# A tibble: 13 x 7 # Groups: cluster [13] p_val avg_log2FC pct.1 pct.2 p_val_adj cluster gene 1 6.69e- 29 0.592 0.633 0.324 8.27e- 25 0 IL32 2 1.24e- 84 1.14 0.888 0.37 1.54e- 80 1 IL7R 3 1.01e-122 1.27 0.78 0.124 1.25e-118 2 CCL5 4 6.81e-193 1.57 0.556 0.007 8.43e-189 3 C1QB 5 5.06e-273 2.17 0.843 0.015 6.26e-269 4 KRT19 6 3.72e-159 2.75 0.805 0.055 4.60e-155 5 GNLY 7 8.12e-174 1.16 0.54 0.007 1.00e-169 6 CD1C 8 0. 4.70 0.989 0.006 0. 7 CPA3 9 2.81e-196 1.07 0.607 0.007 3.47e-192 8 MS4A1 10 3.36e-284 1.26 0.746 0.002 4.15e-280 9 EMCN 11 7.41e-227 1.04 0.645 0.002 9.16e-223 10 SMPD3 12 2.07e-255 2.45 0.767 0.003 2.56e-251 11 COL1A2 13 1.07e-215 2.00 0.852 0.008 1.32e-211 12 MZB1 $`0` GO_REGULATION_OF_CELL_CELL_ADHESION 1.264998e-10 GO_REGULATION_OF_CELL_ADHESION 1.061064e-09 GO_IMMUNE_SYSTEM_PROCESS 1.290449e-09 GO_POSITIVE_REGULATION_OF_CELL_CELL_ADHESION 3.216303e-09 GO_POSITIVE_REGULATION_OF_CELL_ADHESION 4.099503e-09 GO_IMMUNE_RESPONSE 7.660951e-09 GO_REGULATION_OF_T_CELL_DIFFERENTIATION 9.020659e-09 GO_REGULATION_OF_HOMOTYPIC_CELL_CELL_ADHESION 1.826906e-08 GO_REGULATION_OF_CELL_ACTIVATION 2.281735e-08 GO_LYMPH_NODE_DEVELOPMENT 2.327336e-08 $`1` GO_LYMPHOCYTE_DIFFERENTIATION GO_IMMUNE_SYSTEM_DEVELOPMENT 7.169375e-12 9.610338e-12 GO_LYMPHOCYTE_ACTIVATION GO_LEUKOCYTE_DIFFERENTIATION 1.839629e-11 2.932131e-11 GO_T_CELL_DIFFERENTIATION GO_LEUKOCYTE_CELL_CELL_ADHESION 3.570873e-11 9.749198e-11 GO_LEUKOCYTE_ACTIVATION GO_ALPHA_BETA_T_CELL_DIFFERENTIATION 1.893593e-10 4.406477e-10 GO_CELL_ACTIVATION GO_IMMUNE_SYSTEM_PROCESS 7.308573e-10 1.163878e-09 $`2` GO_LEUKOCYTE_ACTIVATION 1.928813e-08 GO_LYMPHOCYTE_ACTIVATION 6.172986e-08 GO_LEUKOCYTE_CELL_CELL_ADHESION 8.291612e-08 GO_IMMUNE_SYSTEM_PROCESS 1.168677e-07 GO_CELL_ACTIVATION 2.696907e-07 GO_REGULATION_OF_PHOSPHATIDYLINOSITOL_3_KINASE_SIGNALING 3.042726e-07 GO_PHOSPHATIDYLINOSITOL_3_KINASE_BINDING 5.491775e-07 GO_REGULATION_OF_CHRONIC_INFLAMMATORY_RESPONSE 1.152544e-06 GO_NEGATIVE_REGULATION_BY_HOST_OF_VIRAL_TRANSCRIPTION 2.460160e-06 GO_SINGLE_ORGANISM_CELL_ADHESION 3.868701e-06 $`3` GO_LYSOZYME_ACTIVITY 0.000000e+00 GO_DEFENSE_RESPONSE 9.081271e-50 GO_IMMUNE_RESPONSE 1.927660e-38 GO_IMMUNE_SYSTEM_PROCESS 