# A tibble: 12 x 7 # Groups: cluster [12] p_val avg_log2FC pct.1 pct.2 p_val_adj cluster gene 1 2.33e-115 0.863 0.998 0.756 2.85e-111 0 IGF2 2 9.04e-102 1.63 0.989 0.6 1.11e- 97 1 SFRP1 3 6.22e-143 1.70 0.813 0.161 7.62e-139 2 IL7R 4 1.09e- 99 1.06 0.768 0.185 1.33e- 95 3 NKG7 5 1.23e-124 3.00 0.986 0.502 1.51e-120 4 CCL4 6 5.02e-159 1.72 0.885 0.095 6.15e-155 5 C1QC 7 1.60e- 68 1.88 1 0.631 1.96e- 64 6 DLK1 8 4.54e- 75 2.52 0.802 0.193 5.56e- 71 7 LYZ 9 1.49e- 33 1.36 0.978 0.559 1.83e- 29 8 IGFBP5 10 2.59e- 44 0.301 0.217 0.006 3.17e- 40 9 IL4I1 11 8.50e-146 0.723 0.469 0.004 1.04e-141 10 PTPRB 12 2.31e-160 1.77 0.767 0.014 2.83e-156 11 NOTCH3 $`0` GO_EXTRACELLULAR_MATRIX GO_PROTEINACEOUS_EXTRACELLULAR_MATRIX 1.212570e-09 1.069978e-08 GO_EXTRACELLULAR_SPACE GO_VESICLE_LUMEN 1.229838e-08 3.102465e-08 GO_PLATELET_ALPHA_GRANULE_LUMEN GO_SECRETORY_GRANULE_LUMEN 2.642692e-07 7.702229e-07 GO_PLATELET_ALPHA_GRANULE GO_PLATELET_DEGRANULATION 1.067435e-06 4.439821e-06 GO_WOUND_HEALING GO_SECRETORY_GRANULE 5.637508e-06 8.298923e-06 $`1` GO_EXTRACELLULAR_MATRIX 1.306120e-15 GO_PROTEINACEOUS_EXTRACELLULAR_MATRIX 2.685649e-14 GO_COMPLEX_OF_COLLAGEN_TRIMERS 9.126626e-11 GO_EXTRACELLULAR_SPACE 2.439926e-10 GO_EXTRACELLULAR_STRUCTURE_ORGANIZATION 2.501719e-10 GO_PLATELET_DERIVED_GROWTH_FACTOR_BINDING 6.403535e-10 GO_RESPONSE_TO_ABIOTIC_STIMULUS 5.240279e-09 GO_EXTRACELLULAR_MATRIX_COMPONENT 1.010961e-08 GO_BANDED_COLLAGEN_FIBRIL 1.925916e-08 GO_ORGAN_MORPHOGENESIS 2.298590e-08 $`2` GO_LEUKOCYTE_CELL_CELL_ADHESION GO_LYMPHOCYTE_DIFFERENTIATION 1.335573e-16 1.485951e-15 GO_LYMPHOCYTE_ACTIVATION GO_LEUKOCYTE_ACTIVATION 3.957809e-15 1.258937e-13 GO_SINGLE_ORGANISM_CELL_ADHESION GO_T_CELL_DIFFERENTIATION 1.496482e-13 3.517302e-13 GO_LEUKOCYTE_DIFFERENTIATION GO_IMMUNE_SYSTEM_PROCESS 4.573804e-13 4.995854e-13 GO_IMMUNE_SYSTEM_DEVELOPMENT GO_CELL_CELL_ADHESION 5.127061e-13 1.217516e-12 $`3` GO_IMMUNE_SYSTEM_PROCESS 2.064476e-12 GO_REGULATION_OF_IMMUNE_SYSTEM_PROCESS 1.509778e-10 GO_IMMUNE_RESPONSE 6.627927e-10 