# A tibble: 11 x 7 # Groups: cluster [11] p_val avg_log2FC pct.1 pct.2 p_val_adj cluster gene 1 1.70e-120 2.01 0.659 0.049 2.15e-116 0 CCL5 2 1.32e-168 2.05 0.879 0.057 1.67e-164 1 CD14 3 6.88e- 23 0.728 1 0.972 8.71e- 19 2 VIM 4 3.43e- 34 0.863 0.705 0.245 4.34e- 30 3 ELF3 5 3.15e- 59 1.30 0.896 0.271 3.99e- 55 4 KIAA1324 6 9.09e- 65 0.997 0.524 0.037 1.15e- 60 5 ASPM 7 1.04e-125 1.18 0.564 0.004 1.31e-121 6 FCER1A 8 3.29e-160 3.26 0.936 0.022 4.16e-156 7 SPARC 9 8.93e-122 2.08 0.652 0.01 1.13e-117 8 FCGR3B 10 1.88e-114 1.33 0.724 0.012 2.38e-110 9 KRT7 11 1.63e-192 1.47 0.773 0.001 2.07e-188 10 DNAH12 $`0` GO_IMMUNE_SYSTEM_PROCESS 7.296997e-32 GO_LEUKOCYTE_ACTIVATION 1.596581e-26 GO_REGULATION_OF_IMMUNE_SYSTEM_PROCESS 3.762052e-26 GO_LYMPHOCYTE_ACTIVATION 5.042991e-25 GO_CELL_ACTIVATION 7.859427e-25 GO_IMMUNE_RESPONSE 1.177618e-24 GO_REGULATION_OF_IMMUNE_RESPONSE 1.414109e-23 GO_LEUKOCYTE_CELL_CELL_ADHESION 2.240685e-23 GO_POSITIVE_REGULATION_OF_IMMUNE_SYSTEM_PROCESS 4.786035e-21 GO_SINGLE_ORGANISM_CELL_ADHESION 9.550254e-19 $`1` GO_LYSOZYME_ACTIVITY 0.000000e+00 GO_IMMUNE_RESPONSE 3.926688e-34 GO_IMMUNE_SYSTEM_PROCESS 4.680592e-33 GO_DEFENSE_RESPONSE 5.071606e-33 GO_REGULATION_OF_IMMUNE_SYSTEM_PROCESS 7.232340e-26 GO_POSITIVE_REGULATION_OF_IMMUNE_SYSTEM_PROCESS 5.832354e-24 GO_INFLAMMATORY_RESPONSE 1.153423e-23 GO_INNATE_IMMUNE_RESPONSE 1.457632e-23 GO_EXTRACELLULAR_SPACE 2.011651e-22 GO_REGULATION_OF_IMMUNE_RESPONSE 1.482908e-21 $`2` GO_TRANSCRIPTIONAL_ACTIVATOR_ACTIVITY_RNA_POLYMERASE_II_TRANSCRIPTION_REGULATORY_REGION_SEQUENCE_SPECIFIC_BINDING 2.270151e-08 GO_EPITHELIUM_DEVELOPMENT 1.441571e-07 GO_TISSUE_MORPHOGENESIS 1.971756e-07 GO_TRANSCRIPTION_FACTOR_ACTIVITY_RNA_POLYMERASE_II_CORE_PROMOTER_PROXIMAL_REGION_SEQUENCE_SPECIFIC_BINDING 1.111588e-06 GO_SIGNAL_TRANSDUCTION_INVOLVED_IN_REGULATION_OF_GENE_EXPRESSION 1.575829e-06 GO_TRANSCRIPTIONAL_ACTIVATOR_ACTIVITY_RNA_POLYMERASE_II_CORE_PROMOTER_PROXIMAL_REGION_SEQUENCE_SPECIFIC_BINDING 1.680628e-06 GO_TISSUE_DEVELOPMENT 1.835889e-06 GO_TUBE_MORPHOGENESIS 1.835906e-06 GO_POSITIVE_REGULATION_OF_GENE_EXPRESSION 3.481248e-06 GO_REGULATION_OF_RECEPTOR_BINDING 3.737074e-06 $`3` GO_TISSUE_DEVELOPMENT 1.390073e-15 GO_TRANSCRIPTION_FACTOR_ACTIVITY_RNA_POLYMERASE_II_CORE_PROMOTER_PROXIMAL_REGION_SEQUENCE_SPECIFIC_BINDING 2.965749e-14 