# A tibble: 11 x 7 # Groups: cluster [11] p_val avg_log2FC pct.1 pct.2 p_val_adj cluster gene 1 2.57e-208 2.19 0.958 0.204 3.27e-204 0 CCL5 2 1.48e- 88 2.48 0.506 0.098 1.88e- 84 1 CXCL13 3 3.33e-259 1.37 0.753 0.032 4.23e-255 2 FCER1G 4 6.74e- 81 1.14 0.622 0.151 8.56e- 77 3 CD69 5 4.37e- 73 0.967 0.696 0.185 5.55e- 69 4 SOX4 6 2.09e-222 2.73 0.97 0.136 2.66e-218 5 WFDC2 7 2.83e-192 0.899 0.507 0.006 3.59e-188 6 MS4A1 8 2.77e-307 1.86 0.863 0.015 3.52e-303 7 MZB1 9 1.89e-107 0.819 0.603 0.025 2.40e-103 8 NUSAP1 10 0. 2.82 0.92 0.006 0. 9 COL3A1 11 6.44e-149 0.909 0.429 0.002 8.17e-145 10 S100P $`0` GO_IMMUNE_SYSTEM_PROCESS GO_CELL_ACTIVATION 8.205138e-16 2.234469e-15 GO_LEUKOCYTE_ACTIVATION GO_IMMUNE_RESPONSE 1.148621e-13 5.458748e-12 GO_CHEMOKINE_ACTIVITY GO_GRANULOCYTE_MIGRATION 1.221742e-11 3.453828e-11 GO_LYMPHOCYTE_ACTIVATION GO_CHEMOKINE_RECEPTOR_BINDING 4.560121e-11 1.033653e-10 GO_CCR_CHEMOKINE_RECEPTOR_BINDING GO_MYELOID_LEUKOCYTE_MIGRATION 1.607788e-10 3.354774e-10 $`1` GO_REGULATION_OF_CELL_ADHESION 8.893464e-16 GO_REGULATION_OF_CELL_CELL_ADHESION 1.706244e-15 GO_LEUKOCYTE_CELL_CELL_ADHESION 1.088358e-13 GO_LYMPHOCYTE_ACTIVATION 2.687241e-13 GO_IMMUNE_SYSTEM_PROCESS 6.387497e-13 GO_POSITIVE_REGULATION_OF_CELL_ADHESION 7.968032e-13 GO_REGULATION_OF_HOMOTYPIC_CELL_CELL_ADHESION 1.558230e-12 GO_POSITIVE_REGULATION_OF_CELL_CELL_ADHESION 2.416831e-12 GO_LEUKOCYTE_ACTIVATION 3.272825e-12 GO_CELL_ACTIVATION 9.331552e-12 $`2` GO_EXTRACELLULAR_SPACE 8.792225e-29 GO_DEFENSE_RESPONSE 2.824859e-22 GO_IMMUNE_SYSTEM_PROCESS 3.145462e-21 GO_IMMUNE_RESPONSE 1.274036e-20 GO_MHC_CLASS_II_PROTEIN_COMPLEX 1.597514e-17 GO_LYTIC_VACUOLE 1.736705e-16 GO_INNATE_IMMUNE_RESPONSE 5.711240e-16 GO_REGULATION_OF_IMMUNE_SYSTEM_PROCESS 2.733360e-15 GO_CLATHRIN_COATED_ENDOCYTIC_VESICLE_MEMBRANE 1.011538e-14 GO_ANTIGEN_PROCESSING_AND_PRESENTATION_OF_PEPTIDE_OR_POLYSACCHARIDE_ANTIGEN_VIA_MHC_CLASS_II 1.262096e-14 $`3` GO_RESPONSE_TO_ABIOTIC_STIMULUS 5.334462e-14 GO_REGULATION_OF_CELL_DEATH 9.408245e-12 GO_POSITIVE_REGULATION_OF_IMMUNE_SYSTEM_PROCESS 2.125776e-11 