9.353945e-35 GO_EXTRACELLULAR_SPACE 2.016673e-33 GO_RESPONSE_TO_CYTOKINE 1.527909e-32 GO_INFLAMMATORY_RESPONSE 8.515131e-31 GO_CELLULAR_RESPONSE_TO_CYTOKINE_STIMULUS 6.609439e-29 GO_RESPONSE_TO_EXTERNAL_STIMULUS 5.946861e-27 GO_CYTOKINE_MEDIATED_SIGNALING_PATHWAY 1.049833e-25 $`4` GO_TISSUE_DEVELOPMENT 8.691671e-17 GO_EPITHELIUM_DEVELOPMENT 1.917910e-15 GO_REGULATION_OF_CELL_PROLIFERATION 1.705584e-14 GO_INTERMEDIATE_FILAMENT 4.797428e-13 GO_KERATIN_FILAMENT 1.223304e-12 GO_EPIDERMIS_DEVELOPMENT 1.182833e-10 GO_REGULATION_OF_CELL_DEATH 2.076152e-10 GO_STRUCTURAL_CONSTITUENT_OF_CYTOSKELETON 3.410070e-10 GO_STRUCTURAL_MOLECULE_ACTIVITY 4.089276e-10 GO_EXTRACELLULAR_SPACE 4.533816e-10 $`5` GO_IMMUNE_RESPONSE GO_IMMUNE_SYSTEM_PROCESS 1.682401e-15 4.523816e-14 GO_CYTOLYSIS GO_DEFENSE_RESPONSE 3.350823e-09 6.581388e-09 GO_CELL_ACTIVATION GO_INNATE_IMMUNE_RESPONSE 1.149598e-08 4.953830e-08 GO_LEUKOCYTE_ACTIVATION GO_CCR_CHEMOKINE_RECEPTOR_BINDING 5.867008e-08 5.993952e-08 GO_IMMUNE_EFFECTOR_PROCESS GO_LYMPHOCYTE_ACTIVATION 1.216383e-07 1.217222e-07 $`6` GO_LYSOZYME_ACTIVITY 0.000000e+00 GO_IMMUNE_RESPONSE 1.155138e-22 GO_MHC_CLASS_II_PROTEIN_COMPLEX 3.848211e-21 GO_IMMUNE_SYSTEM_PROCESS 6.334828e-21 GO_DEFENSE_RESPONSE 1.041566e-20 GO_RESPONSE_TO_INTERFERON_GAMMA 4.653690e-18 GO_CLATHRIN_COATED_ENDOCYTIC_VESICLE_MEMBRANE 6.291901e-18 GO_MHC_PROTEIN_COMPLEX 2.458652e-17 GO_CLATHRIN_COATED_ENDOCYTIC_VESICLE 1.288935e-16 GO_CELLULAR_RESPONSE_TO_INTERFERON_GAMMA 1.969554e-16 $`7` GO_RESPONSE_TO_ORGANIC_CYCLIC_COMPOUND 1.684663e-14 GO_REGULATION_OF_CELL_PROLIFERATION 1.687406e-13 GO_RESPONSE_TO_OXYGEN_CONTAINING_COMPOUND 2.218019e-13 GO_RESPONSE_TO_LIPID 8.647881e-13 GO_REGULATION_OF_IMMUNE_SYSTEM_PROCESS 4.414891e-12 GO_RESPONSE_TO_EXTERNAL_STIMULUS 1.278717e-11 GO_RESPONSE_TO_ENDOGENOUS_STIMULUS 2.122170e-11 GO_POSITIVE_REGULATION_OF_IMMUNE_SYSTEM_PROCESS 4.241523e-11 GO_POSITIVE_REGULATION_OF_CELL_PROLIFERATION 1.042644e-10 GO_IMMUNE_SYSTEM_PROCESS 1.488144e-10 $`8` GO_IMMUNE_RESPONSE 2.435619e-23 GO_MHC_CLASS_II_PROTEIN_COMPLEX 2.824546e-22 GO_MHC_PROTEIN_COMPLEX 5.381241e-19 GO_LUMENAL_SIDE_OF_MEMBRANE 5.419307e-18 GO_IMMUNE_SYSTEM_PROCESS 1.705457e-16 