GO_TRANSCRIPTIONAL_ACTIVATOR_ACTIVITY_RNA_POLYMERASE_II_TRANSCRIPTION_REGULATORY_REGION_SEQUENCE_SPECIFIC_BINDING 3.030418e-14 GO_TRANSCRIPTIONAL_ACTIVATOR_ACTIVITY_RNA_POLYMERASE_II_CORE_PROMOTER_PROXIMAL_REGION_SEQUENCE_SPECIFIC_BINDING 4.195252e-13 GO_EPITHELIAL_CELL_DIFFERENTIATION 1.425772e-12 GO_EPITHELIUM_DEVELOPMENT 1.821074e-12 GO_ORGAN_MORPHOGENESIS 3.727376e-12 GO_RNA_POLYMERASE_II_TRANSCRIPTION_FACTOR_ACTIVITY_SEQUENCE_SPECIFIC_DNA_BINDING 3.000124e-11 GO_REGULATION_OF_TRANSCRIPTION_FROM_RNA_POLYMERASE_II_PROMOTER 3.829015e-11 GO_POSITIVE_REGULATION_OF_TRANSCRIPTION_FROM_RNA_POLYMERASE_II_PROMOTER 5.370888e-11 $`4` GO_TISSUE_DEVELOPMENT 8.881765e-14 GO_ORGAN_MORPHOGENESIS 1.764368e-12 GO_EPITHELIUM_DEVELOPMENT 6.194400e-12 GO_EPITHELIAL_CELL_DIFFERENTIATION 1.301189e-11 GO_SKELETAL_SYSTEM_DEVELOPMENT 3.793158e-11 GO_EXTRACELLULAR_SPACE 5.146261e-09 GO_SKELETAL_SYSTEM_MORPHOGENESIS 5.757072e-09 GO_BIOLOGICAL_ADHESION 1.130184e-08 GO_EXTRACELLULAR_MATRIX_STRUCTURAL_CONSTITUENT 1.985604e-08 GO_CELL_DEVELOPMENT 2.084792e-08 $`5` GO_CELL_DIVISION 2.095874e-19 GO_CELL_CYCLE_PROCESS 2.165452e-14 GO_MITOTIC_CELL_CYCLE 7.367522e-14 GO_ORGANELLE_FISSION 1.116497e-13 GO_CELL_CYCLE 2.823785e-13 GO_MITOTIC_NUCLEAR_DIVISION 1.431825e-12 GO_MOVEMENT_OF_CELL_OR_SUBCELLULAR_COMPONENT 4.102623e-11 GO_REGULATION_OF_CELL_DIVISION 7.694556e-11 GO_CELL_DEVELOPMENT 2.750871e-10 GO_TISSUE_DEVELOPMENT 3.721792e-10 $`6` GO_LYSOZYME_ACTIVITY 0.000000e+00 GO_IMMUNE_SYSTEM_PROCESS 2.034561e-36 GO_IMMUNE_RESPONSE 4.783561e-36 GO_DEFENSE_RESPONSE 1.625257e-27 GO_REGULATION_OF_IMMUNE_SYSTEM_PROCESS 7.526525e-26 GO_MHC_CLASS_II_PROTEIN_COMPLEX 6.889148e-24 GO_POSITIVE_REGULATION_OF_IMMUNE_SYSTEM_PROCESS 7.921081e-23 GO_REGULATION_OF_IMMUNE_RESPONSE 7.319435e-22 GO_POSITIVE_REGULATION_OF_CELL_ACTIVATION 1.198921e-19 GO_MHC_PROTEIN_COMPLEX 2.221668e-19 $`7` GO_CYCLIC_NUCLEOTIDE_GATED_ION_CHANNEL_ACTIVITY 0.000000e+00 GO_EXTRACELLULAR_MATRIX 1.159440e-62 GO_PROTEINACEOUS_EXTRACELLULAR_MATRIX 4.234777e-57 GO_EXTRACELLULAR_STRUCTURE_ORGANIZATION 4.149289e-54 GO_CIRCULATORY_SYSTEM_DEVELOPMENT 3.599265e-41 GO_EXTRACELLULAR_SPACE 2.858486e-40 GO_VASCULATURE_DEVELOPMENT 3.784891e-38 GO_TISSUE_DEVELOPMENT 2.331582e-37 GO_EXTRACELLULAR_MATRIX_COMPONENT 1.549669e-35 GO_BLOOD_VESSEL_MORPHOGENESIS 1.643237e-32 $`8` GO_LYSOZYME_ACTIVITY 0.000000e+00 