GO_PROTEIN_REFOLDING 2.230615e-10 GO_IMMUNE_SYSTEM_PROCESS 6.282726e-10 GO_LEUKOCYTE_DIFFERENTIATION 7.435218e-10 GO_REGULATION_OF_IMMUNE_SYSTEM_PROCESS 1.271452e-09 GO__DE_NOVO_POSTTRANSLATIONAL_PROTEIN_FOLDING 1.536028e-09 GO_IMMUNE_SYSTEM_DEVELOPMENT 1.816018e-09 GO_REGULATION_OF_RESPONSE_TO_CYTOKINE_STIMULUS 2.191665e-09 $`4` GO_SPINAL_CORD_ASSOCIATION_NEURON_DIFFERENTIATION 0.000000e+00 GO_EPITHELIUM_DEVELOPMENT 1.625028e-10 GO_POSITIVE_REGULATION_OF_TRANSCRIPTION_FROM_RNA_POLYMERASE_II_PROMOTER 1.817047e-10 GO_UROGENITAL_SYSTEM_DEVELOPMENT 2.039597e-10 GO_GLAND_DEVELOPMENT 2.598698e-10 GO_TISSUE_DEVELOPMENT 7.879060e-10 GO_REGULATION_OF_TRANSCRIPTION_FROM_RNA_POLYMERASE_II_PROMOTER 2.723075e-09 GO_REGULATION_OF_CELL_PROLIFERATION 3.122328e-09 GO_CELL_DEVELOPMENT 1.104455e-08 GO_EPITHELIAL_CELL_DIFFERENTIATION 1.109929e-08 $`5` GO_SPINAL_CORD_ASSOCIATION_NEURON_DIFFERENTIATION 0.000000e+00 GO_EXTRACELLULAR_SPACE 2.689029e-20 GO_TISSUE_DEVELOPMENT 1.424542e-17 GO_EPITHELIUM_DEVELOPMENT 1.409631e-16 GO_REGULATION_OF_CELL_PROLIFERATION 1.110299e-12 GO_UROGENITAL_SYSTEM_DEVELOPMENT 4.338922e-12 GO_CELL_DEVELOPMENT 9.709899e-12 GO_RESPONSE_TO_EXTERNAL_STIMULUS 9.830138e-12 GO_IMMUNE_SYSTEM_PROCESS 6.070496e-11 GO_TISSUE_MORPHOGENESIS 1.020330e-10 $`6` GO_MHC_CLASS_II_PROTEIN_COMPLEX 3.725546e-23 GO_MHC_PROTEIN_COMPLEX 4.173591e-20 GO_LUMENAL_SIDE_OF_MEMBRANE 7.210071e-19 GO_ANTIGEN_RECEPTOR_MEDIATED_SIGNALING_PATHWAY 3.444225e-17 GO_CLATHRIN_COATED_ENDOCYTIC_VESICLE_MEMBRANE 3.929127e-17 GO_MHC_CLASS_II_RECEPTOR_ACTIVITY 2.544934e-16 GO_CLATHRIN_COATED_ENDOCYTIC_VESICLE 2.829222e-16 GO_ER_TO_GOLGI_TRANSPORT_VESICLE_MEMBRANE 2.829222e-16 GO_PEPTIDE_ANTIGEN_BINDING 2.710380e-15 GO_ER_TO_GOLGI_TRANSPORT_VESICLE 4.264850e-15 $`7` GO_RESPONSE_TO_ENDOPLASMIC_RETICULUM_STRESS 4.012454e-12 GO_ERAD_PATHWAY 1.054128e-10 GO_ER_ASSOCIATED_UBIQUITIN_DEPENDENT_PROTEIN_CATABOLIC_PROCESS 8.717922e-10 GO_REGULATION_OF_ERAD_PATHWAY 4.766973e-09 GO_RESPONSE_TO_TOPOLOGICALLY_INCORRECT_PROTEIN 6.113488e-09 GO_CELLULAR_RESPONSE_TO_TOPOLOGICALLY_INCORRECT_PROTEIN 