6.330046e-24 GO_REGULATION_OF_IMMUNE_RESPONSE 2.213014e-23 GO_POSITIVE_REGULATION_OF_IMMUNE_RESPONSE 7.162048e-23 GO_POSITIVE_REGULATION_OF_RESPONSE_TO_STIMULUS 1.606273e-21 GO_MHC_PROTEIN_COMPLEX 3.008352e-20 $Endothelial_cells GO_CYCLIC_NUCLEOTIDE_GATED_ION_CHANNEL_ACTIVITY 0.000000e+00 GO_VASCULATURE_DEVELOPMENT 2.384148e-22 GO_BLOOD_VESSEL_MORPHOGENESIS 4.355474e-21 GO_ANGIOGENESIS 1.110221e-20 GO_CIRCULATORY_SYSTEM_DEVELOPMENT 9.100132e-19 GO_GROWTH_FACTOR_BINDING 6.072613e-17 GO_ANATOMICAL_STRUCTURE_FORMATION_INVOLVED_IN_MORPHOGENESIS 1.936983e-16 GO_CELL_SURFACE 1.205771e-15 GO_TISSUE_DEVELOPMENT 1.436442e-15 GO_REGULATION_OF_RESPONSE_TO_WOUNDING 8.093203e-15 $Epithelial_cells GO_TISSUE_DEVELOPMENT 1.151323e-17 GO_EPITHELIUM_DEVELOPMENT 2.245201e-15 GO_TRANSCRIPTION_FACTOR_ACTIVITY_RNA_POLYMERASE_II_CORE_PROMOTER_PROXIMAL_REGION_SEQUENCE_SPECIFIC_BINDING 1.208318e-14 GO_TRANSCRIPTIONAL_ACTIVATOR_ACTIVITY_RNA_POLYMERASE_II_CORE_PROMOTER_PROXIMAL_REGION_SEQUENCE_SPECIFIC_BINDING 4.701313e-13 GO_CELL_DEVELOPMENT 1.630121e-12 GO_GLAND_DEVELOPMENT 1.672576e-12 GO_TRANSCRIPTIONAL_ACTIVATOR_ACTIVITY_RNA_POLYMERASE_II_TRANSCRIPTION_REGULATORY_REGION_SEQUENCE_SPECIFIC_BINDING 5.053065e-12 GO_ORGAN_MORPHOGENESIS 7.622081e-12 GO_REGULATION_OF_CELL_PROLIFERATION 1.579648e-11 GO_UROGENITAL_SYSTEM_DEVELOPMENT 2.254045e-11 $Fibroblasts GO_EXTRACELLULAR_MATRIX 1.410326e-72 GO_PROTEINACEOUS_EXTRACELLULAR_MATRIX 5.635384e-64 GO_EXTRACELLULAR_STRUCTURE_ORGANIZATION 9.151825e-59 GO_EXTRACELLULAR_MATRIX_COMPONENT 1.017201e-46 GO_EXTRACELLULAR_SPACE 2.637833e-45 GO_EXTRACELLULAR_MATRIX_STRUCTURAL_CONSTITUENT 8.296707e-31 GO_COLLAGEN_TRIMER 8.345357e-26 GO_BASEMENT_MEMBRANE 2.570040e-25 GO_COLLAGEN_FIBRIL_ORGANIZATION 6.146278e-23 GO_MULTICELLULAR_ORGANISMAL_MACROMOLECULE_METABOLIC_PROCESS 9.337145e-22 $Hepatocytes GO_LIPID_METABOLIC_PROCESS 3.243983e-07 GO_MONOCARBOXYLIC_ACID_BIOSYNTHETIC_PROCESS 4.320580e-07 GO_HORMONE_METABOLIC_PROCESS 6.427304e-07 GO_FATTY_ACID_METABOLIC_PROCESS 1.560567e-06 GO_CELLULAR_HORMONE_METABOLIC_PROCESS 2.214750e-06 GO_SMALL_MOLECULE_BIOSYNTHETIC_PROCESS 4.299728e-06 GO_PROSTATE_GLAND_DEVELOPMENT 5.781111e-06 GO_MONOCARBOXYLIC_ACID_METABOLIC_PROCESS 6.085456e-06 GO_LIGASE_ACTIVITY_FORMING_CARBON_SULFUR_BONDS 7.688813e-06 GO_POSITIVE_REGULATION_OF_ENDOTHELIAL_CELL_APOPTOTIC_PROCESS 8.832038e-06 $Keratinocytes GO_DETECTION_OF_CHEMICAL_STIMULUS_INVOLVED_IN_SENSORY_PERCEPTION_OF_TASTE 1.460783e-07 GO_KIDNEY_MORPHOGENESIS 1.589350e-07 GO_TISSUE_DEVELOPMENT 2.099201e-07 