GO_IMMUNE_SYSTEM_PROCESS 1.126233e-25 GO_DEFENSE_RESPONSE 1.521471e-25 GO_RESPONSE_TO_BIOTIC_STIMULUS 1.437609e-21 GO_RESPONSE_TO_BACTERIUM 1.746934e-21 GO_IMMUNE_RESPONSE 6.107141e-21 GO_RESPONSE_TO_EXTERNAL_STIMULUS 4.496557e-20 GO_RESPONSE_TO_MOLECULE_OF_BACTERIAL_ORIGIN 8.218674e-18 GO_INFLAMMATORY_RESPONSE 3.328324e-17 GO_RESPONSE_TO_CYTOKINE 1.266791e-14 $`9` GO_EXTRACELLULAR_SPACE GO_TISSUE_DEVELOPMENT 1.652339e-22 8.026265e-19 GO_BIOLOGICAL_ADHESION GO_EPITHELIUM_DEVELOPMENT 1.608405e-18 2.009285e-14 GO_ORGAN_MORPHOGENESIS GO_EXTRACELLULAR_STRUCTURE_ORGANIZATION 4.508943e-14 1.807247e-12 GO_STRUCTURAL_MOLECULE_ACTIVITY GO_PROTEINACEOUS_EXTRACELLULAR_MATRIX 3.131400e-12 5.005092e-12 GO_EXTRACELLULAR_MATRIX GO_REGULATION_OF_CELL_PROLIFERATION 6.010683e-12 1.017127e-11 $`10` GO_CILIUM 8.513697e-24 GO_MICROTUBULE_BUNDLE_FORMATION 9.214243e-18 GO_CILIUM_MORPHOGENESIS 2.201355e-17 GO_AXONEME_ASSEMBLY 2.816487e-17 GO_MICROTUBULE_BASED_PROCESS 9.486368e-17 GO_CILIARY_PART 1.062246e-16 GO_CILIUM_ORGANIZATION 1.726221e-16 GO_CILIUM_MOVEMENT 2.027104e-16 GO_MICROTUBULE_BASED_MOVEMENT 4.187742e-16 GO_CELLULAR_COMPONENT_ASSEMBLY_INVOLVED_IN_MORPHOGENESIS 2.304124e-14 # A tibble: 12 x 7 # Groups: cluster [12] p_val avg_log2FC pct.1 pct.2 p_val_adj cluster gene 1 5.66e-116 1.03 0.493 0.003 7.17e-112 DC FCER1A 2 7.87e- 19 0.719 0.38 0.057 9.96e- 15 Embryonic_stem_cells ASPM 3 2.80e-214 2.38 0.9 0.001 3.54e-210 Endothelial_cells VWF 4 7.99e-115 1.37 0.906 0.261 1.01e-110 Epithelial_cells ASRGL1 5 8.41e- 95 1.56 0.722 0.011 1.06e- 90 Fibroblasts ISLR 6 1.07e- 6 0.339 0.25 0.03 1.36e- 2 iPS_cells PLK1 7 3.67e-163 2.02 0.858 0.057 4.64e-159 Macrophage CD14 8 8.32e- 13 0.345 0.189 0.016 1.05e- 8 Neurons PPIL6 9 8.84e-117 1.99 0.608 0.01 1.12e-112 Neutrophils FCGR3B 10 2.13e- 38 2.15 0.756 0.107 2.69e- 34 NK_cell GNLY 11 1.24e- 98 1.14 0.549 0.032 1.57e- 94 T_cells CD3D 12 5.63e- 80 0.716 0.448 0.005 7.13e- 76 Tissue_stem_cells GUCY1A2 $DC GO_LYSOZYME_ACTIVITY 0.000000e+00 GO_IMMUNE_SYSTEM_PROCESS 1.398257e-32 GO_IMMUNE_RESPONSE 2.843177e-32 GO_DEFENSE_RESPONSE 8.780557e-26 GO_REGULATION_OF_IMMUNE_SYSTEM_PROCESS 6.317689e-25 GO_MHC_CLASS_II_PROTEIN_COMPLEX 8.832958e-25 GO_POSITIVE_REGULATION_OF_IMMUNE_SYSTEM_PROCESS 2.295703e-22 GO_REGULATION_OF_IMMUNE_RESPONSE 2.270188e-20 GO_MHC_PROTEIN_COMPLEX 2.891120e-20 