7.031640e-09 GO_ER_NUCLEUS_SIGNALING_PATHWAY 1.491836e-08 GO_NEGATIVE_REGULATION_OF_RESPONSE_TO_ENDOPLASMIC_RETICULUM_STRESS 1.828172e-08 GO_PROTEIN_EXIT_FROM_ENDOPLASMIC_RETICULUM 3.572649e-08 GO_PROTEASOMAL_PROTEIN_CATABOLIC_PROCESS 9.918693e-08 $`8` GO_DNA_PACKAGING 2.581052e-14 GO_CONDENSED_CHROMOSOME 2.726567e-13 GO_DNA_CONFORMATION_CHANGE 6.811333e-13 GO_IMMUNE_SYSTEM_PROCESS 1.188002e-12 GO_CELL_CYCLE_PROCESS 1.226825e-12 GO_IMMUNE_RESPONSE 2.461079e-12 GO_MITOTIC_CELL_CYCLE 7.113128e-12 GO_NATURAL_KILLER_CELL_MEDIATED_IMMUNITY 1.192298e-11 GO_CELL_CYCLE 1.715331e-11 GO_CELL_DIVISION 2.037453e-11 $`9` GO_SPINAL_CORD_ASSOCIATION_NEURON_DIFFERENTIATION 0.000000e+00 GO_CYCLIC_NUCLEOTIDE_GATED_ION_CHANNEL_ACTIVITY 0.000000e+00 GO_EXTRACELLULAR_MATRIX 8.023536e-52 GO_PROTEINACEOUS_EXTRACELLULAR_MATRIX 3.086193e-46 GO_EXTRACELLULAR_STRUCTURE_ORGANIZATION 1.719731e-45 GO_EXTRACELLULAR_SPACE 1.930879e-40 GO_TISSUE_DEVELOPMENT 2.467840e-31 GO_EXTRACELLULAR_MATRIX_COMPONENT 3.908586e-29 GO_CIRCULATORY_SYSTEM_DEVELOPMENT 5.261973e-27 GO_ORGAN_MORPHOGENESIS 1.453380e-25 $`10` GO_RESPONSE_TO_EXTERNAL_STIMULUS 7.174888e-19 GO_INFLAMMATORY_RESPONSE 2.834571e-18 GO_DEFENSE_RESPONSE 3.449337e-17 GO_IMMUNE_SYSTEM_PROCESS 4.326879e-16 GO_CELL_CHEMOTAXIS 5.440061e-15 GO_LEUKOCYTE_CHEMOTAXIS 5.823234e-15 GO_TAXIS 1.442110e-14 GO_RESPONSE_TO_MOLECULE_OF_BACTERIAL_ORIGIN 2.980907e-14 GO_RESPONSE_TO_BIOTIC_STIMULUS 7.107775e-14 GO_GRANULOCYTE_MIGRATION 1.173555e-13 # A tibble: 13 x 7 # Groups: cluster [13] p_val avg_log2FC pct.1 pct.2 p_val_adj cluster gene 1 4.92e-254 1.61 0.721 0.024 6.24e-250 B_cell CD79A 2 1.58e- 81 1.09 0.833 0.009 2.01e- 77 Chondrocytes THY1 3 2.19e- 51 0.865 0.611 0.08 2.78e- 47 DC SPI1 4 3.31e- 37 0.430 0.235 0.004 4.20e- 33 Embryonic_stem_cells RIMS2 5 8.43e-289 2.47 0.87 0.07 1.07e-284 Epithelial_cells WFDC2 6 5.00e-148 1.35 0.684 0.007 6.34e-144 Fibroblasts SULF1 7 2.23e- 21 0.492 0.25 0.007 2.84e- 17 iPS_cells FREM2 8 2.13e-225 3.03 0.754 0.04 2.71e-221 Macrophage APOE 9 1.45e- 22 0.466 0.333 0.021 1.84e- 18 