GO_CLATHRIN_COATED_ENDOCYTIC_VESICLE_MEMBRANE 2.223776e-16 GO_MHC_CLASS_II_RECEPTOR_ACTIVITY 1.001147e-15 GO_CLATHRIN_COATED_ENDOCYTIC_VESICLE 2.102141e-15 GO_ER_TO_GOLGI_TRANSPORT_VESICLE_MEMBRANE 2.102141e-15 GO_ADAPTIVE_IMMUNE_RESPONSE 1.111365e-14 $`9` GO_EXTRACELLULAR_SPACE 9.756101e-32 GO_VASCULATURE_DEVELOPMENT 3.339572e-30 GO_BLOOD_VESSEL_MORPHOGENESIS 1.135070e-29 GO_CIRCULATORY_SYSTEM_DEVELOPMENT 1.101872e-28 GO_ANGIOGENESIS 2.943125e-26 GO_TISSUE_DEVELOPMENT 3.251144e-22 GO_EXTRACELLULAR_MATRIX 6.925216e-21 GO_ANATOMICAL_STRUCTURE_FORMATION_INVOLVED_IN_MORPHOGENESIS 2.926490e-19 GO_EPITHELIUM_DEVELOPMENT 1.434501e-17 GO_REGULATION_OF_CELLULAR_COMPONENT_MOVEMENT 1.496328e-17 $`10` GO_MHC_CLASS_II_PROTEIN_COMPLEX 1.928644e-17 GO_IMMUNE_SYSTEM_PROCESS 4.501050e-17 GO_IMMUNE_RESPONSE 1.068978e-14 GO_MHC_PROTEIN_COMPLEX 3.440140e-14 GO_ER_TO_GOLGI_TRANSPORT_VESICLE 8.888728e-14 GO_LUMENAL_SIDE_OF_MEMBRANE 3.352245e-13 GO_DEFENSE_RESPONSE 3.814849e-13 GO_PEPTIDE_ANTIGEN_BINDING 1.383997e-12 GO_MHC_CLASS_II_RECEPTOR_ACTIVITY 2.051884e-12 GO_ER_TO_GOLGI_TRANSPORT_VESICLE_MEMBRANE 4.192782e-12 $`11` GO_EXTRACELLULAR_MATRIX GO_EXTRACELLULAR_STRUCTURE_ORGANIZATION 2.307127e-51 4.033762e-42 GO_EXTRACELLULAR_SPACE GO_PROTEINACEOUS_EXTRACELLULAR_MATRIX 1.004657e-41 1.038160e-41 GO_EXTRACELLULAR_MATRIX_COMPONENT GO_BIOLOGICAL_ADHESION 2.203087e-31 3.834483e-24 GO_TISSUE_DEVELOPMENT GO_VASCULATURE_DEVELOPMENT 8.905636e-24 1.270977e-21 GO_CIRCULATORY_SYSTEM_DEVELOPMENT GO_BLOOD_VESSEL_MORPHOGENESIS 1.605198e-21 7.287007e-21 $`12` GO_IMMUNE_RESPONSE 3.563727e-08 GO_IMMUNE_SYSTEM_PROCESS 8.848572e-08 GO_REGULATION_OF_ENDOPLASMIC_RETICULUM_UNFOLDED_PROTEIN_RESPONSE 8.006438e-07 GO_ADAPTIVE_IMMUNE_RESPONSE 8.476115e-07 GO_INTRINSIC_APOPTOTIC_SIGNALING_PATHWAY_IN_RESPONSE_TO_ENDOPLASMIC_RETICULUM_STRESS 9.773177e-07 GO_IMMUNOGLOBULIN_COMPLEX 1.248241e-06 GO_RESPONSE_TO_ENDOPLASMIC_RETICULUM_STRESS 1.279358e-06 GO_B_CELL_MEDIATED_IMMUNITY 1.395832e-06 GO_POSITIVE_REGULATION_OF_ENDOPLASMIC_RETICULUM_UNFOLDED_PROTEIN_RESPONSE 1.418854e-06 GO_HUMORAL_IMMUNE_RESPONSE 1.538122e-06 # A tibble: 9 x 7 # Groups: cluster [9] p_val avg_log2FC pct.1 pct.2 p_val_adj cluster