GO_POSITIVE_REGULATION_OF_CELL_ACTIVATION 3.398409e-18 $Embryonic_stem_cells GO_CELL_DIVISION GO_ORGANELLE_FISSION 8.748756e-16 5.002304e-11 GO_MITOTIC_CELL_CYCLE GO_MITOTIC_NUCLEAR_DIVISION 1.002658e-10 1.621795e-10 GO_CELL_CYCLE_PROCESS GO_REGULATION_OF_CELL_DIVISION 1.938681e-10 3.515921e-10 GO_CELL_CYCLE GO_REGULATION_OF_CELL_CYCLE 6.242135e-10 2.302786e-09 GO_CHROMOSOME_CONDENSATION GO_POSITIVE_REGULATION_OF_CELL_DIVISION 7.530896e-09 1.796967e-08 $Endothelial_cells GO_CYCLIC_NUCLEOTIDE_GATED_ION_CHANNEL_ACTIVITY 0.000000e+00 GO_EXTRACELLULAR_MATRIX 3.131592e-24 GO_PROTEINACEOUS_EXTRACELLULAR_MATRIX 1.410614e-22 GO_EXTRACELLULAR_STRUCTURE_ORGANIZATION 6.689855e-22 GO_CIRCULATORY_SYSTEM_DEVELOPMENT 7.615208e-21 GO_VASCULATURE_DEVELOPMENT 8.859884e-21 GO_BLOOD_VESSEL_MORPHOGENESIS 7.835924e-20 GO_ANGIOGENESIS 1.480298e-18 GO_EXTRACELLULAR_MATRIX_COMPONENT 2.437195e-14 GO_ANATOMICAL_STRUCTURE_FORMATION_INVOLVED_IN_MORPHOGENESIS 3.200152e-14 $Epithelial_cells GO_TISSUE_DEVELOPMENT 2.385947e-17 GO_EPITHELIUM_DEVELOPMENT 4.711527e-17 GO_ORGAN_MORPHOGENESIS 1.296170e-14 GO_EPITHELIAL_CELL_DIFFERENTIATION 1.548304e-13 GO_SKELETAL_SYSTEM_DEVELOPMENT 2.417809e-11 GO_CELL_DEVELOPMENT 5.402532e-11 GO_BIOLOGICAL_ADHESION 1.931631e-10 GO_LOCOMOTION 1.746914e-09 GO_UROGENITAL_SYSTEM_DEVELOPMENT 2.473951e-09 GO_INTRINSIC_COMPONENT_OF_PLASMA_MEMBRANE 5.432180e-09 $Fibroblasts GO_EXTRACELLULAR_MATRIX 1.706927e-54 GO_PROTEINACEOUS_EXTRACELLULAR_MATRIX 2.004706e-48 GO_EXTRACELLULAR_STRUCTURE_ORGANIZATION 9.092178e-46 GO_EXTRACELLULAR_SPACE 5.058356e-37 GO_EXTRACELLULAR_MATRIX_COMPONENT 3.139844e-33 GO_TISSUE_DEVELOPMENT 2.270822e-27 GO_CIRCULATORY_SYSTEM_DEVELOPMENT 5.452309e-27 GO_VASCULATURE_DEVELOPMENT 3.028191e-25 GO_COLLAGEN_FIBRIL_ORGANIZATION 1.447337e-22 GO_MULTICELLULAR_ORGANISMAL_MACROMOLECULE_METABOLIC_PROCESS 5.742364e-22 $iPS_cells GO_CELL_DIVISION GO_ORGANELLE_FISSION 2.033901e-17 3.002169e-15 GO_MITOTIC_NUCLEAR_DIVISION GO_CELL_CYCLE_PROCESS 3.062480e-13 7.149885e-13 GO_CELL_CYCLE GO_MITOTIC_CELL_CYCLE 9.875149e-13 1.378419e-12 GO_REGULATION_OF_CELL_DIVISION GO_SPINDLE 3.449589e-11 4.515494e-10 GO_CHROMOSOME_SEGREGATION GO_MIDBODY 8.341070e-10 9.232191e-09 $Macrophage GO_LYSOZYME_ACTIVITY 0.000000e+00 GO_IMMUNE_SYSTEM_PROCESS 4.885569e-34 GO_IMMUNE_RESPONSE 5.441256e-33 GO_DEFENSE_RESPONSE 4.799703e-31 