# A tibble: 10 x 7 # Groups: cluster [10] p_val avg_log2FC pct.1 pct.2 p_val_adj cluster gene 1 1.14e- 43 0.744 0.533 0.096 1.36e- 39 0 THSD4 2 8.88e- 51 1.04 0.825 0.265 1.06e- 46 1 CD24 3 2.03e- 82 0.854 0.443 0.001 2.43e- 78 2 CD2 4 7.74e- 92 2.44 0.826 0.109 9.24e- 88 3 LCN2 5 4.11e-141 2.18 0.94 0.054 4.90e-137 4 C1QB 6 8.32e- 75 0.813 0.558 0.016 9.92e- 71 5 PLAC8 7 5.73e- 78 3.24 1 0.084 6.84e- 74 6 G0S2 8 1.45e-165 1.86 0.833 0.001 1.73e-161 7 TPPP3 9 4.20e-185 3.18 0.962 0.002 5.02e-181 8 COL3A1 10 3.54e-135 1.50 0.706 0.001 4.22e-131 9 VWF $`0` GO_REGULATION_OF_CELL_DEATH 1.061918e-10 GO_NEGATIVE_REGULATION_OF_CELL_DEATH 3.485372e-10 GO_TISSUE_DEVELOPMENT 9.124590e-10 GO_POSITIVE_REGULATION_OF_TRANSCRIPTION_FROM_RNA_POLYMERASE_II_PROMOTER 2.533175e-09 GO_POSITIVE_REGULATION_OF_BIOSYNTHETIC_PROCESS 3.460326e-09 GO_CELL_PROLIFERATION 8.433238e-09 GO_POSITIVE_REGULATION_OF_GENE_EXPRESSION 1.204267e-08 GO_CELL_DEVELOPMENT 5.092008e-08 GO_REGULATION_OF_TRANSCRIPTION_FROM_RNA_POLYMERASE_II_PROMOTER 9.461936e-08 GO_CIRCULATORY_SYSTEM_DEVELOPMENT 5.152960e-07 $`1` GO_NEGATIVE_REGULATION_OF_TRANSCRIPTION_REGULATORY_REGION_DNA_BINDING 4.120791e-06 GO_TRANSFERASE_ACTIVITY_TRANSFERRING_NITROGENOUS_GROUPS 5.652915e-06 GO_PEPTIDE_HORMONE_BINDING 7.519699e-06 GO_POSITIVE_REGULATION_OF_NUCLEASE_ACTIVITY 1.238391e-05 GO_REGULATION_OF_MEGAKARYOCYTE_DIFFERENTIATION 1.544392e-05 GO_REGULATION_OF_CELL_DEATH 2.291141e-05 GO_AUTONOMIC_NERVOUS_SYSTEM_DEVELOPMENT 3.258584e-05 GO_REGULATION_OF_NUCLEASE_ACTIVITY 4.451812e-05 GO_REGULATION_OF_TRANSCRIPTION_REGULATORY_REGION_DNA_BINDING 7.627360e-05 GO_REGULATION_OF_HEMATOPOIETIC_PROGENITOR_CELL_DIFFERENTIATION 8.602215e-05 $`2` GO_IMMUNE_SYSTEM_PROCESS 4.013612e-26 GO_REGULATION_OF_IMMUNE_SYSTEM_PROCESS 3.267984e-23 GO_LEUKOCYTE_ACTIVATION 1.845009e-22 GO_LEUKOCYTE_CELL_CELL_ADHESION 8.945846e-22 GO_CELL_ACTIVATION 2.076651e-19 GO_LYMPHOCYTE_ACTIVATION 2.857386e-19 GO_IMMUNE_RESPONSE 3.262773e-19 GO_REGULATION_OF_IMMUNE_RESPONSE 5.999633e-19 GO_REGULATION_OF_CELL_ADHESION 8.130374e-18 GO_POSITIVE_REGULATION_OF_IMMUNE_SYSTEM_PROCESS 1.728797e-17 $`3` GO_ADENOHYPOPHYSIS_DEVELOPMENT GO_EXTRACELLULAR_SPACE 0.000000e+00 2.647491e-24 GO_COMPLEMENT_ACTIVATION