# A tibble: 11 x 7 # Groups: cluster [11] p_val avg_log2FC pct.1 pct.2 p_val_adj cluster gene 1 3.10e-131 2.38 0.901 0.049 3.58e-127 0 FBLN1 2 2.71e-109 2.21 0.878 0.068 3.14e-105 1 TM4SF1 3 7.15e- 78 2.22 0.807 0.104 8.26e- 74 2 CXCR4 4 4.92e-178 3.86 0.99 0.009 5.69e-174 3 TPSB2 5 5.49e-126 2.33 0.87 0.035 6.35e-122 4 HLA-DQB1 6 1.13e-150 2.26 0.893 0.011 1.30e-146 5 FCGR3B 7 1.97e- 93 2.79 0.647 0.016 2.28e- 89 6 KRT5 8 8.34e- 65 1.88 0.517 0.017 9.64e- 61 7 POSTN 9 1.90e-132 2.90 0.881 0.012 2.20e-128 8 MYH11 10 2.16e-132 1.58 0.724 0.001 2.50e-128 9 TFF3 11 5.34e-103 2.62 0.679 0.006 6.18e- 99 10 DCT $`0` GO_EXTRACELLULAR_MATRIX 2.952127e-57 GO_PROTEINACEOUS_EXTRACELLULAR_MATRIX 1.240028e-48 GO_EXTRACELLULAR_SPACE 2.429919e-47 GO_EXTRACELLULAR_STRUCTURE_ORGANIZATION 4.136328e-29 GO_EXTRACELLULAR_MATRIX_COMPONENT 2.270198e-28 GO_GLYCOSAMINOGLYCAN_BINDING 4.753001e-24 GO_EXTRACELLULAR_MATRIX_STRUCTURAL_CONSTITUENT 1.305618e-21 GO_HEPARIN_BINDING 2.245861e-20 GO_RESPONSE_TO_OXYGEN_CONTAINING_COMPOUND 1.282000e-18 GO_GROWTH_FACTOR_BINDING 6.585521e-18 $`1` GO_CYCLIC_NUCLEOTIDE_GATED_ION_CHANNEL_ACTIVITY 0.000000e+00 GO_BLOOD_VESSEL_MORPHOGENESIS 1.948439e-24 GO_VASCULATURE_DEVELOPMENT 2.462577e-23 GO_ANGIOGENESIS 4.108291e-23 GO_CIRCULATORY_SYSTEM_DEVELOPMENT 1.753298e-19 GO_ANATOMICAL_STRUCTURE_FORMATION_INVOLVED_IN_MORPHOGENESIS 1.135869e-16 GO_EXTRACELLULAR_SPACE 1.027110e-13 GO_REGULATION_OF_VASCULATURE_DEVELOPMENT 1.703386e-12 GO_ENDOTHELIUM_DEVELOPMENT 3.476945e-12 GO_VASCULOGENESIS 3.750967e-12 $`2` GO_IMMUNE_SYSTEM_PROCESS GO_LEUKOCYTE_CELL_CELL_ADHESION 5.025371e-16 8.451266e-15 GO_LYMPHOCYTE_ACTIVATION GO_LEUKOCYTE_ACTIVATION 1.155372e-13 2.851016e-13 GO_T_CELL_DIFFERENTIATION GO_IMMUNE_RESPONSE 5.826677e-13 8.736029e-12 GO_SIDE_OF_MEMBRANE GO_SINGLE_ORGANISM_CELL_ADHESION 9.143638e-12 1.201512e-11 GO_LYMPHOCYTE_DIFFERENTIATION GO_CELL_CELL_ADHESION 1.399537e-11 1.633372e-11 $`3` GO_REGULATION_OF_IMMUNE_SYSTEM_PROCESS 1.476805e-18 GO_POSITIVE_REGULATION_OF_IMMUNE_SYSTEM_PROCESS 2.241827e-15 