# A tibble: 10 x 7 # Groups: cluster [10] p_val avg_log2FC pct.1 pct.2 p_val_adj cluster gene 1 1.16e-64 2.48 0.942 0.045 1.05e-60 0 FBLN1 2 9.65e-52 2.26 0.897 0.068 8.76e-48 1 TM4SF1 3 1.72e-82 1.89 0.982 0 1.56e-78 2 MS4A2 4 1.85e-63 2.35 0.918 0.03 1.68e-59 3 HLA-DQB1 5 1.98e-31 2.10 0.5 0.018 1.80e-27 4 KRT5 6 7.19e-41 2.46 0.63 0.014 6.53e-37 5 POSTN 7 2.26e-66 2.91 0.958 0.014 2.05e-62 6 MYH11 8 4.58e-37 0.687 0.524 0.006 4.15e-33 7 SPOCK2 9 3.34e-63 1.49 0.75 0 3.03e-59 8 CXCR2 10 1.15e-67 1.42 0.8 0 1.04e-63 9 TFF3 $`0` GO_EXTRACELLULAR_MATRIX 1.160767e-53 GO_PROTEINACEOUS_EXTRACELLULAR_MATRIX 1.487925e-47 GO_EXTRACELLULAR_SPACE 1.737426e-45 GO_EXTRACELLULAR_MATRIX_COMPONENT 1.026419e-26 GO_EXTRACELLULAR_STRUCTURE_ORGANIZATION 6.366335e-25 GO_GLYCOSAMINOGLYCAN_BINDING 7.531058e-25 GO_HEPARIN_BINDING 5.303551e-21 GO_EXTRACELLULAR_MATRIX_STRUCTURAL_CONSTITUENT 5.338983e-21 GO_ORGAN_MORPHOGENESIS 1.056686e-18 GO_BIOLOGICAL_ADHESION 1.575607e-18 $`1` GO_URATE_METABOLIC_PROCESS 0.000000e+00 GO_EPOXYGENASE_P450_PATHWAY 0.000000e+00 GO_CYCLIC_NUCLEOTIDE_GATED_ION_CHANNEL_ACTIVITY 0.000000e+00 GO_BLOOD_VESSEL_MORPHOGENESIS 1.333982e-21 GO_ANGIOGENESIS 5.036533e-20 GO_VASCULATURE_DEVELOPMENT 6.782167e-20 GO_CIRCULATORY_SYSTEM_DEVELOPMENT 1.739401e-17 GO_EXTRACELLULAR_SPACE 6.511382e-15 GO_ANATOMICAL_STRUCTURE_FORMATION_INVOLVED_IN_MORPHOGENESIS 2.421266e-14 GO_REGULATION_OF_CELLULAR_COMPONENT_MOVEMENT 2.525599e-12 $`2` GO_NEUROPEPTIDE_HORMONE_ACTIVITY 0.000000e+00 GO_PEPTIDOGLYCAN_BINDING 0.000000e+00 GO_REGULATION_OF_IMMUNE_SYSTEM_PROCESS 2.909654e-17 GO_POSITIVE_REGULATION_OF_IMMUNE_SYSTEM_PROCESS 7.739243e-15 GO_IMMUNE_RESPONSE 5.582731e-14 GO_REGULATION_OF_CYTOKINE_PRODUCTION 2.410228e-13 GO_REGULATION_OF_CELL_ACTIVATION 1.074568e-12 GO_NEGATIVE_REGULATION_OF_MULTICELLULAR_ORGANISMAL_PROCESS 3.025438e-12 GO_POSITIVE_REGULATION_OF_MULTICELLULAR_ORGANISMAL_PROCESS 3.775445e-12 GO_REGULATION_OF_IMMUNE_RESPONSE 4.372042e-12 $`3` GO_SKELETAL_MUSCLE_ADAPTATION 0.000000e+00 GO_VITAMIN_D_METABOLIC_PROCESS 0.000000e+00 GO_PROTON_TRANSPORTING_ATP_SYNTHASE_COMPLEX 0.000000e+00 GO_LYSOZYME_ACTIVITY 0.000000e+00 GO_PEPTIDOGLYCAN_BINDING 0.000000e+00 GO_IMMUNE_RESPONSE 9.625103e-29 GO_IMMUNE_SYSTEM_PROCESS 2.598215e-27 GO_DEFENSE_RESPONSE 8.724111e-25 GO_MHC_CLASS_II_PROTEIN_COMPLEX 3.082940e-24 GO_MHC_PROTEIN_COMPLEX 9.682894e-24 $`4` GO_INTERMEDIATE_FILAMENT GO_INTERMEDIATE_FILAMENT_CYTOSKELETON 2.444366e-17 1.098659e-16 GO_EPITHELIUM_DEVELOPMENT GO_TISSUE_DEVELOPMENT 1.129332e-16 