GO_DEFENSE_RESPONSE 4.010357e-10 1.066260e-09 GO_MEMBRANE_REGION GO_GOLGI_LUMEN 1.159912e-09 1.255568e-09 GO_PANCREAS_DEVELOPMENT GO_PROTEIN_ACTIVATION_CASCADE 3.587725e-09 3.878578e-09 GO_PLASMA_MEMBRANE_REGION GO_HIGH_DENSITY_LIPOPROTEIN_PARTICLE 5.527992e-09 6.463916e-09 $`4` GO_LYSOZYME_ACTIVITY 0.000000e+00 GO_DEFENSE_RESPONSE 2.793465e-32 GO_IMMUNE_SYSTEM_PROCESS 8.877972e-32 GO_IMMUNE_RESPONSE 1.183068e-31 GO_REGULATION_OF_IMMUNE_SYSTEM_PROCESS 7.381877e-28 GO_POSITIVE_REGULATION_OF_IMMUNE_SYSTEM_PROCESS 1.396403e-25 GO_MHC_PROTEIN_COMPLEX 8.024889e-25 GO_REGULATION_OF_IMMUNE_RESPONSE 8.664370e-24 GO_INNATE_IMMUNE_RESPONSE 4.014253e-23 GO_LYTIC_VACUOLE 1.671422e-21 $`5` GO_LYSOZYME_ACTIVITY 0.000000e+00 GO_IMMUNE_RESPONSE 2.630536e-30 GO_IMMUNE_SYSTEM_PROCESS 2.794269e-30 GO_MHC_CLASS_II_PROTEIN_COMPLEX 3.443621e-23 GO_REGULATION_OF_IMMUNE_SYSTEM_PROCESS 1.621213e-21 GO_DEFENSE_RESPONSE 6.786888e-21 GO_POSITIVE_REGULATION_OF_CELL_ACTIVATION 1.797458e-20 GO_ADAPTIVE_IMMUNE_RESPONSE 9.158842e-20 GO_REGULATION_OF_IMMUNE_RESPONSE 2.776111e-19 GO_POSITIVE_REGULATION_OF_IMMUNE_SYSTEM_PROCESS 1.112701e-18 $`6` GO_DEFENSE_RESPONSE GO_IMMUNE_SYSTEM_PROCESS 3.830379e-32 3.995801e-29 GO_IMMUNE_RESPONSE GO_RESPONSE_TO_EXTERNAL_STIMULUS 1.426319e-28 3.528170e-24 GO_INFLAMMATORY_RESPONSE GO_REGULATION_OF_IMMUNE_SYSTEM_PROCESS 1.173123e-23 8.211453e-21 GO_LEUKOCYTE_MIGRATION GO_RESPONSE_TO_BIOTIC_STIMULUS 2.480462e-19 1.316804e-18 GO_REGULATION_OF_INFLAMMATORY_RESPONSE GO_LEUKOCYTE_CHEMOTAXIS 1.351848e-18 4.703110e-18 $`7` GO_CILIUM 6.867899e-15 GO_CILIUM_MORPHOGENESIS 2.276673e-12 GO_CILIARY_PART 3.867734e-12 GO_CILIUM_ORGANIZATION 5.263713e-12 GO_CILIUM_MOVEMENT 8.723228e-11 GO_CELLULAR_COMPONENT_ASSEMBLY_INVOLVED_IN_MORPHOGENESIS 9.557195e-11 GO_MICROTUBULE_BASED_PROCESS 1.021856e-10 GO_AXONEME_ASSEMBLY 1.888288e-10 GO_MICROTUBULE_BASED_MOVEMENT 2.908509e-10 GO_MICROTUBULE_BUNDLE_FORMATION 1.101955e-09 $`8` GO_EXTRACELLULAR_MATRIX 8.217183e-50 GO_PROTEINACEOUS_EXTRACELLULAR_MATRIX 3.783928e-46 GO_EXTRACELLULAR_STRUCTURE_ORGANIZATION 6.923941e-36 GO_EXTRACELLULAR_MATRIX_COMPONENT 3.632054e-25 GO_EXTRACELLULAR_SPACE 5.335376e-25 GO_CIRCULATORY_SYSTEM_DEVELOPMENT 1.412894e-24 