GO_NEGATIVE_REGULATION_OF_MULTICELLULAR_ORGANISMAL_PROCESS 2.005324e-13 GO_RESPONSE_TO_LIPID 4.767479e-13 GO_POSITIVE_REGULATION_OF_MULTICELLULAR_ORGANISMAL_PROCESS 4.808426e-13 GO_REGULATION_OF_RESPONSE_TO_WOUNDING 1.220345e-12 GO_NEGATIVE_REGULATION_OF_IMMUNE_SYSTEM_PROCESS 5.014544e-12 GO_REGULATION_OF_INFLAMMATORY_RESPONSE 6.487419e-12 GO_REGULATION_OF_IMMUNE_RESPONSE 1.593638e-11 GO_REGULATION_OF_CYTOKINE_PRODUCTION 1.609272e-11 $`4` GO_PROTON_TRANSPORTING_ATP_SYNTHASE_COMPLEX 0.000000e+00 GO_LYSOZYME_ACTIVITY 0.000000e+00 GO_IMMUNE_RESPONSE 4.283905e-28 GO_IMMUNE_SYSTEM_PROCESS 1.453721e-27 GO_MHC_CLASS_II_PROTEIN_COMPLEX 2.276494e-27 GO_DEFENSE_RESPONSE 3.464244e-24 GO_REGULATION_OF_IMMUNE_SYSTEM_PROCESS 8.859318e-23 GO_REGULATION_OF_IMMUNE_RESPONSE 1.213780e-21 GO_MHC_PROTEIN_COMPLEX 1.682906e-21 GO_POSITIVE_REGULATION_OF_IMMUNE_SYSTEM_PROCESS 7.807731e-21 $`5` GO_PROTON_TRANSPORTING_ATP_SYNTHASE_COMPLEX 0.000000e+00 GO_LYSOZYME_ACTIVITY 0.000000e+00 GO_DEFENSE_RESPONSE 3.406054e-31 GO_IMMUNE_RESPONSE 1.297178e-28 GO_IMMUNE_SYSTEM_PROCESS 2.193422e-27 GO_RESPONSE_TO_EXTERNAL_STIMULUS 1.356647e-21 GO_INFLAMMATORY_RESPONSE 4.720864e-21 GO_RESPONSE_TO_BIOTIC_STIMULUS 5.899284e-21 GO_REGULATION_OF_IMMUNE_SYSTEM_PROCESS 1.507460e-17 GO_RESPONSE_TO_CYTOKINE 3.097365e-17 $`6` GO_TISSUE_DEVELOPMENT GO_EPITHELIUM_DEVELOPMENT 9.553141e-30 3.411462e-27 GO_INTERMEDIATE_FILAMENT GO_SKIN_DEVELOPMENT 6.270876e-23 4.838922e-22 GO_INTERMEDIATE_FILAMENT_CYTOSKELETON GO_EPIDERMIS_DEVELOPMENT 7.392169e-21 1.438856e-20 GO_EPITHELIAL_CELL_DIFFERENTIATION GO_BIOLOGICAL_ADHESION 4.436204e-18 1.666246e-17 GO_ORGAN_MORPHOGENESIS GO_STRUCTURAL_MOLECULE_ACTIVITY 1.209972e-16 1.207226e-14 $`7` GO_EXTRACELLULAR_MATRIX 1.840587e-41 GO_PROTEINACEOUS_EXTRACELLULAR_MATRIX 2.104838e-37 GO_EXTRACELLULAR_STRUCTURE_ORGANIZATION 4.913091e-25 GO_EXTRACELLULAR_SPACE 6.105816e-22 GO_GLYCOSAMINOGLYCAN_BINDING 5.414644e-21 GO_EXTRACELLULAR_MATRIX_COMPONENT 6.406755e-20 GO_MULTICELLULAR_ORGANISMAL_MACROMOLECULE_METABOLIC_PROCESS 1.938368e-18 GO_MULTICELLULAR_ORGANISM_METABOLIC_PROCESS 