5.227960e-15 GO_EPIDERMIS_DEVELOPMENT GO_STRUCTURAL_MOLECULE_ACTIVITY 3.348360e-13 2.522198e-11 GO_SKIN_DEVELOPMENT GO_HEMIDESMOSOME_ASSEMBLY 2.907237e-11 1.069270e-10 GO_KERATIN_FILAMENT GO_DESMOSOME 1.726447e-09 4.106992e-09 $`5` GO_CYCLIC_NUCLEOTIDE_GATED_ION_CHANNEL_ACTIVITY 0.000000e+00 GO_EXTRACELLULAR_MATRIX 5.027441e-40 GO_PROTEINACEOUS_EXTRACELLULAR_MATRIX 4.015567e-37 GO_EXTRACELLULAR_STRUCTURE_ORGANIZATION 2.902931e-28 GO_EXTRACELLULAR_SPACE 1.388146e-21 GO_GLYCOSAMINOGLYCAN_BINDING 2.318580e-19 GO_EXTRACELLULAR_MATRIX_COMPONENT 3.566926e-19 GO_MULTICELLULAR_ORGANISMAL_MACROMOLECULE_METABOLIC_PROCESS 9.049590e-17 GO_COLLAGEN_TRIMER 9.049590e-17 GO_MULTICELLULAR_ORGANISM_METABOLIC_PROCESS 1.885961e-16 $`6` GO_MUSCLE_STRUCTURE_DEVELOPMENT GO_CIRCULATORY_SYSTEM_DEVELOPMENT 3.629469e-18 1.003332e-14 GO_CONTRACTILE_FIBER GO_SYSTEM_PROCESS 6.895632e-14 1.524440e-13 GO_BLOOD_VESSEL_MORPHOGENESIS GO_VASCULATURE_DEVELOPMENT 5.533675e-13 5.848919e-12 GO_TISSUE_DEVELOPMENT GO_STRUCTURAL_CONSTITUENT_OF_MUSCLE 1.274733e-11 1.622864e-11 GO_MUSCLE_CELL_DIFFERENTIATION GO_MUSCLE_ORGAN_DEVELOPMENT 2.228626e-11 5.473858e-11 $`7` GO_LEUKOCYTE_CELL_CELL_ADHESION 3.131068e-13 GO_IMMUNE_SYSTEM_PROCESS 9.330191e-13 GO_REGULATION_OF_IMMUNE_SYSTEM_PROCESS 3.727256e-12 GO_POSITIVE_REGULATION_OF_IMMUNE_SYSTEM_PROCESS 5.033711e-12 GO_T_CELL_DIFFERENTIATION 1.151075e-11 GO_LYMPHOCYTE_ACTIVATION 2.220826e-11 GO_SIDE_OF_MEMBRANE 3.242187e-11 GO_LYMPHOCYTE_DIFFERENTIATION 8.030942e-11 GO_SINGLE_ORGANISM_CELL_ADHESION 1.274989e-10 GO_CELL_SURFACE 2.106943e-10 $`8` GO_PROTON_TRANSPORTING_ATP_SYNTHASE_COMPLEX 0.000000e+00 GO_TRANSMITTER_GATED_CHANNEL_ACTIVITY 0.000000e+00 GO_GLUTAMATE_RECEPTOR_ACTIVITY 0.000000e+00 GO_LYSOZYME_ACTIVITY 0.000000e+00 GO_IMMUNE_RESPONSE 2.263046e-26 GO_DEFENSE_RESPONSE 4.721874e-25 GO_IMMUNE_SYSTEM_PROCESS 1.648621e-24 GO_INFLAMMATORY_RESPONSE 1.281293e-18 GO_RESPONSE_TO_EXTERNAL_STIMULUS 9.372907e-18 GO_RESPONSE_TO_CYTOKINE 4.093704e-16 $`9` GO_SODIUM_AMINO_ACID_SYMPORTER_ACTIVITY 0.000000e+00 GO_VASCULATURE_DEVELOPMENT 9.148647e-15 GO_BLOOD_VESSEL_MORPHOGENESIS 4.818776e-14 GO_ANGIOGENESIS 3.219650e-13 GO_CIRCULATORY_SYSTEM_DEVELOPMENT 8.774053e-12 GO_RESPONSE_TO_WOUNDING 1.052007e-09 GO_LYMPHANGIOGENESIS 3.973004e-09 GO_EXTRACELLULAR_MATRIX 5.281939e-09 GO_REGULATION_OF_ENDOTHELIAL_CELL_MIGRATION 6.142760e-09 GO_REGULATION_OF_EPITHELIAL_CELL_MIGRATION 7.810880e-09 # A tibble: 10 x 7 # Groups: cluster [10] p_val avg_log2FC pct.1 pct.2 p_val_adj cluster gene 1 1.08e-24 