GO_REGULATION_OF_IMMUNE_RESPONSE 2.827445e-09 GO_IMMUNE_EFFECTOR_PROCESS 6.545635e-09 GO_PHOSPHATIDYLINOSITOL_3_KINASE_BINDING 7.858434e-09 GO_CYTOLYSIS 6.090927e-08 GO_CELL_ACTIVATION 8.348157e-08 GO_INNATE_IMMUNE_RESPONSE 1.604665e-07 GO_LEUKOCYTE_ACTIVATION 1.616352e-07 $`4` GO_IMMUNE_SYSTEM_PROCESS GO_IMMUNE_RESPONSE 1.567961e-18 2.054440e-16 GO_REGULATION_OF_IMMUNE_SYSTEM_PROCESS GO_CELLULAR_RESPONSE_TO_INTERLEUKIN_1 4.849962e-14 1.047394e-13 GO_INNATE_IMMUNE_RESPONSE GO_DEFENSE_RESPONSE 2.274550e-12 2.514445e-12 GO_RESPONSE_TO_CYTOKINE GO_RESPONSE_TO_INTERLEUKIN_1 3.349473e-12 4.829858e-12 GO_RESPONSE_TO_EXTERNAL_STIMULUS GO_REGULATION_OF_IMMUNE_RESPONSE 4.989932e-12 5.950499e-12 $`5` GO_LYSOZYME_ACTIVITY 0.000000e+00 GO_IMMUNE_RESPONSE 8.301001e-38 GO_DEFENSE_RESPONSE 5.777727e-32 GO_REGULATION_OF_IMMUNE_SYSTEM_PROCESS 1.113992e-31 GO_POSITIVE_REGULATION_OF_IMMUNE_SYSTEM_PROCESS 7.085230e-31 GO_IMMUNE_SYSTEM_PROCESS 7.915831e-31 GO_MHC_CLASS_II_PROTEIN_COMPLEX 4.109410e-28 GO_MHC_PROTEIN_COMPLEX 1.949145e-24 GO_INNATE_IMMUNE_RESPONSE 3.794477e-24 GO_CELLULAR_RESPONSE_TO_ORGANIC_SUBSTANCE 5.987747e-24 $`6` GO_EXTRACELLULAR_MATRIX 3.409544e-19 GO_PROTEINACEOUS_EXTRACELLULAR_MATRIX 3.426319e-18 GO_EXTRACELLULAR_SPACE 3.824213e-13 GO_EXTRACELLULAR_STRUCTURE_ORGANIZATION 8.348891e-13 GO_EXTRACELLULAR_MATRIX_COMPONENT 9.527208e-11 GO_COMPLEX_OF_COLLAGEN_TRIMERS 3.017250e-10 GO_SECRETORY_GRANULE_LUMEN 3.739842e-10 GO_PLATELET_DERIVED_GROWTH_FACTOR_BINDING 1.726230e-09 GO_SKELETAL_SYSTEM_DEVELOPMENT 1.770487e-09 GO_PLATELET_ALPHA_GRANULE_LUMEN 1.956618e-09 $`7` GO_LYSOZYME_ACTIVITY 0.000000e+00 GO_IMMUNE_RESPONSE 3.361748e-34 GO_IMMUNE_SYSTEM_PROCESS 3.089062e-29 GO_DEFENSE_RESPONSE 2.041624e-28 GO_MHC_CLASS_II_PROTEIN_COMPLEX 2.389739e-26 GO_INNATE_IMMUNE_RESPONSE 3.056245e-22 GO_MHC_PROTEIN_COMPLEX 1.823455e-21 GO_REGULATION_OF_IMMUNE_SYSTEM_PROCESS 5.863793e-20 GO_REGULATION_OF_IMMUNE_RESPONSE 2.047372e-19 GO_CELLULAR_RESPONSE_TO_INTERFERON_GAMMA 2.369516e-19 $`8` GO_RESPONSE_TO_TYPE_I_INTERFERON 