9.329469e-18 GO_COMPLEX_OF_COLLAGEN_TRIMERS 2.735700e-17 GO_ORGAN_MORPHOGENESIS 6.482629e-17 $`8` GO_CONTRACTILE_FIBER 1.118829e-18 GO_MUSCLE_STRUCTURE_DEVELOPMENT 2.866465e-18 GO_CIRCULATORY_SYSTEM_DEVELOPMENT 2.538311e-17 GO_REGULATION_OF_SYSTEM_PROCESS 3.404100e-15 GO_VASCULATURE_DEVELOPMENT 6.147074e-15 GO_SYSTEM_PROCESS 6.647417e-15 GO_BLOOD_VESSEL_MORPHOGENESIS 2.879487e-14 GO_EXTRACELLULAR_MATRIX 2.917734e-13 GO_MUSCLE_CELL_DIFFERENTIATION 4.950427e-13 GO_ANATOMICAL_STRUCTURE_FORMATION_INVOLVED_IN_MORPHOGENESIS 1.406315e-12 $`9` GO_VASCULATURE_DEVELOPMENT 5.767160e-21 GO_BLOOD_VESSEL_MORPHOGENESIS 1.063246e-18 GO_CIRCULATORY_SYSTEM_DEVELOPMENT 1.886518e-18 GO_ANGIOGENESIS 3.949849e-17 GO_EXTRACELLULAR_MATRIX 8.355407e-15 GO_ANATOMICAL_STRUCTURE_FORMATION_INVOLVED_IN_MORPHOGENESIS 2.863522e-14 GO_PROTEINACEOUS_EXTRACELLULAR_MATRIX 4.967532e-13 GO_LYMPH_VESSEL_DEVELOPMENT 3.233267e-12 GO_LYMPHANGIOGENESIS 3.637825e-11 GO_EXTRACELLULAR_STRUCTURE_ORGANIZATION 9.513809e-11 $`10` GO_DEVELOPMENTAL_PIGMENTATION 2.103313e-13 GO_MELANOCYTE_DIFFERENTIATION 2.259102e-10 GO_PIGMENTATION 3.094899e-10 GO_MELANIN_METABOLIC_PROCESS 1.005549e-09 GO_NEUROEPITHELIAL_CELL_DIFFERENTIATION 3.539100e-09 GO_SECONDARY_METABOLITE_BIOSYNTHETIC_PROCESS 3.651482e-09 GO_PIGMENT_CELL_DIFFERENTIATION 4.381063e-09 GO_PIGMENT_GRANULE 5.876495e-09 GO_PHENOL_CONTAINING_COMPOUND_BIOSYNTHETIC_PROCESS 1.559495e-08 GO_COLUMNAR_CUBOIDAL_EPITHELIAL_CELL_DIFFERENTIATION 1.568468e-07 # A tibble: 13 x 7 # Groups: cluster [13] p_val avg_log2FC pct.1 pct.2 p_val_adj cluster gene 1 5.33e- 38 2.07 0.921 0.215 6.16e- 34 Chondrocytes COL1A1 2 1.31e- 98 2.54 0.757 0.029 1.52e- 94 DC HLA-DQB2 3 5.10e-112 2.06 0.815 0.05 5.89e-108 Endothelial_cells TM4SF1 4 1.13e- 73 1.04 0.533 0.007 1.30e- 69 Epithelial_cells KRT7 5 1.95e- 56 2.26 0.851 0.158 2.26e- 52 Fibroblasts DCN 6 2.80e- 92 2.96 0.865 0.03 3.24e- 88 Keratinocytes KRT5 7 4.72e- 48 1.72 0.826 0.052 5.45e- 44 Macrophage CD68 8 5.32e-108 2.87 0.842 0.009 6.15e-104 Neurons DCT 9 5.33e- 89 1.75 0.682 0.045 6.16e- 85 Neutrophils