2.08 0.927 0.196 9.80e-21 Chondrocytes COL1A2 2 3.06e-59 2.39 0.932 0.041 2.78e-55 DC HLA-DQB1 3 2.18e-54 2.16 0.824 0.042 1.98e-50 Endothelial_cells TM4SF1 4 8.38e-16 0.926 0.737 0.172 7.60e-12 Fibroblasts SERPING1 5 1.14e-35 2.47 0.633 0.026 1.04e-31 Keratinocytes KRT5 6 6.10e-35 2.76 1 0.314 5.54e-31 Neutrophils SRGN 7 1.90e-26 2.39 0.815 0.09 1.73e-22 NK_cell TPSB2 8 1.53e-15 0.832 0.929 0.12 1.39e-11 Smooth_muscle_cells SOD3 9 1.98e-43 0.776 0.611 0.005 1.80e-39 T_cells SPOCK2 10 9.23e-20 1.54 0.436 0.032 8.38e-16 Tissue_stem_cells MYH11 $Chondrocytes GO_EXTRACELLULAR_MATRIX 7.373971e-55 GO_PROTEINACEOUS_EXTRACELLULAR_MATRIX 5.699074e-49 GO_EXTRACELLULAR_SPACE 1.531762e-40 GO_EXTRACELLULAR_STRUCTURE_ORGANIZATION 9.457200e-29 GO_GLYCOSAMINOGLYCAN_BINDING 2.652230e-26 GO_EXTRACELLULAR_MATRIX_COMPONENT 4.165796e-25 GO_HEPARIN_BINDING 2.340356e-23 GO_SULFUR_COMPOUND_BINDING 1.685574e-19 GO_EXTRACELLULAR_MATRIX_STRUCTURAL_CONSTITUENT 2.258186e-19 GO_SKELETAL_SYSTEM_DEVELOPMENT 7.102716e-17 $DC GO_SKELETAL_MUSCLE_ADAPTATION 0.000000e+00 GO_VITAMIN_D_METABOLIC_PROCESS 0.000000e+00 GO_PROTON_TRANSPORTING_ATP_SYNTHASE_COMPLEX 0.000000e+00 GO_LYSOZYME_ACTIVITY 0.000000e+00 GO_IMMUNE_RESPONSE 9.070191e-27 GO_IMMUNE_SYSTEM_PROCESS 3.767367e-26 GO_MHC_CLASS_II_PROTEIN_COMPLEX 1.750954e-24 GO_MHC_PROTEIN_COMPLEX 5.031973e-24 GO_DEFENSE_RESPONSE 4.569111e-22 GO_REGULATION_OF_IMMUNE_RESPONSE 8.940694e-22 $Endothelial_cells GO_URATE_METABOLIC_PROCESS 0.000000e+00 GO_CYCLIC_NUCLEOTIDE_GATED_ION_CHANNEL_ACTIVITY 0.000000e+00 GO_BLOOD_VESSEL_MORPHOGENESIS 7.275689e-19 GO_ANGIOGENESIS 3.239547e-18 GO_VASCULATURE_DEVELOPMENT 1.881375e-17 GO_CIRCULATORY_SYSTEM_DEVELOPMENT 9.961236e-15 GO_EXTRACELLULAR_SPACE 8.141752e-14 GO_ANATOMICAL_STRUCTURE_FORMATION_INVOLVED_IN_MORPHOGENESIS 2.795511e-13 GO_GROWTH_FACTOR_BINDING 1.265835e-11 GO_REGULATION_OF_CELLULAR_COMPONENT_MOVEMENT 3.011027e-11 $Fibroblasts GO_EXTRACELLULAR_MATRIX 1.233408e-50 GO_PROTEINACEOUS_EXTRACELLULAR_MATRIX 2.310432e-45 GO_EXTRACELLULAR_SPACE 2.542507e-40 GO_EXTRACELLULAR_STRUCTURE_ORGANIZATION 4.720598e-29 GO_EXTRACELLULAR_MATRIX_COMPONENT 1.282888e-28 GO_EXTRACELLULAR_MATRIX_STRUCTURAL_CONSTITUENT 1.384692e-20 GO_GLYCOSAMINOGLYCAN_BINDING 1.075398e-19 GO_HEPARIN_BINDING 1.072217e-17 GO_COLLAGEN_TRIMER 4.617644e-16 GO_COMPLEX_OF_COLLAGEN_TRIMERS 2.063996e-15 $Keratinocytes GO_SODIUM_AMINO_ACID_SYMPORTER_ACTIVITY GO_INTERMEDIATE_FILAMENT 0.000000e+00 1.721843e-22 GO_INTERMEDIATE_FILAMENT_CYTOSKELETON GO_DESMOSOME 1.081079e-18 