gene 1 2.35e-203 1.76 0.679 0.016 2.91e-199 B_cell CD79A 2 1.33e-128 2.03 0.897 0.14 1.64e-124 DC HLA-DQB1 3 1.76e-290 1.12 0.722 0 2.18e-286 Endothelial_cells ADGRL4 4 2.03e-265 2.21 0.857 0.018 2.51e-261 Epithelial_cells KRT19 5 2.39e-153 1.76 0.747 0.028 2.95e-149 Macrophage C1QB 6 1.37e-109 2.27 0.476 0.021 1.70e-105 Neutrophils TPSB2 7 1.81e-111 0.742 0.39 0.015 2.24e-107 NK_cell KLRD1 8 1.21e-157 1.48 0.787 0.172 1.50e-153 T_cells IL7R 9 1.80e-260 2.38 0.75 0.002 2.22e-256 Tissue_stem_cells COL1A2 $B_cell GO_MHC_CLASS_II_PROTEIN_COMPLEX 4.623945e-21 GO_IMMUNE_RESPONSE 4.999382e-18 GO_MHC_PROTEIN_COMPLEX 8.718799e-18 GO_LUMENAL_SIDE_OF_MEMBRANE 8.735200e-17 GO_CLATHRIN_COATED_ENDOCYTIC_VESICLE_MEMBRANE 3.543888e-15 GO_MHC_CLASS_II_RECEPTOR_ACTIVITY 6.667110e-15 GO_INTERFERON_GAMMA_MEDIATED_SIGNALING_PATHWAY 1.200569e-14 GO_ANTIGEN_BINDING 1.439647e-14 GO_CLATHRIN_COATED_ENDOCYTIC_VESICLE 3.319007e-14 GO_ER_TO_GOLGI_TRANSPORT_VESICLE_MEMBRANE 3.319007e-14 $DC GO_LYSOZYME_ACTIVITY 0.000000e+00 GO_IMMUNE_RESPONSE 2.880492e-32 GO_IMMUNE_SYSTEM_PROCESS 2.993963e-31 GO_DEFENSE_RESPONSE 7.316375e-29 GO_EXTRACELLULAR_SPACE 5.700455e-23 GO_RESPONSE_TO_INTERFERON_GAMMA 2.019657e-21 GO_RESPONSE_TO_CYTOKINE 9.413273e-21 GO_INNATE_IMMUNE_RESPONSE 9.679795e-21 GO_REGULATION_OF_IMMUNE_SYSTEM_PROCESS 1.518413e-20 GO_CELLULAR_RESPONSE_TO_INTERFERON_GAMMA 4.096111e-20 $Endothelial_cells GO_EXTRACELLULAR_SPACE 6.948497e-32 GO_VASCULATURE_DEVELOPMENT 2.594443e-30 GO_BLOOD_VESSEL_MORPHOGENESIS 9.053833e-30 GO_CIRCULATORY_SYSTEM_DEVELOPMENT 8.240267e-29 GO_ANGIOGENESIS 2.429733e-26 GO_TISSUE_DEVELOPMENT 2.405751e-22 GO_EXTRACELLULAR_MATRIX 5.896808e-21 GO_ANATOMICAL_STRUCTURE_FORMATION_INVOLVED_IN_MORPHOGENESIS 2.329025e-19 GO_EPITHELIUM_DEVELOPMENT 1.167328e-17 GO_REGULATION_OF_CELLULAR_COMPONENT_MOVEMENT 1.222803e-17 $Epithelial_cells GO_TISSUE_DEVELOPMENT 1.161235e-16 GO_INTERMEDIATE_FILAMENT 5.026471e-16 GO_EPITHELIUM_DEVELOPMENT 2.393120e-15 GO_REGULATION_OF_CELL_PROLIFERATION 1.041609e-13 GO_KERATIN_FILAMENT 1.290233e-12 GO_INTERMEDIATE_FILAMENT_CYTOSKELETON 2.284353e-12 GO_STRUCTURAL_MOLECULE_ACTIVITY 9.956249e-12 GO_EPIDERMIS_DEVELOPMENT 1.123032e-11 