Neurons HOXB5 10 1.41e-138 2.03 0.766 0.044 1.79e-134 Neutrophils S100A9 11 1.98e- 75 2.06 0.542 0.085 2.51e- 71 NK_cell GNLY 12 8.77e-130 0.735 0.519 0.061 1.11e-125 T_cells CD3D 13 8.56e-165 2.74 1 0.02 1.09e-160 Tissue_stem_cells SPARC $B_cell GO_MHC_CLASS_II_PROTEIN_COMPLEX 1.835641e-16 GO_IMMUNE_RESPONSE 1.613498e-14 GO_MHC_PROTEIN_COMPLEX 2.911289e-14 GO_ANTIGEN_BINDING 1.205826e-13 GO_IMMUNE_SYSTEM_PROCESS 5.676420e-13 GO_MHC_CLASS_II_RECEPTOR_ACTIVITY 9.219423e-13 GO_SIDE_OF_MEMBRANE 1.880316e-12 GO_ANTIGEN_RECEPTOR_MEDIATED_SIGNALING_PATHWAY 2.136586e-12 GO_REGULATION_OF_IMMUNE_RESPONSE 1.081234e-11 GO_REGULATION_OF_IMMUNE_SYSTEM_PROCESS 1.436979e-11 $Chondrocytes GO_EXTRACELLULAR_MATRIX 1.911023e-33 GO_PROTEINACEOUS_EXTRACELLULAR_MATRIX 4.609254e-31 GO_EXTRACELLULAR_STRUCTURE_ORGANIZATION 3.493558e-29 GO_EXTRACELLULAR_MATRIX_COMPONENT 7.626526e-23 GO_EXTRACELLULAR_SPACE 1.124235e-22 GO_COMPLEX_OF_COLLAGEN_TRIMERS 1.042906e-20 GO_EXTRACELLULAR_MATRIX_STRUCTURAL_CONSTITUENT 3.382468e-20 GO_MULTICELLULAR_ORGANISMAL_MACROMOLECULE_METABOLIC_PROCESS 1.696775e-19 GO_MULTICELLULAR_ORGANISM_METABOLIC_PROCESS 1.413482e-18 GO_PLATELET_DERIVED_GROWTH_FACTOR_BINDING 7.467427e-18 $DC GO_EXTRACELLULAR_SPACE 3.514064e-21 GO_DEFENSE_RESPONSE 5.326175e-20 GO_IMMUNE_RESPONSE 4.957039e-19 GO_IMMUNE_SYSTEM_PROCESS 1.661296e-18 GO_MHC_CLASS_II_PROTEIN_COMPLEX 1.842615e-18 GO_REGULATION_OF_IMMUNE_SYSTEM_PROCESS 9.840660e-17 GO_CLATHRIN_COATED_ENDOCYTIC_VESICLE_MEMBRANE 7.755995e-16 GO_MHC_PROTEIN_COMPLEX 1.971388e-15 GO_LYTIC_VACUOLE 3.488946e-15 GO_ER_TO_GOLGI_TRANSPORT_VESICLE 6.960895e-15 $Embryonic_stem_cells GO_CELL_CYCLE_PROCESS GO_DNA_PACKAGING 8.374147e-08 3.343025e-07 GO_IDENTICAL_PROTEIN_BINDING GO_CELL_CYCLE 3.352730e-07 6.452613e-07 GO_MULTI_MULTICELLULAR_ORGANISM_PROCESS GO_MEMBRANE_REGION 8.681558e-07 9.330753e-07 GO_CELL_CYCLE_PHASE_TRANSITION GO_CELL_DIVISION 9.785290e-07 1.033772e-06 GO_MITOTIC_CELL_CYCLE GO_DNA_CONFORMATION_CHANGE 1.537344e-06 1.551904e-06 $Epithelial_cells GO_SPINAL_CORD_ASSOCIATION_NEURON_DIFFERENTIATION 0.000000e+00 