GO_VASCULATURE_DEVELOPMENT 1.830909e-24 GO_TISSUE_DEVELOPMENT 2.358909e-24 GO_MULTICELLULAR_ORGANISMAL_MACROMOLECULE_METABOLIC_PROCESS 1.976891e-22 GO_COMPLEX_OF_COLLAGEN_TRIMERS 1.319420e-21 $`9` GO_ADENOHYPOPHYSIS_DEVELOPMENT 0.000000e+00 GO_CYCLIC_NUCLEOTIDE_GATED_ION_CHANNEL_ACTIVITY 0.000000e+00 GO_BLOOD_VESSEL_MORPHOGENESIS 7.406121e-22 GO_VASCULATURE_DEVELOPMENT 8.254582e-22 GO_GROWTH_FACTOR_BINDING 7.820729e-21 GO_ANGIOGENESIS 2.511052e-20 GO_CIRCULATORY_SYSTEM_DEVELOPMENT 2.728612e-20 GO_EXTRACELLULAR_MATRIX 1.521333e-19 GO_EXTRACELLULAR_STRUCTURE_ORGANIZATION 3.523095e-16 GO_EXTRACELLULAR_SPACE 5.171147e-16 # A tibble: 12 x 7 # Groups: cluster [12] p_val avg_log2FC pct.1 pct.2 p_val_adj cluster gene 1 1.54e- 97 4.99 0.545 0.001 1.84e- 93 B_cell JCHAIN 2 7.11e- 52 1.34 0.908 0.126 8.49e- 48 DC C1QB 3 1.18e- 20 0.409 0.304 0.015 1.41e- 16 Embryonic_stem_cells CDCA5 4 7.38e-121 1.39 0.632 0.001 8.80e-117 Endothelial_cells VWF 5 4.34e-114 2.23 0.814 0.085 5.18e-110 Epithelial_cells WFDC2 6 4.20e-185 3.18 0.962 0.002 5.02e-181 Fibroblasts COL3A1 7 9.45e- 12 0.632 0.529 0.072 1.13e- 7 iPS_cells PCLAF 8 3.00e-113 2.05 0.937 0.079 3.58e-109 Macrophage C1QB 9 1.66e- 13 0.432 0.375 0.016 1.98e- 9 Neurons PLAGL2 10 2.15e- 76 1.43 0.727 0.041 2.57e- 72 Neutrophils CSF3R 11 3.35e- 42 1.35 0.786 0.062 4.00e- 38 NK_cell CCL5 12 3.99e- 76 0.899 0.496 0.016 4.76e- 72 T_cells CD2 $B_cell GO_REGULATION_OF_IMMUNE_SYSTEM_PROCESS 3.845732e-10 GO_REGULATION_OF_IMMUNE_RESPONSE 1.079116e-09 GO_PROTEIN_REFOLDING 1.181326e-09 GO_LYMPHOCYTE_ACTIVATION 2.430347e-09 GO_IMMUNE_SYSTEM_PROCESS 4.314318e-09 GO_IMMUNE_RESPONSE 5.672023e-09 GO_MHC_PROTEIN_COMPLEX 6.924741e-09 GO_REGULATION_OF_B_CELL_ACTIVATION 7.307461e-09 GO_INTERFERON_GAMMA_MEDIATED_SIGNALING_PATHWAY 1.380733e-08 GO_LEUKOCYTE_ACTIVATION 2.396346e-08 $DC GO_LYSOZYME_ACTIVITY 0.000000e+00 GO_IMMUNE_SYSTEM_PROCESS 6.401536e-33 GO_IMMUNE_RESPONSE 1.886135e-29 GO_REGULATION_OF_IMMUNE_SYSTEM_PROCESS 2.665954e-27 GO_REGULATION_OF_IMMUNE_RESPONSE 8.448696e-27 GO_POSITIVE_REGULATION_OF_IMMUNE_SYSTEM_PROCESS 2.106137e-22 GO_MHC_CLASS_II_PROTEIN_COMPLEX 9.329547e-22 GO_DEFENSE_RESPONSE 1.935495e-21 GO_LYTIC_VACUOLE 3.357244e-21 GO_MHC_PROTEIN_COMPLEX 