# A tibble: 9 x 7 # Groups: cluster [9] p_val avg_log2FC pct.1 pct.2 p_val_adj cluster gene 1 7.32e- 97 1.98 0.735 0.056 8.81e- 93 0 MMP7 2 2.63e- 80 1.73 0.888 0.146 3.17e- 76 1 BCL2A1 3 9.28e-160 2.13 0.909 0.018 1.12e-155 2 TPPP3 4 9.30e- 97 1.66 0.765 0.057 1.12e- 92 3 HLA-DPA1 5 1.19e- 79 1.53 0.558 0.024 1.43e- 75 4 FBLN1 6 1.46e- 97 1.77 0.696 0.031 1.76e- 93 5 CXCR2 7 1.79e-107 1.35 0.724 0.015 2.15e-103 6 CD52 8 1.19e- 43 2.30 1 0.114 1.43e- 39 7 DNAAF1 9 2.69e-124 2.31 0.625 0 3.23e-120 8 CD207 $`0` GO_EXTRACELLULAR_SPACE 1.876240e-15 GO_BIOLOGICAL_ADHESION 6.490147e-11 GO_RESPONSE_TO_EXTERNAL_STIMULUS 6.692656e-11 GO_TISSUE_DEVELOPMENT 3.288978e-10 GO_EPITHELIUM_DEVELOPMENT 6.618160e-10 GO_RESPONSE_TO_ABIOTIC_STIMULUS 6.975485e-10 GO_REGULATION_OF_CELLULAR_COMPONENT_MOVEMENT 1.397836e-09 GO_RESPONSE_TO_WOUNDING 2.775133e-09 GO_RESPONSE_TO_OXYGEN_CONTAINING_COMPOUND 3.723141e-09 GO_TRANSCRIPTIONAL_ACTIVATOR_ACTIVITY_RNA_POLYMERASE_II_CORE_PROMOTER_PROXIMAL_REGION_SEQUENCE_SPECIFIC_BINDING 4.478325e-09 $`1` GO_PROTON_TRANSPORTING_ATP_SYNTHASE_COMPLEX 0.000000e+00 GO_IMMUNE_SYSTEM_PROCESS 1.072476e-27 GO_INFLAMMATORY_RESPONSE 3.576250e-27 GO_DEFENSE_RESPONSE 7.405827e-27 GO_RESPONSE_TO_EXTERNAL_STIMULUS 6.991499e-23 GO_IMMUNE_RESPONSE 1.802914e-22 GO_RESPONSE_TO_BIOTIC_STIMULUS 2.528793e-19 GO_POSITIVE_REGULATION_OF_IMMUNE_SYSTEM_PROCESS 5.345906e-18 GO_CELL_DEATH 1.347139e-17 GO_RESPONSE_TO_BACTERIUM 1.527562e-17 $`2` GO_CILIUM 1.467761e-12 GO_MICROTUBULE_BUNDLE_FORMATION 1.498855e-12 GO_AXONEME_ASSEMBLY 1.122044e-11 GO_MICROTUBULE_BASED_PROCESS 4.696767e-10 GO_DYNEIN_COMPLEX 2.198202e-09 GO_INNER_DYNEIN_ARM_ASSEMBLY 4.762544e-09 GO_AXONEMAL_DYNEIN_COMPLEX_ASSEMBLY 6.098894e-09 GO_OUTER_DYNEIN_ARM_ASSEMBLY 1.063110e-08 GO_MICROTUBULE_MOTOR_ACTIVITY 1.376126e-07 GO_CELLULAR_COMPONENT_ASSEMBLY_INVOLVED_IN_MORPHOGENESIS 1.612347e-07 $`3` GO_LYSOZYME_ACTIVITY 0.000000e+00 GO_DEFENSE_RESPONSE 1.678596e-23 GO_IMMUNE_SYSTEM_PROCESS 7.669657e-22 GO_EXTRACELLULAR_SPACE 2.438474e-21 GO_REGULATION_OF_IMMUNE_SYSTEM_PROCESS 1.202311e-20 GO_POSITIVE_REGULATION_OF_IMMUNE_SYSTEM_PROCESS 1.326841e-19 GO_IMMUNE_RESPONSE 9.696331e-19 GO_REGULATION_OF_IMMUNE_RESPONSE 2.683172e-18 GO_INNATE_IMMUNE_RESPONSE 1.108112e-16 GO_RECEPTOR_ACTIVITY 1.978816e-16 $`4` GO_GABA_RECEPTOR_ACTIVITY 0.000000e+00 GO_EXTRACELLULAR_MATRIX 9.424952e-09 GO_PROTEINACEOUS_EXTRACELLULAR_MATRIX 1.444758e-08 GO_REGULATION_OF_CELL_DIFFERENTIATION 2.640509e-08 GO_TISSUE_DEVELOPMENT 1.039854e-07 GO_BLOOD_VESSEL_MORPHOGENESIS 1.195792e-07 GO_HEPARIN_BINDING 1.216441e-07 GO_EXTRACELLULAR_MATRIX_COMPONENT 1.343498e-07 GO_CELL_ADHESION_MOLECULE_BINDING 1.902544e-07 GO_REGULATION_OF_INSULIN_LIKE_GROWTH_FACTOR_RECEPTOR_SIGNALING_PATHWAY 1.911804e-07 $`5` GO_PROTON_TRANSPORTING_ATP_SYNTHASE_COMPLEX 0.000000e+00 GO_RESPONSE_TO_EXTERNAL_STIMULUS 8.857600e-26 GO_DEFENSE_RESPONSE 1.580186e-22 GO_IMMUNE_SYSTEM_PROCESS 1.149697e-21 GO_INFLAMMATORY_RESPONSE 1.026146e-20 GO_IMMUNE_RESPONSE 3.662298e-19 GO_RESPONSE_TO_BIOTIC_STIMULUS 2.052069e-18 GO_RESPONSE_TO_CYTOKINE 7.380564e-16 GO_LOCOMOTION 3.308847e-14 GO_REGULATION_OF_IMMUNE_SYSTEM_PROCESS 3.527520e-13 $`6` GO_IMMUNE_SYSTEM_PROCESS 8.388757e-34 GO_REGULATION_OF_IMMUNE_SYSTEM_PROCESS 1.129218e-28 GO_LEUKOCYTE_ACTIVATION 3.906138e-28 GO_CELL_ACTIVATION 8.533976e-26 GO_POSITIVE_REGULATION_OF_IMMUNE_SYSTEM_PROCESS 1.350676e-25 GO_REGULATION_OF_IMMUNE_RESPONSE 3.796218e-25 GO_LYMPHOCYTE_ACTIVATION 4.007433e-25 GO_IMMUNE_RESPONSE 1.475708e-23 GO_REGULATION_OF_CELL_CELL_ADHESION 5.376910e-23 GO_REGULATION_OF_CELL_ADHESION 1.282666e-22 $`7` GO_CILIUM 6.850065e-14 GO_AXONEME_ASSEMBLY 1.187262e-12 GO_CILIUM_ORGANIZATION 1.598298e-12 GO_CILIUM_MORPHOGENESIS 1.109013e-11 GO_CELLULAR_COMPONENT_ASSEMBLY_INVOLVED_IN_MORPHOGENESIS 1.941651e-11 GO_CILIARY_PART 2.593660e-11 GO_CELL_PROJECTION_ASSEMBLY 7.767448e-11 GO_MICROTUBULE_BUNDLE_FORMATION 2.279192e-10 GO_ORGANELLE_ASSEMBLY 8.497916e-09 GO_MICROTUBULE_BASED_PROCESS 9.932529e-09 $`8` GO_LYSOZYME_ACTIVITY 0.000000e+00 GO_MHC_CLASS_II_PROTEIN_COMPLEX 2.611179e-18 GO_IMMUNE_SYSTEM_PROCESS 1.092747e-16 GO_MHC_CLASS_II_RECEPTOR_ACTIVITY 9.056163e-16 GO_CLATHRIN_COATED_ENDOCYTIC_VESICLE_MEMBRANE 1.807198e-15 GO_MHC_PROTEIN_COMPLEX 5.461188e-15 GO_CLATHRIN_COATED_ENDOCYTIC_VESICLE 2.423637e-14 GO_DEFENSE_RESPONSE 6.483812e-14 GO_LUMENAL_SIDE_OF_MEMBRANE 1.592111e-13 GO_IMMUNE_RESPONSE 3.199704e-13 # A tibble: 6 x 7 # Groups: cluster [6] p_val avg_log2FC pct.1 pct.2 p_val_adj cluster gene 1 2.48e- 87 1.96 0.912 0.087 2.98e- 83 DC HLA-DPA1 2 1.22e-117 1.97 0.799 0.022 