1.559154e-14 GO_EXTRACELLULAR_MATRIX 1.793371e-12 GO_PROTEINACEOUS_EXTRACELLULAR_MATRIX 2.597691e-12 GO_EXTRACELLULAR_SPACE 3.131905e-12 GO_NEGATIVE_REGULATION_OF_MULTI_ORGANISM_PROCESS 3.552423e-11 GO_INNATE_IMMUNE_RESPONSE 8.018150e-11 GO_DEFENSE_RESPONSE_TO_VIRUS 1.437221e-10 GO_DEFENSE_RESPONSE_TO_OTHER_ORGANISM 2.264747e-10 GO_NEGATIVE_REGULATION_OF_VIRAL_GENOME_REPLICATION 4.119353e-10 GO_NEGATIVE_REGULATION_OF_VIRAL_PROCESS 6.584981e-10 $`9` GO_IMMUNE_SYSTEM_PROCESS 5.403876e-15 GO_CELLULAR_RESPONSE_TO_ORGANIC_SUBSTANCE 2.408990e-14 GO_RESPONSE_TO_CYTOKINE 3.413607e-13 GO_RESPONSE_TO_ORGANIC_CYCLIC_COMPOUND 8.187482e-12 GO_RESPONSE_TO_ENDOGENOUS_STIMULUS 1.830189e-11 GO_RESPONSE_TO_HYDROGEN_PEROXIDE 3.058260e-11 GO_RESPONSE_TO_INORGANIC_SUBSTANCE 6.751838e-11 GO_NEGATIVE_REGULATION_OF_CELL_DEATH 8.122107e-11 GO_IMMUNE_SYSTEM_DEVELOPMENT 8.652235e-11 GO_TISSUE_DEVELOPMENT 1.873392e-10 $`10` GO_CYCLIC_NUCLEOTIDE_GATED_ION_CHANNEL_ACTIVITY 0.000000e+00 GO_VASCULATURE_DEVELOPMENT 2.519818e-24 GO_ANGIOGENESIS 2.185167e-23 GO_BLOOD_VESSEL_MORPHOGENESIS 3.480590e-23 GO_CIRCULATORY_SYSTEM_DEVELOPMENT 1.447733e-22 GO_ANATOMICAL_STRUCTURE_FORMATION_INVOLVED_IN_MORPHOGENESIS 1.432358e-18 GO_ENDOTHELIUM_DEVELOPMENT 6.581139e-16 GO_TISSUE_DEVELOPMENT 1.951169e-14 GO_EXTRACELLULAR_SPACE 2.078282e-13 GO_EPITHELIUM_DEVELOPMENT 1.090372e-12 $`11` GO_CIRCULATORY_SYSTEM_DEVELOPMENT GO_VASCULATURE_DEVELOPMENT 4.524903e-16 2.858843e-14 GO_EXTRACELLULAR_STRUCTURE_ORGANIZATION GO_BLOOD_VESSEL_MORPHOGENESIS 3.927871e-13 5.259501e-13 GO_TISSUE_DEVELOPMENT GO_ANGIOGENESIS 1.053225e-12 3.328549e-12 GO_EXTRACELLULAR_MATRIX GO_STRUCTURAL_MOLECULE_ACTIVITY 5.587317e-12 1.226723e-11 GO_EXTRACELLULAR_SPACE GO_PROTEINACEOUS_EXTRACELLULAR_MATRIX 4.002046e-10 7.451132e-10 # A tibble: 12 x 7 # Groups: cluster [12] p_val avg_log2FC pct.1 pct.2 p_val_adj cluster gene 1 7.87e- 21 0.598 0.583 0.039 9.64e- 17 Astrocyte PEG10 2 4.24e-161 0.503 0.333 0 5.19e-157 B_cell SPIB 3 3.99e- 20 1.30 0.967 0.64 4.88e- 16 Chondrocytes