C5AR1 10 1.48e- 35 1.81 0.6 0.084 1.71e- 31 NK_cell CTSG 11 1.20e- 15 1.68 0.828 0.212 1.39e- 11 Smooth_muscle_cells DCN 12 4.00e- 62 1.28 0.637 0.051 4.62e- 58 T_cells IL32 13 6.11e- 45 1.85 0.431 0.023 7.06e- 41 Tissue_stem_cells MYH11 $Chondrocytes GO_EXTRACELLULAR_MATRIX 1.407686e-57 GO_PROTEINACEOUS_EXTRACELLULAR_MATRIX 9.553951e-49 GO_EXTRACELLULAR_SPACE 6.318832e-40 GO_EXTRACELLULAR_STRUCTURE_ORGANIZATION 7.237846e-32 GO_EXTRACELLULAR_MATRIX_COMPONENT 5.185481e-29 GO_GLYCOSAMINOGLYCAN_BINDING 1.001757e-27 GO_HEPARIN_BINDING 2.509432e-23 GO_EXTRACELLULAR_MATRIX_STRUCTURAL_CONSTITUENT 3.083468e-22 GO_SULFUR_COMPOUND_BINDING 9.985719e-20 GO_COLLAGEN_TRIMER 1.774453e-18 $DC GO_PROTON_TRANSPORTING_ATP_SYNTHASE_COMPLEX 0.000000e+00 GO_LYSOZYME_ACTIVITY 0.000000e+00 GO_IMMUNE_RESPONSE 6.490934e-29 GO_MHC_CLASS_II_PROTEIN_COMPLEX 2.249542e-28 GO_IMMUNE_SYSTEM_PROCESS 1.601822e-27 GO_MHC_PROTEIN_COMPLEX 1.690088e-22 GO_REGULATION_OF_IMMUNE_SYSTEM_PROCESS 1.329872e-20 GO_DEFENSE_RESPONSE 2.578009e-20 GO_POSITIVE_REGULATION_OF_IMMUNE_SYSTEM_PROCESS 3.894906e-20 GO_REGULATION_OF_IMMUNE_RESPONSE 6.065714e-20 $Endothelial_cells GO_CYCLIC_NUCLEOTIDE_GATED_ION_CHANNEL_ACTIVITY 0.000000e+00 GO_BLOOD_VESSEL_MORPHOGENESIS 6.417256e-25 GO_VASCULATURE_DEVELOPMENT 7.103599e-25 GO_ANGIOGENESIS 1.533338e-23 GO_CIRCULATORY_SYSTEM_DEVELOPMENT 9.281849e-22 GO_ANATOMICAL_STRUCTURE_FORMATION_INVOLVED_IN_MORPHOGENESIS 5.741302e-18 GO_EXTRACELLULAR_SPACE 6.930376e-15 GO_REGULATION_OF_CELLULAR_COMPONENT_MOVEMENT 6.881914e-14 GO_REGULATION_OF_VASCULATURE_DEVELOPMENT 9.556954e-14 GO_ENDOTHELIUM_DEVELOPMENT 1.257419e-13 $Epithelial_cells GO_DETECTION_OF_CHEMICAL_STIMULUS_INVOLVED_IN_SENSORY_PERCEPTION_OF_TASTE 0.000000e+00 GO_INTERMEDIATE_FILAMENT 2.614652e-19 GO_TISSUE_DEVELOPMENT 9.341038e-19 GO_INTERMEDIATE_FILAMENT_CYTOSKELETON 2.647086e-15 GO_EPITHELIUM_DEVELOPMENT 4.205502e-15 GO_ORGAN_MORPHOGENESIS 2.654400e-14 GO_BIOLOGICAL_ADHESION 2.661287e-13 GO_STRUCTURAL_MOLECULE_ACTIVITY 5.359876e-13 GO_CELL_DEVELOPMENT 1.720052e-11 GO_EPITHELIAL_CELL_DIFFERENTIATION 