3.948734e-21 $Embryonic_stem_cells GO_CELL_DIVISION 3.100970e-10 GO_DNA_PACKAGING 1.054742e-09 GO_REGULATION_OF_NUCLEAR_DIVISION 2.151030e-09 GO_REGULATION_OF_CELL_DIVISION 2.435061e-09 GO_POSITIVE_REGULATION_OF_CELL_DIVISION 2.816065e-09 GO_POSITIVE_REGULATION_OF_NUCLEAR_DIVISION 2.903133e-09 GO_REGULATION_OF_EXIT_FROM_MITOSIS 3.857483e-08 GO_DNA_CONFORMATION_CHANGE 4.014708e-08 GO_POSITIVE_REGULATION_OF_MITOTIC_NUCLEAR_DIVISION 8.468712e-08 GO_MITOTIC_CELL_CYCLE 1.412029e-07 $Endothelial_cells GO_ADENOHYPOPHYSIS_DEVELOPMENT 0.000000e+00 GO_CYCLIC_NUCLEOTIDE_GATED_ION_CHANNEL_ACTIVITY 0.000000e+00 GO_BLOOD_VESSEL_MORPHOGENESIS 7.654882e-24 GO_VASCULATURE_DEVELOPMENT 8.456080e-23 GO_ANGIOGENESIS 3.110078e-22 GO_CIRCULATORY_SYSTEM_DEVELOPMENT 1.969950e-21 GO_EXTRACELLULAR_MATRIX 3.997532e-18 GO_GROWTH_FACTOR_BINDING 2.480204e-17 GO_EXTRACELLULAR_STRUCTURE_ORGANIZATION 9.121493e-16 GO_LOCOMOTION 1.389677e-15 $Epithelial_cells GO_EXTRACELLULAR_SPACE 2.035179e-13 GO_HIGH_DENSITY_LIPOPROTEIN_PARTICLE 3.383694e-07 GO_COMPLEMENT_ACTIVATION 3.607070e-07 GO_EXTRACELLULAR_GLUTAMATE_GATED_ION_CHANNEL_ACTIVITY 3.876768e-07 GO_CXCR_CHEMOKINE_RECEPTOR_BINDING 5.607745e-07 GO_TISSUE_DEVELOPMENT 9.668660e-07 GO_CELL_PROLIFERATION 1.617669e-06 GO_PROTEIN_ACTIVATION_CASCADE 1.672739e-06 GO_MEMBRANE_REGION 2.003999e-06 GO_SODIUM_ION_BINDING 3.835449e-06 $Fibroblasts GO_EXTRACELLULAR_MATRIX 8.217183e-50 GO_PROTEINACEOUS_EXTRACELLULAR_MATRIX 3.783928e-46 GO_EXTRACELLULAR_STRUCTURE_ORGANIZATION 6.923941e-36 GO_EXTRACELLULAR_MATRIX_COMPONENT 3.632054e-25 GO_EXTRACELLULAR_SPACE 5.335376e-25 GO_CIRCULATORY_SYSTEM_DEVELOPMENT 1.412894e-24 GO_VASCULATURE_DEVELOPMENT 1.830909e-24 GO_TISSUE_DEVELOPMENT 2.358909e-24 GO_MULTICELLULAR_ORGANISMAL_MACROMOLECULE_METABOLIC_PROCESS 1.976891e-22 GO_COMPLEX_OF_COLLAGEN_TRIMERS 1.319420e-21 $iPS_cells GO_CELL_DIVISION 5.104556e-07 GO_MITOTIC_CELL_CYCLE 2.916501e-06 GO_CELL_CYCLE_PHASE_TRANSITION 5.606739e-06 GO_CELL_CYCLE_G2_M_PHASE_TRANSITION 1.571339e-05 GO_REGULATION_OF_EXIT_FROM_MITOSIS 2.041520e-05 GO_POSITIVE_REGULATION_OF_MITOTIC_NUCLEAR_DIVISION 2.415096e-05 GO_GLOMERULAR_EPITHELIUM_DEVELOPMENT 3.228326e-05 GO_POSITIVE_REGULATION_OF_NUCLEAR_DIVISION 4.231647e-05 