SFRP1 4 5.56e- 97 1.89 0.936 0.363 6.81e- 93 DC HLA-DRA 5 1.87e-146 0.835 0.542 0.005 2.29e-142 Endothelial_cells PTPRB 6 1.08e- 17 0.406 0.358 0.06 1.32e- 13 Fibroblasts ADGRL2 7 9.99e- 63 1.68 0.739 0.17 1.22e- 58 Macrophage C1QB 8 2.79e- 52 0.671 0.222 0.008 3.42e- 48 Neutrophils FPR1 9 9.53e-158 1.06 0.724 0.176 1.17e-153 NK_cell IL2RB 10 1.02e-122 1.67 0.989 0.584 1.25e-118 Smooth_muscle_cells SFRP1 11 2.84e-130 1.30 0.75 0.152 3.48e-126 T_cells IL32 12 4.38e- 23 0.321 0.207 0.024 5.36e- 19 Tissue_stem_cells MYL9 $Astrocyte GO_RESPONSE_TO_MECHANICAL_STIMULUS 2.578476e-07 GO_DETECTION_OF_MECHANICAL_STIMULUS 2.371452e-06 GO_ALPHA_ACTININ_BINDING 2.371452e-06 GO_DETECTION_OF_MECHANICAL_STIMULUS_INVOLVED_IN_SENSORY_PERCEPTION_OF_SOUND 3.678768e-06 GO_CYTOPLASMIC_SIDE_OF_MEMBRANE 4.336806e-06 GO_METANEPHRIC_NEPHRON_DEVELOPMENT 4.413118e-06 GO_RENAL_SYSTEM_VASCULATURE_DEVELOPMENT 4.413118e-06 GO_ACTININ_BINDING 6.272534e-06 GO_RIBOSOMAL_SMALL_SUBUNIT_ASSEMBLY 1.102309e-05 GO_MUSCLE_CELL_DEVELOPMENT 1.126820e-05 $B_cell GO_MHC_CLASS_II_PROTEIN_COMPLEX 2.921479e-20 GO_MHC_PROTEIN_COMPLEX 3.200976e-17 GO_MHC_CLASS_II_RECEPTOR_ACTIVITY 7.086508e-15 GO_ANTIGEN_BINDING 5.069613e-14 GO_LUMENAL_SIDE_OF_MEMBRANE 5.183543e-14 GO_INTERFERON_GAMMA_MEDIATED_SIGNALING_PATHWAY 7.397450e-14 GO_PEPTIDE_ANTIGEN_BINDING 4.892665e-13 GO_SIDE_OF_MEMBRANE 8.185559e-13 GO_CLATHRIN_COATED_ENDOCYTIC_VESICLE_MEMBRANE 1.046262e-12 GO_CELLULAR_RESPONSE_TO_INTERFERON_GAMMA 6.366535e-12 $Chondrocytes GO_EXTRACELLULAR_MATRIX 1.843021e-16 GO_PROTEINACEOUS_EXTRACELLULAR_MATRIX 1.860448e-16 GO_EXTRACELLULAR_STRUCTURE_ORGANIZATION 1.681451e-13 GO_EXTRACELLULAR_SPACE 3.136723e-11 GO_EXTRACELLULAR_MATRIX_COMPONENT 1.466470e-10 GO_PLATELET_DERIVED_GROWTH_FACTOR_BINDING 3.752143e-10 GO_COMPLEX_OF_COLLAGEN_TRIMERS 6.372083e-09 GO_METALLOENDOPEPTIDASE_INHIBITOR_ACTIVITY 1.260156e-08 GO_EXTRACELLULAR_MATRIX_STRUCTURAL_CONSTITUENT 1.801411e-08 GO_SKELETAL_SYSTEM_DEVELOPMENT 5.508736e-08 $DC GO_LYSOZYME_ACTIVITY 0.000000e+00 