GO_EPITHELIUM_DEVELOPMENT 7.993657e-16 GO_EXTRACELLULAR_SPACE 2.491993e-15 GO_TISSUE_DEVELOPMENT 1.540299e-14 GO_UROGENITAL_SYSTEM_DEVELOPMENT 1.469077e-12 GO_TISSUE_MORPHOGENESIS 1.660743e-12 GO_REGULATION_OF_CELL_PROLIFERATION 4.785874e-12 GO_CELL_DEVELOPMENT 1.777924e-11 GO_EPITHELIAL_CELL_DIFFERENTIATION 4.307480e-11 GO_ORGAN_MORPHOGENESIS 5.472913e-11 $Fibroblasts GO_SPINAL_CORD_ASSOCIATION_NEURON_DIFFERENTIATION 0.000000e+00 GO_EXTRACELLULAR_MATRIX 1.354381e-47 GO_PROTEINACEOUS_EXTRACELLULAR_MATRIX 2.045308e-43 GO_EXTRACELLULAR_STRUCTURE_ORGANIZATION 1.045389e-42 GO_EXTRACELLULAR_SPACE 3.040968e-33 GO_EXTRACELLULAR_MATRIX_COMPONENT 3.720972e-26 GO_TISSUE_DEVELOPMENT 2.702759e-25 GO_MULTICELLULAR_ORGANISMAL_MACROMOLECULE_METABOLIC_PROCESS 1.550630e-24 GO_EXTRACELLULAR_MATRIX_STRUCTURAL_CONSTITUENT 1.175556e-23 GO_MULTICELLULAR_ORGANISM_METABOLIC_PROCESS 2.667931e-23 $iPS_cells GO_CELL_CYCLE_PHASE_TRANSITION 1.345529e-08 GO_POSITIVE_REGULATION_OF_CELL_CYCLE_PROCESS 2.885644e-08 GO_POSITIVE_REGULATION_OF_CELL_CYCLE 6.126158e-08 GO_TISSUE_DEVELOPMENT 6.772561e-08 GO_MITOTIC_CELL_CYCLE 7.674180e-08 GO_REGULATION_OF_TRANSCRIPTION_INVOLVED_IN_G1_S_TRANSITION_OF_MITOTIC_CELL_CYCLE 3.477766e-07 GO_REGULATION_OF_SMOOTH_MUSCLE_CELL_APOPTOTIC_PROCESS 5.968419e-07 GO_MITOTIC_CELL_CYCLE_CHECKPOINT 7.432755e-07 GO_CELL_CYCLE_CHECKPOINT 7.496802e-07 GO_CELLULAR_COMPONENT_DISASSEMBLY 1.007080e-06 $Macrophage GO_EXTRACELLULAR_SPACE 7.819912e-26 GO_DEFENSE_RESPONSE 1.790243e-21 GO_IMMUNE_SYSTEM_PROCESS 6.806970e-21 GO_IMMUNE_RESPONSE 1.446968e-20 GO_INNATE_IMMUNE_RESPONSE 9.599965e-19 GO_MHC_CLASS_II_PROTEIN_COMPLEX 3.770283e-18 GO_LYTIC_VACUOLE 2.551883e-16 GO_ANTIGEN_PROCESSING_AND_PRESENTATION_OF_PEPTIDE_OR_POLYSACCHARIDE_ANTIGEN_VIA_MHC_CLASS_II 1.503850e-15 GO_REGULATION_OF_IMMUNE_SYSTEM_PROCESS 1.629381e-15 GO_CLATHRIN_COATED_ENDOCYTIC_VESICLE_MEMBRANE 1.820082e-15 $Neurons GO_SKELETAL_SYSTEM_DEVELOPMENT 6.217503e-11 GO_TISSUE_DEVELOPMENT 1.602979e-10 GO_EPITHELIUM_DEVELOPMENT 2.247427e-10 GO_REGULATION_OF_TRANSCRIPTION_FROM_RNA_POLYMERASE_II_PROMOTER 