GO_MICROTUBULE 4.887677e-05 GO_CELL_CYCLE_PROCESS 5.307627e-05 $Macrophage GO_LYSOZYME_ACTIVITY 0.000000e+00 GO_IMMUNE_RESPONSE 6.621027e-31 GO_DEFENSE_RESPONSE 9.900850e-31 GO_IMMUNE_SYSTEM_PROCESS 9.759504e-30 GO_REGULATION_OF_IMMUNE_SYSTEM_PROCESS 3.750439e-25 GO_POSITIVE_REGULATION_OF_IMMUNE_SYSTEM_PROCESS 8.762390e-24 GO_INNATE_IMMUNE_RESPONSE 1.867056e-23 GO_MHC_PROTEIN_COMPLEX 3.770082e-23 GO_REGULATION_OF_IMMUNE_RESPONSE 8.352633e-23 GO_RESPONSE_TO_INTERFERON_GAMMA 1.352775e-19 $Neurons GO_PROTEIN_C_TERMINUS_BINDING 5.207645e-06 GO_AMMONIUM_TRANSMEMBRANE_TRANSPORTER_ACTIVITY 1.305948e-05 GO_NEGATIVE_REGULATION_OF_TUMOR_NECROSIS_FACTOR_MEDIATED_SIGNALING_PATHWAY 1.950065e-05 GO_REGULATION_OF_PLASMA_LIPOPROTEIN_PARTICLE_LEVELS 2.264544e-05 GO_CYTOSKELETON 2.535591e-05 GO_CYTOSKELETAL_PART 3.355040e-05 GO_AMMONIUM_TRANSMEMBRANE_TRANSPORT 3.795937e-05 GO_GOLGI_RIBBON_FORMATION 3.795937e-05 GO_MICROTUBULE_CYTOSKELETON 5.259825e-05 GO_MITOTIC_CELL_CYCLE 5.657993e-05 $Neutrophils GO_LYSOZYME_ACTIVITY GO_DEFENSE_RESPONSE 0.000000e+00 3.262176e-31 GO_IMMUNE_RESPONSE GO_IMMUNE_SYSTEM_PROCESS 1.886135e-29 4.178296e-27 GO_RESPONSE_TO_EXTERNAL_STIMULUS GO_INFLAMMATORY_RESPONSE 8.291874e-23 4.935446e-22 GO_REGULATION_OF_IMMUNE_SYSTEM_PROCESS GO_RESPONSE_TO_BIOTIC_STIMULUS 2.209575e-19 2.382832e-18 GO_LEUKOCYTE_CHEMOTAXIS GO_RESPONSE_TO_BACTERIUM 2.474302e-18 8.577352e-18 $NK_cell GO_IMMUNE_SYSTEM_PROCESS GO_REGULATION_OF_IMMUNE_RESPONSE 1.104604e-23 2.276415e-18 GO_REGULATION_OF_IMMUNE_SYSTEM_PROCESS GO_LEUKOCYTE_CELL_CELL_ADHESION 2.628274e-18 2.941074e-18 GO_IMMUNE_RESPONSE GO_LEUKOCYTE_ACTIVATION 5.318272e-18 7.461667e-17 GO_SIDE_OF_MEMBRANE GO_LYMPHOCYTE_ACTIVATION 1.550206e-16 1.847977e-16 GO_CELL_ACTIVATION GO_LEUKOCYTE_MIGRATION 8.355483e-15 1.058285e-13 $T_cells GO_IMMUNE_SYSTEM_PROCESS 5.886005e-28 GO_LEUKOCYTE_CELL_CELL_ADHESION 5.037553e-25 GO_LEUKOCYTE_ACTIVATION 1.899602e-24 GO_REGULATION_OF_IMMUNE_SYSTEM_PROCESS 9.361515e-24 GO_LYMPHOCYTE_ACTIVATION 2.926724e-22 GO_CELL_ACTIVATION 2.855341e-21 GO_IMMUNE_RESPONSE 2.999155e-20 GO_REGULATION_OF_IMMUNE_RESPONSE 6.208649e-20 GO_POSITIVE_REGULATION_OF_IMMUNE_SYSTEM_PROCESS 1.969397e-18 GO_SINGLE_ORGANISM_CELL_ADHESION 2.386638e-18