GO_MHC_CLASS_II_PROTEIN_COMPLEX 1.146859e-28 GO_MHC_PROTEIN_COMPLEX 8.970150e-24 GO_IMMUNE_RESPONSE 3.758109e-23 GO_IMMUNE_SYSTEM_PROCESS 4.446928e-20 GO_DEFENSE_RESPONSE 5.389380e-19 GO_ANTIGEN_PROCESSING_AND_PRESENTATION_OF_PEPTIDE_OR_POLYSACCHARIDE_ANTIGEN_VIA_MHC_CLASS_II 1.078752e-18 GO_POSITIVE_REGULATION_OF_IMMUNE_SYSTEM_PROCESS 1.351400e-18 GO_REGULATION_OF_IMMUNE_SYSTEM_PROCESS 5.093690e-18 GO_MHC_CLASS_II_RECEPTOR_ACTIVITY 1.501670e-17 $Endothelial_cells GO_CYCLIC_NUCLEOTIDE_GATED_ION_CHANNEL_ACTIVITY 0.000000e+00 GO_VASCULATURE_DEVELOPMENT 9.512373e-29 GO_BLOOD_VESSEL_MORPHOGENESIS 3.393450e-28 GO_ANGIOGENESIS 1.225918e-27 GO_CIRCULATORY_SYSTEM_DEVELOPMENT 7.619723e-26 GO_ANATOMICAL_STRUCTURE_FORMATION_INVOLVED_IN_MORPHOGENESIS 1.336515e-20 GO_TISSUE_DEVELOPMENT 4.324417e-15 GO_ENDOTHELIUM_DEVELOPMENT 5.319070e-15 GO_EXTRACELLULAR_SPACE 7.160294e-14 GO_REGULATION_OF_CELLULAR_COMPONENT_MOVEMENT 1.711451e-13 $Fibroblasts GO_EXTRACELLULAR_MATRIX 1.817657e-17 GO_PROTEINACEOUS_EXTRACELLULAR_MATRIX 2.676439e-16 GO_EXTRACELLULAR_SPACE 2.403755e-11 GO_EXTRACELLULAR_STRUCTURE_ORGANIZATION 7.898114e-10 GO_NEGATIVE_REGULATION_OF_RESPONSE_TO_STIMULUS 5.449673e-09 GO_SECRETORY_GRANULE_LUMEN 6.547731e-09 GO_COMPLEX_OF_COLLAGEN_TRIMERS 1.753133e-08 GO_EXTRACELLULAR_MATRIX_COMPONENT 2.163166e-08 GO_RESPONSE_TO_ABIOTIC_STIMULUS 2.694022e-08 GO_METALLOENDOPEPTIDASE_INHIBITOR_ACTIVITY 2.825373e-08 $Macrophage GO_LYSOZYME_ACTIVITY 0.000000e+00 GO_IMMUNE_RESPONSE 8.975158e-31 GO_DEFENSE_RESPONSE 1.702164e-29 GO_IMMUNE_SYSTEM_PROCESS 2.700617e-27 GO_MHC_CLASS_II_PROTEIN_COMPLEX 2.389739e-26 GO_POSITIVE_REGULATION_OF_IMMUNE_SYSTEM_PROCESS 1.357566e-24 GO_REGULATION_OF_IMMUNE_SYSTEM_PROCESS 1.370441e-23 GO_INNATE_IMMUNE_RESPONSE 3.056245e-22 GO_MHC_PROTEIN_COMPLEX 1.823455e-21 GO_POSITIVE_REGULATION_OF_IMMUNE_RESPONSE 1.014850e-18 $Neutrophils GO_LYSOZYME_ACTIVITY GO_IMMUNE_RESPONSE 0.000000e+00 2.371582e-14 GO_DEFENSE_RESPONSE GO_IMMUNE_SYSTEM_PROCESS 9.533733e-14 4.686338e-12 GO_INNATE_IMMUNE_RESPONSE