GO_STRUCTURAL_CONSTITUENT_OF_CYTOSKELETON 1.912791e-11 GO_GLAND_DEVELOPMENT 1.242399e-10 $Macrophage GO_LYSOZYME_ACTIVITY 0.000000e+00 GO_DEFENSE_RESPONSE 1.033551e-38 GO_IMMUNE_SYSTEM_PROCESS 5.764882e-31 GO_IMMUNE_RESPONSE 1.051751e-30 GO_RESPONSE_TO_CYTOKINE 1.048451e-27 GO_EXTRACELLULAR_SPACE 1.728115e-27 GO_CELLULAR_RESPONSE_TO_CYTOKINE_STIMULUS 1.344017e-24 GO_RESPONSE_TO_EXTERNAL_STIMULUS 7.340012e-24 GO_CELLULAR_RESPONSE_TO_ORGANIC_SUBSTANCE 1.902032e-23 GO_CYTOKINE_MEDIATED_SIGNALING_PATHWAY 8.922939e-23 $Neutrophils GO_LYSOZYME_ACTIVITY 0.000000e+00 GO_DEFENSE_RESPONSE 8.500058e-24 GO_RESPONSE_TO_EXTERNAL_STIMULUS 5.966773e-23 GO_IMMUNE_RESPONSE 2.687496e-22 GO_INFLAMMATORY_RESPONSE 1.370506e-20 GO_IMMUNE_SYSTEM_PROCESS 4.989119e-20 GO_RESPONSE_TO_OXYGEN_CONTAINING_COMPOUND 1.111581e-19 GO_CELLULAR_RESPONSE_TO_ORGANIC_SUBSTANCE 5.622471e-18 GO_RESPONSE_TO_CYTOKINE 1.856256e-17 GO_REGULATION_OF_IMMUNE_SYSTEM_PROCESS 4.851220e-17 $NK_cell GO_IMMUNE_RESPONSE GO_IMMUNE_SYSTEM_PROCESS 5.054300e-12 7.156992e-12 GO_CYTOLYSIS GO_DEFENSE_RESPONSE 1.164029e-09 1.628285e-09 GO_CCR_CHEMOKINE_RECEPTOR_BINDING GO_MONOCYTE_CHEMOTAXIS 2.096180e-08 4.370292e-08 GO_CYTOKINE_ACTIVITY GO_CHEMOKINE_ACTIVITY 6.036096e-08 7.106489e-08 GO_MYELOID_LEUKOCYTE_MIGRATION GO_EXTRACELLULAR_SPACE 1.435204e-07 1.849568e-07 $T_cells GO_LYMPHOCYTE_ACTIVATION 6.415724e-13 GO_LEUKOCYTE_CELL_CELL_ADHESION 1.876763e-12 GO_LYMPHOCYTE_DIFFERENTIATION 1.927976e-12 GO_T_CELL_DIFFERENTIATION 5.517861e-12 GO_LEUKOCYTE_ACTIVATION 9.286724e-12 GO_LEUKOCYTE_DIFFERENTIATION 1.189999e-11 GO_CELL_ACTIVATION 6.117608e-11 GO_IMMUNE_SYSTEM_DEVELOPMENT 1.027172e-10 GO_POSITIVE_REGULATION_OF_CELL_ACTIVATION 2.309628e-10 GO_REGULATION_OF_CELL_CELL_ADHESION 2.442943e-10 $Tissue_stem_cells GO_EXTRACELLULAR_MATRIX GO_EXTRACELLULAR_STRUCTURE_ORGANIZATION 1.291143e-46 3.961892e-40 GO_EXTRACELLULAR_SPACE GO_PROTEINACEOUS_EXTRACELLULAR_MATRIX 1.027509e-39 3.160560e-38 GO_EXTRACELLULAR_MATRIX_COMPONENT GO_TISSUE_DEVELOPMENT 1.013162e-28 1.433541e-24 GO_CIRCULATORY_SYSTEM_DEVELOPMENT GO_VASCULATURE_DEVELOPMENT 8.265445e-24 4.107953e-22 GO_BLOOD_VESSEL_MORPHOGENESIS GO_BIOLOGICAL_ADHESION 2.692077e-21 1.059929e-20