1.505509e-15 GO_EPITHELIUM_DEVELOPMENT GO_SKIN_DEVELOPMENT 2.592752e-15 2.610113e-15 GO_TISSUE_DEVELOPMENT GO_EPIDERMIS_DEVELOPMENT 7.765098e-15 2.049306e-14 GO_PLASMA_MEMBRANE_REGION GO_STRUCTURAL_MOLECULE_ACTIVITY 1.671418e-13 3.741292e-13 $Neutrophils GO_PROTON_TRANSPORTING_ATP_SYNTHASE_COMPLEX 0.000000e+00 GO_NEUROPEPTIDE_HORMONE_ACTIVITY 0.000000e+00 GO_PEPTIDOGLYCAN_BINDING 0.000000e+00 GO_IMMUNE_RESPONSE 1.683102e-25 GO_IMMUNE_SYSTEM_PROCESS 5.755388e-23 GO_REGULATION_OF_IMMUNE_SYSTEM_PROCESS 1.746876e-20 GO_DEFENSE_RESPONSE 2.557023e-19 GO_REGULATION_OF_INFLAMMATORY_RESPONSE 4.205556e-17 GO_RESPONSE_TO_EXTERNAL_STIMULUS 4.696533e-17 GO_POSITIVE_REGULATION_OF_IMMUNE_SYSTEM_PROCESS 2.534303e-16 $NK_cell GO_NEUROPEPTIDE_HORMONE_ACTIVITY 0.000000e+00 GO_REGULATION_OF_IMMUNE_SYSTEM_PROCESS 2.322705e-16 GO_POSITIVE_REGULATION_OF_IMMUNE_SYSTEM_PROCESS 6.063687e-13 GO_POSITIVE_REGULATION_OF_MULTICELLULAR_ORGANISMAL_PROCESS 1.109206e-11 GO_REGULATION_OF_IMMUNE_RESPONSE 6.665009e-11 GO_REGULATION_OF_CELL_ACTIVATION 1.637547e-10 GO_NEGATIVE_REGULATION_OF_IMMUNE_SYSTEM_PROCESS 3.949773e-10 GO_RESPONSE_TO_LIPID 4.193352e-10 GO_RESPONSE_TO_ORGANIC_CYCLIC_COMPOUND 4.936535e-10 GO_IMMUNE_SYSTEM_PROCESS 5.802189e-10 $Smooth_muscle_cells GO_EXTRACELLULAR_MATRIX 7.836446e-35 GO_PROTEINACEOUS_EXTRACELLULAR_MATRIX 8.925359e-34 GO_EXTRACELLULAR_SPACE 1.340759e-30 GO_EXTRACELLULAR_MATRIX_COMPONENT 2.119809e-20 GO_COLLAGEN_TRIMER 7.981372e-19 GO_EXTRACELLULAR_STRUCTURE_ORGANIZATION 1.562365e-18 GO_GLYCOSAMINOGLYCAN_BINDING 9.406993e-18 GO_EXTRACELLULAR_MATRIX_STRUCTURAL_CONSTITUENT 4.134720e-15 GO_HEPARIN_BINDING 1.697764e-14 GO_COLLAGEN_FIBRIL_ORGANIZATION 2.160446e-13 $T_cells GO_LEUKOCYTE_CELL_CELL_ADHESION GO_T_CELL_DIFFERENTIATION 9.846702e-14 1.655935e-13 GO_LYMPHOCYTE_ACTIVATION GO_IMMUNE_SYSTEM_PROCESS 4.710399e-13 4.786220e-13 GO_LYMPHOCYTE_DIFFERENTIATION GO_LEUKOCYTE_ACTIVATION 1.588119e-12 7.081199e-12 GO_SINGLE_ORGANISM_CELL_ADHESION GO_SIDE_OF_MEMBRANE 3.881630e-11 1.197653e-10 GO_CELL_CELL_ADHESION GO_LEUKOCYTE_DIFFERENTIATION 1.584831e-10 1.904821e-10 $Tissue_stem_cells GO_TISSUE_DEVELOPMENT GO_CONTRACTILE_FIBER 1.383859e-12 1.762494e-12 GO_CIRCULATORY_SYSTEM_DEVELOPMENT GO_MUSCLE_STRUCTURE_DEVELOPMENT 3.674245e-12 4.032341e-12 GO_BLOOD_VESSEL_MORPHOGENESIS GO_VASCULATURE_DEVELOPMENT 1.002411e-11 1.996030e-11 GO_STRUCTURAL_CONSTITUENT_OF_MUSCLE GO_REGULATION_OF_CELL_PROLIFERATION 2.097218e-11 2.600053e-11 GO_EXTRACELLULAR_MATRIX GO_ARTERY_MORPHOGENESIS 1.137599e-10 3.217477e-10