GO_IMMUNE_EFFECTOR_PROCESS 4.668172e-11 1.466448e-10 GO_RESPONSE_TO_BIOTIC_STIMULUS GO_RESPONSE_TO_BACTERIUM 1.592997e-10 3.496054e-10 GO_RAGE_RECEPTOR_BINDING GO_REGULATION_OF_IMMUNE_RESPONSE 6.962871e-10 1.279268e-09 $NK_cell GO_IMMUNE_SYSTEM_PROCESS GO_IMMUNE_RESPONSE 1.872812e-16 8.991254e-13 GO_REGULATION_OF_IMMUNE_SYSTEM_PROCESS GO_CELLULAR_RESPONSE_TO_INTERLEUKIN_1 2.726053e-12 6.336683e-12 GO_CCR_CHEMOKINE_RECEPTOR_BINDING GO_RESPONSE_TO_INTERLEUKIN_1 3.985851e-11 1.478836e-10 GO_DEFENSE_RESPONSE GO_REGULATION_OF_IMMUNE_RESPONSE 1.682386e-10 1.710678e-10 GO_MONOCYTE_CHEMOTAXIS GO_CHEMOKINE_MEDIATED_SIGNALING_PATHWAY 2.404370e-10 2.765508e-10 $Smooth_muscle_cells GO_EXTRACELLULAR_MATRIX 9.600509e-18 GO_PROTEINACEOUS_EXTRACELLULAR_MATRIX 1.525032e-16 GO_EXTRACELLULAR_STRUCTURE_ORGANIZATION 2.038744e-12 GO_EXTRACELLULAR_SPACE 1.247243e-11 GO_COMPLEX_OF_COLLAGEN_TRIMERS 1.353856e-10 GO_EXTRACELLULAR_MATRIX_COMPONENT 6.960298e-10 GO_PLATELET_DERIVED_GROWTH_FACTOR_BINDING 8.878631e-10 GO_EXTRACELLULAR_MATRIX_STRUCTURAL_CONSTITUENT 1.143406e-09 GO_BANDED_COLLAGEN_FIBRIL 2.496664e-08 GO_METALLOENDOPEPTIDASE_INHIBITOR_ACTIVITY 2.496664e-08 $T_cells GO_LEUKOCYTE_CELL_CELL_ADHESION GO_LYMPHOCYTE_DIFFERENTIATION 8.833730e-14 4.691410e-11 GO_LYMPHOCYTE_ACTIVATION GO_T_CELL_DIFFERENTIATION 1.331921e-10 1.464905e-10 GO_SINGLE_ORGANISM_CELL_ADHESION GO_IMMUNE_SYSTEM_PROCESS 1.479259e-10 1.930003e-10 GO_REGULATION_OF_CELL_ADHESION GO_CELL_CELL_ADHESION 5.179123e-10 7.070643e-10 GO_IMMUNE_SYSTEM_DEVELOPMENT GO_LEUKOCYTE_ACTIVATION 1.095146e-09 1.443861e-09 $Tissue_stem_cells GO_EXTRACELLULAR_MATRIX 5.383860e-16 GO_PROTEINACEOUS_EXTRACELLULAR_MATRIX 2.005565e-14 GO_EXTRACELLULAR_STRUCTURE_ORGANIZATION 7.058880e-13 GO_EXTRACELLULAR_SPACE 2.868283e-12 GO_PLATELET_DERIVED_GROWTH_FACTOR_BINDING 2.060954e-10 GO_MUSCLE_STRUCTURE_DEVELOPMENT 5.921152e-10 GO_MUSCLE_TISSUE_DEVELOPMENT 7.364399e-10 GO_TISSUE_DEVELOPMENT 8.904644e-10 GO_RESPONSE_TO_WOUNDING 1.385084e-09 GO_EXTRACELLULAR_MATRIX_COMPONENT 1.658858e-09