6.636147e-10 GO_EMBRYONIC_MORPHOGENESIS 7.638399e-10 GO_EMBRYO_DEVELOPMENT 1.795291e-09 GO_EMBRYONIC_ORGAN_DEVELOPMENT 3.784076e-09 GO_UROGENITAL_SYSTEM_DEVELOPMENT 3.853669e-09 GO_ORGAN_MORPHOGENESIS 1.981126e-08 GO_NEGATIVE_REGULATION_OF_TRANSCRIPTION_FROM_RNA_POLYMERASE_II_PROMOTER 2.127502e-08 $Neutrophils GO_RESPONSE_TO_EXTERNAL_STIMULUS 1.878918e-23 GO_DEFENSE_RESPONSE 2.204526e-20 GO_INFLAMMATORY_RESPONSE 1.437474e-18 GO_IMMUNE_SYSTEM_PROCESS 4.872304e-17 GO_RESPONSE_TO_OXYGEN_CONTAINING_COMPOUND 3.587313e-16 GO_RESPONSE_TO_BIOTIC_STIMULUS 4.644070e-16 GO_RESPONSE_TO_BACTERIUM 6.712636e-15 GO_IMMUNE_RESPONSE 4.438170e-14 GO_REGULATION_OF_CELL_DEATH 4.921127e-13 GO_CELLULAR_RESPONSE_TO_ORGANIC_SUBSTANCE 6.829532e-13 $NK_cell GO_IMMUNE_SYSTEM_PROCESS GO_CYTOKINE_ACTIVITY 2.093266e-13 4.099024e-13 GO_CCR_CHEMOKINE_RECEPTOR_BINDING GO_IMMUNE_RESPONSE 9.111341e-13 2.237633e-12 GO_MONOCYTE_CHEMOTAXIS GO_CHEMOKINE_ACTIVITY 5.080075e-12 9.091216e-12 GO_GRANULOCYTE_MIGRATION GO_CELL_ACTIVATION 2.461986e-11 5.450960e-11 GO_CHEMOKINE_RECEPTOR_BINDING GO_CHEMOKINE_MEDIATED_SIGNALING_PATHWAY 7.701185e-11 1.988946e-10 $T_cells GO_IMMUNE_SYSTEM_PROCESS 1.431152e-20 GO_LEUKOCYTE_ACTIVATION 2.011334e-18 GO_REGULATION_OF_IMMUNE_SYSTEM_PROCESS 8.724903e-18 GO_LEUKOCYTE_CELL_CELL_ADHESION 1.030312e-17 GO_LYMPHOCYTE_ACTIVATION 1.183095e-17 GO_CELL_ACTIVATION 7.189557e-17 GO_REGULATION_OF_IMMUNE_RESPONSE 7.456561e-16 GO_REGULATION_OF_CELL_CELL_ADHESION 1.094644e-15 GO_POSITIVE_REGULATION_OF_IMMUNE_SYSTEM_PROCESS 2.157058e-15 GO_POSITIVE_REGULATION_OF_CELL_CELL_ADHESION 6.219942e-14 $Tissue_stem_cells GO_CYCLIC_NUCLEOTIDE_GATED_ION_CHANNEL_ACTIVITY 0.000000e+00 GO_EXTRACELLULAR_MATRIX 9.583252e-45 GO_EXTRACELLULAR_STRUCTURE_ORGANIZATION 3.037058e-40 GO_EXTRACELLULAR_SPACE 5.173357e-40 GO_PROTEINACEOUS_EXTRACELLULAR_MATRIX 1.473031e-39 GO_TISSUE_DEVELOPMENT 7.378321e-29 GO_CIRCULATORY_SYSTEM_DEVELOPMENT 1.817139e-27 GO_VASCULATURE_DEVELOPMENT 3.763064e-25 GO_EXTRACELLULAR_MATRIX_COMPONENT 7.240200e-25 GO_ORGAN_MORPHOGENESIS 3.022260e-24