GO_POSITIVE_REGULATION_OF_PROTEIN_ACETYLATION 6.559563e-07 GO_UROGENITAL_SYSTEM_DEVELOPMENT 8.140412e-07 GO_CARDIAC_RIGHT_VENTRICLE_MORPHOGENESIS 1.738007e-06 GO_NEPHRON_TUBULE_FORMATION 1.738007e-06 GO_LYMPHOID_PROGENITOR_CELL_DIFFERENTIATION 1.738007e-06 GO_CARDIAC_VENTRICLE_MORPHOGENESIS 2.323601e-06 GO_SENSORY_PERCEPTION_OF_TASTE 2.385675e-06 $Macrophage GO_LYSOZYME_ACTIVITY 0.000000e+00 GO_DEFENSE_RESPONSE 1.392215e-33 GO_IMMUNE_SYSTEM_PROCESS 3.764756e-32 GO_IMMUNE_RESPONSE 1.400336e-31 GO_POSITIVE_REGULATION_OF_IMMUNE_SYSTEM_PROCESS 3.171555e-24 GO_EXTRACELLULAR_SPACE 3.343621e-24 GO_MHC_PROTEIN_COMPLEX 2.259823e-23 GO_POSITIVE_REGULATION_OF_RESPONSE_TO_STIMULUS 2.481507e-22 GO_REGULATION_OF_IMMUNE_SYSTEM_PROCESS 8.252793e-22 GO_CELL_SURFACE 1.180811e-21 $Neutrophils GO_PROTON_TRANSPORTING_ATP_SYNTHASE_COMPLEX 0.000000e+00 GO_LYSOZYME_ACTIVITY 0.000000e+00 GO_IMMUNE_RESPONSE 1.407034e-37 GO_IMMUNE_SYSTEM_PROCESS 5.877825e-37 GO_DEFENSE_RESPONSE 1.706786e-35 GO_RESPONSE_TO_BIOTIC_STIMULUS 1.749903e-27 GO_REGULATION_OF_IMMUNE_SYSTEM_PROCESS 7.666027e-26 GO_RESPONSE_TO_EXTERNAL_STIMULUS 2.548253e-25 GO_INNATE_IMMUNE_RESPONSE 2.567743e-23 GO_DEFENSE_RESPONSE_TO_OTHER_ORGANISM 6.313343e-23 $NK_cell GO_IMMUNE_RESPONSE 7.880855e-17 GO_REGULATION_OF_IMMUNE_SYSTEM_PROCESS 1.034157e-16 GO_IMMUNE_SYSTEM_PROCESS 6.713588e-15 GO_POSITIVE_REGULATION_OF_IMMUNE_SYSTEM_PROCESS 8.840826e-15 GO_SIDE_OF_MEMBRANE 2.606841e-13 GO_REGULATION_OF_CELL_ACTIVATION 6.952550e-12 GO_REGULATION_OF_IMMUNE_RESPONSE 6.975012e-12 GO_NEGATIVE_REGULATION_OF_IMMUNE_SYSTEM_PROCESS 1.368976e-11 GO_DEFENSE_RESPONSE 2.828574e-11 GO_RESPONSE_TO_EXTERNAL_STIMULUS 7.976132e-11 $Smooth_muscle_cells GO_EXTRACELLULAR_MATRIX 4.411620e-69 GO_PROTEINACEOUS_EXTRACELLULAR_MATRIX 1.279046e-61 GO_EXTRACELLULAR_STRUCTURE_ORGANIZATION 3.870319e-50 GO_EXTRACELLULAR_SPACE 1.007167e-43 GO_EXTRACELLULAR_MATRIX_COMPONENT 4.732896e-41 GO_COLLAGEN_TRIMER 1.265800e-26 GO_BASEMENT_MEMBRANE 3.230603e-26 GO_EXTRACELLULAR_MATRIX_STRUCTURAL_CONSTITUENT 6.450961e-26 GO_GLYCOSAMINOGLYCAN_BINDING 1.324304e-24 GO_TISSUE_DEVELOPMENT 3.912589e-22 $Tissue_stem_cells GO_EXTRACELLULAR_MATRIX 6.927592e-51 GO_EXTRACELLULAR_STRUCTURE_ORGANIZATION 1.238629e-47 GO_PROTEINACEOUS_EXTRACELLULAR_MATRIX 1.749914e-47 GO_EXTRACELLULAR_MATRIX_COMPONENT 1.482690e-34 GO_EXTRACELLULAR_SPACE 3.820597e-32 GO_EXTRACELLULAR_MATRIX_STRUCTURAL_CONSTITUENT 1.811970e-23 GO_BASEMENT_MEMBRANE 1.019495e-22 GO_COMPLEX_OF_COLLAGEN_TRIMERS 1.056642e-20 GO_COLLAGEN_TRIMER 5.115010e-19 GO_TISSUE_DEVELOPMENT 4.911014e-17