1.439076e-10 $Fibroblasts GO_EXTRACELLULAR_MATRIX 2.530878e-60 GO_PROTEINACEOUS_EXTRACELLULAR_MATRIX 2.406552e-49 GO_EXTRACELLULAR_SPACE 2.345749e-40 GO_EXTRACELLULAR_STRUCTURE_ORGANIZATION 1.216959e-31 GO_EXTRACELLULAR_MATRIX_COMPONENT 1.226059e-28 GO_GLYCOSAMINOGLYCAN_BINDING 2.238549e-24 GO_HEPARIN_BINDING 2.391526e-20 GO_REGULATION_OF_CELL_DIFFERENTIATION 4.189031e-20 GO_TISSUE_DEVELOPMENT 8.925792e-20 GO_EXTRACELLULAR_MATRIX_STRUCTURAL_CONSTITUENT 2.437420e-19 $Keratinocytes GO_TISSUE_DEVELOPMENT GO_EPITHELIUM_DEVELOPMENT 1.373877e-27 3.022206e-26 GO_SKIN_DEVELOPMENT GO_EPIDERMIS_DEVELOPMENT 2.726341e-24 1.120998e-22 GO_BIOLOGICAL_ADHESION GO_INTERMEDIATE_FILAMENT 5.083768e-21 3.234252e-19 GO_INTERMEDIATE_FILAMENT_CYTOSKELETON GO_EPITHELIAL_CELL_DIFFERENTIATION 1.216184e-17 1.474934e-17 GO_KERATINOCYTE_DIFFERENTIATION GO_EPIDERMAL_CELL_DIFFERENTIATION 2.730673e-17 4.664655e-17 $Macrophage GO_LYSOZYME_ACTIVITY 0.000000e+00 GO_DEFENSE_RESPONSE 1.742572e-26 GO_IMMUNE_RESPONSE 2.310551e-25 GO_IMMUNE_SYSTEM_PROCESS 7.792037e-24 GO_POSITIVE_REGULATION_OF_IMMUNE_SYSTEM_PROCESS 1.478110e-20 GO_REGULATION_OF_IMMUNE_SYSTEM_PROCESS 2.861273e-20 GO_MHC_CLASS_II_PROTEIN_COMPLEX 5.851661e-20 GO_MHC_PROTEIN_COMPLEX 2.011443e-18 GO_REGULATION_OF_IMMUNE_RESPONSE 1.315603e-17 GO_INNATE_IMMUNE_RESPONSE 1.861954e-17 $Neurons GO_DEVELOPMENTAL_PIGMENTATION 1.233734e-12 GO_NEUROEPITHELIAL_CELL_DIFFERENTIATION 3.769048e-10 GO_MELANOCYTE_DIFFERENTIATION 7.228560e-10 GO_PIGMENTATION 1.740283e-09 GO_MELANIN_METABOLIC_PROCESS 2.644003e-09 GO_SECONDARY_METABOLITE_BIOSYNTHETIC_PROCESS 9.580411e-09 GO_PIGMENT_CELL_DIFFERENTIATION 1.389364e-08 GO_COLUMNAR_CUBOIDAL_EPITHELIAL_CELL_DIFFERENTIATION 2.984574e-08 GO_PHENOL_CONTAINING_COMPOUND_BIOSYNTHETIC_PROCESS 4.078349e-08 GO_NEUROGENESIS 4.398771e-08 $Neutrophils GO_PROTON_TRANSPORTING_ATP_SYNTHASE_COMPLEX 0.000000e+00 GO_IMMUNE_RESPONSE 1.321865e-28 GO_IMMUNE_SYSTEM_PROCESS 1.888261e-28 GO_DEFENSE_RESPONSE 5.483061e-28 GO_REGULATION_OF_IMMUNE_SYSTEM_PROCESS 7.409709e-23 GO_RESPONSE_TO_EXTERNAL_STIMULUS 