GO_REGULATION_OF_IMMUNE_SYSTEM_PROCESS 5.040810e-25 GO_INFLAMMATORY_RESPONSE 5.013680e-23 GO_EXTRACELLULAR_SPACE 6.060564e-23 GO_POSITIVE_REGULATION_OF_IMMUNE_SYSTEM_PROCESS 7.732715e-23 GO_INNATE_IMMUNE_RESPONSE 3.421603e-21 GO_RECEPTOR_ACTIVITY 5.384082e-20 $Neurons GO_MOVEMENT_OF_CELL_OR_SUBCELLULAR_COMPONENT 6.062580e-12 GO_CELL_DIVISION 1.651680e-10 GO_MICROTUBULE_BASED_PROCESS 5.943167e-10 GO_SUPRAMOLECULAR_FIBER 2.423391e-08 GO_REGULATION_OF_STEM_CELL_PROLIFERATION 3.664998e-08 GO_SPINDLE 7.625206e-08 GO_CYTOSKELETAL_PART 7.728537e-08 GO_CONDENSED_CHROMOSOME 1.977372e-07 GO_MIDBODY 3.340382e-07 GO_CELL_DEVELOPMENT 5.235499e-07 $Neutrophils GO_LYSOZYME_ACTIVITY 0.000000e+00 GO_DEFENSE_RESPONSE 4.796302e-25 GO_IMMUNE_SYSTEM_PROCESS 2.990804e-24 GO_RESPONSE_TO_BACTERIUM 3.191658e-21 GO_IMMUNE_RESPONSE 3.500060e-21 GO_RESPONSE_TO_BIOTIC_STIMULUS 9.105082e-21 GO_RESPONSE_TO_EXTERNAL_STIMULUS 3.757623e-19 GO_INFLAMMATORY_RESPONSE 7.277837e-18 GO_RESPONSE_TO_MOLECULE_OF_BACTERIAL_ORIGIN 2.294338e-17 GO_RESPONSE_TO_CYTOKINE 3.449354e-16 $NK_cell GO_IMMUNE_SYSTEM_PROCESS GO_IMMUNE_RESPONSE 9.346237e-23 3.222669e-21 GO_REGULATION_OF_IMMUNE_SYSTEM_PROCESS GO_REGULATION_OF_IMMUNE_RESPONSE 3.143086e-18 2.543972e-17 GO_CELL_ACTIVATION GO_LEUKOCYTE_ACTIVATION 3.587714e-17 3.769031e-17 GO_RESPONSE_TO_EXTERNAL_STIMULUS GO_DEFENSE_RESPONSE 1.253733e-15 1.308804e-15 GO_SIDE_OF_MEMBRANE GO_LYMPHOCYTE_ACTIVATION 1.232825e-14 1.235922e-14 $T_cells GO_IMMUNE_SYSTEM_PROCESS 1.371538e-30 GO_LEUKOCYTE_ACTIVATION 7.401431e-28 GO_REGULATION_OF_IMMUNE_SYSTEM_PROCESS 1.741855e-26 GO_LYMPHOCYTE_ACTIVATION 2.294742e-26 GO_CELL_ACTIVATION 4.437719e-26 GO_LEUKOCYTE_CELL_CELL_ADHESION 5.450773e-26 GO_REGULATION_OF_IMMUNE_RESPONSE 6.439505e-23 GO_IMMUNE_RESPONSE 2.807534e-22 GO_POSITIVE_REGULATION_OF_IMMUNE_SYSTEM_PROCESS 2.803961e-21 GO_SINGLE_ORGANISM_CELL_ADHESION 6.488711e-21 $Tissue_stem_cells GO_EXTRACELLULAR_MATRIX 1.287882e-62 GO_PROTEINACEOUS_EXTRACELLULAR_MATRIX 3.478947e-60 GO_EXTRACELLULAR_STRUCTURE_ORGANIZATION 1.631629e-44 GO_EXTRACELLULAR_MATRIX_COMPONENT 6.056546e-38 GO_EXTRACELLULAR_SPACE 1.503844e-33 GO_CIRCULATORY_SYSTEM_DEVELOPMENT 1.971546e-31 GO_VASCULATURE_DEVELOPMENT 5.070115e-28 GO_MULTICELLULAR_ORGANISMAL_MACROMOLECULE_METABOLIC_PROCESS 1.101921e-27 GO_TISSUE_DEVELOPMENT 4.400920e-27 GO_COLLAGEN_TRIMER 8.535980e-27