4.872210e-21 GO_INFLAMMATORY_RESPONSE 4.025313e-20 GO_REGULATION_OF_IMMUNE_RESPONSE 3.323316e-18 GO_POSITIVE_REGULATION_OF_IMMUNE_SYSTEM_PROCESS 2.103169e-17 GO_RESPONSE_TO_BIOTIC_STIMULUS 5.577345e-17 $NK_cell GO_REGULATION_OF_IMMUNE_SYSTEM_PROCESS 1.309945e-15 GO_POSITIVE_REGULATION_OF_MULTICELLULAR_ORGANISMAL_PROCESS 2.678011e-14 GO_POSITIVE_REGULATION_OF_IMMUNE_SYSTEM_PROCESS 5.652586e-14 GO_IMMUNE_SYSTEM_PROCESS 9.201061e-13 GO_REGULATION_OF_IMMUNE_RESPONSE 1.046273e-12 GO_RESPONSE_TO_ORGANIC_CYCLIC_COMPOUND 1.148812e-11 GO_POSITIVE_REGULATION_OF_DEVELOPMENTAL_PROCESS 4.686033e-11 GO_SIDE_OF_MEMBRANE 1.088879e-10 GO_REGULATION_OF_CELL_DIFFERENTIATION 1.521054e-10 GO_RESPONSE_TO_CORTICOSTEROID 2.302799e-10 $Smooth_muscle_cells GO_EXTRACELLULAR_MATRIX 1.367920e-47 GO_EXTRACELLULAR_SPACE 1.306467e-42 GO_PROTEINACEOUS_EXTRACELLULAR_MATRIX 4.475953e-37 GO_EXTRACELLULAR_MATRIX_COMPONENT 2.191625e-28 GO_EXTRACELLULAR_STRUCTURE_ORGANIZATION 2.124064e-25 GO_COLLAGEN_TRIMER 4.585361e-19 GO_GLYCOSAMINOGLYCAN_BINDING 1.134332e-18 GO_EXTRACELLULAR_MATRIX_STRUCTURAL_CONSTITUENT 1.344657e-17 GO_HEPARIN_BINDING 8.447473e-17 GO_COMPLEX_OF_COLLAGEN_TRIMERS 3.824220e-16 $T_cells GO_LYMPHOCYTE_ACTIVATION GO_IMMUNE_SYSTEM_PROCESS 2.797217e-18 1.105041e-17 GO_LEUKOCYTE_ACTIVATION GO_LEUKOCYTE_CELL_CELL_ADHESION 1.197512e-17 2.821226e-17 GO_T_CELL_DIFFERENTIATION GO_CELL_ACTIVATION 9.139133e-16 9.230590e-15 GO_REGULATION_OF_IMMUNE_SYSTEM_PROCESS GO_LYMPHOCYTE_DIFFERENTIATION 4.095074e-14 5.160273e-14 GO_SINGLE_ORGANISM_CELL_ADHESION GO_CELL_CELL_ADHESION 1.188174e-13 1.928806e-13 $Tissue_stem_cells GO_EXTRACELLULAR_SPACE 9.568920e-26 GO_EXTRACELLULAR_MATRIX 9.654628e-24 GO_CIRCULATORY_SYSTEM_DEVELOPMENT 2.617631e-20 GO_EXTRACELLULAR_STRUCTURE_ORGANIZATION 9.524521e-19 GO_PROTEINACEOUS_EXTRACELLULAR_MATRIX 3.316648e-18 GO_VASCULATURE_DEVELOPMENT 4.096949e-18 GO_EXTRACELLULAR_MATRIX_COMPONENT 4.619184e-16 GO_RESPONSE_TO_ACID_CHEMICAL 8.970243e-16 GO_RESPONSE_TO_OXYGEN_CONTAINING_COMPOUND 1.024040e-15 GO_BLOOD_VESSEL_MORPHOGENESIS 3.513239e-15