1.47e-113 Epithelial_cells WFDC2 3 1.81e- 65 1.98 0.562 0.026 2.18e- 61 Macrophage APOE 4 8.31e-142 2.09 0.846 0.031 1.00e-137 Neutrophils BCL2A1 5 4.84e- 56 0.415 0.278 0 5.82e- 52 NK_cell NCAM1 6 2.57e- 80 0.926 0.452 0.002 3.09e- 76 T_cells CD3E $DC GO_LYSOZYME_ACTIVITY 0.000000e+00 GO_IMMUNE_SYSTEM_PROCESS 9.039785e-21 GO_MHC_CLASS_II_PROTEIN_COMPLEX 1.704501e-18 GO_IMMUNE_RESPONSE 5.198620e-18 GO_REGULATION_OF_IMMUNE_SYSTEM_PROCESS 6.748668e-18 GO_CLATHRIN_COATED_ENDOCYTIC_VESICLE_MEMBRANE 1.954375e-17 GO_DEFENSE_RESPONSE 5.377095e-17 GO_POSITIVE_REGULATION_OF_IMMUNE_SYSTEM_PROCESS 8.853720e-17 GO_REGULATION_OF_IMMUNE_RESPONSE 3.143901e-16 GO_CLATHRIN_COATED_ENDOCYTIC_VESICLE 3.438837e-16 $Epithelial_cells GO_GABA_RECEPTOR_ACTIVITY GO_EXTRACELLULAR_SPACE 0.000000e+00 7.158979e-12 GO_EPITHELIUM_DEVELOPMENT GO_TISSUE_DEVELOPMENT 2.233191e-11 1.223850e-10 GO_BIOLOGICAL_ADHESION GO_ENDOCRINE_SYSTEM_DEVELOPMENT 3.103287e-10 3.067496e-09 GO_EPITHELIAL_CELL_DIFFERENTIATION GO_ORGAN_MORPHOGENESIS 3.531583e-09 3.872850e-09 GO_INSULIN_LIKE_GROWTH_FACTOR_BINDING GO_RESPONSE_TO_WOUNDING 7.055056e-09 8.487676e-09 $Macrophage GO_LYSOZYME_ACTIVITY 0.000000e+00 GO_EXTRACELLULAR_SPACE 4.170719e-22 GO_DEFENSE_RESPONSE 7.928607e-21 GO_IMMUNE_SYSTEM_PROCESS 1.906661e-18 GO_IMMUNE_RESPONSE 5.708723e-17 GO_REGULATION_OF_IMMUNE_SYSTEM_PROCESS 7.388730e-17 GO_REGULATION_OF_IMMUNE_RESPONSE 1.320922e-15 GO_POSITIVE_REGULATION_OF_IMMUNE_SYSTEM_PROCESS 2.969977e-15 GO_ACTIVATION_OF_IMMUNE_RESPONSE 1.204155e-14 GO_INNATE_IMMUNE_RESPONSE 1.862817e-14 $Neutrophils GO_PROTON_TRANSPORTING_ATP_SYNTHASE_COMPLEX 0.000000e+00 GO_IMMUNE_SYSTEM_PROCESS 1.306063e-31 GO_DEFENSE_RESPONSE 1.398542e-30 GO_INFLAMMATORY_RESPONSE 2.289487e-29 GO_RESPONSE_TO_EXTERNAL_STIMULUS 8.105290e-27 GO_IMMUNE_RESPONSE 7.824298e-26 GO_RESPONSE_TO_BIOTIC_STIMULUS 9.292166e-24 GO_RESPONSE_TO_BACTERIUM 1.348991e-21 GO_RESPONSE_TO_MOLECULE_OF_BACTERIAL_ORIGIN 2.904558e-19 GO_RESPONSE_TO_CYTOKINE 3.953805e-19 $NK_cell GO_IMMUNE_SYSTEM_PROCESS 1.298106e-28 GO_LEUKOCYTE_ACTIVATION 3.929348e-26 GO_CELL_ACTIVATION 2.642275e-24 GO_REGULATION_OF_IMMUNE_SYSTEM_PROCESS 6.146608e-24 GO_IMMUNE_RESPONSE 3.331257e-23 GO_LYMPHOCYTE_ACTIVATION 1.544375e-21 GO_REGULATION_OF_IMMUNE_RESPONSE 8.828813e-20 GO_POSITIVE_REGULATION_OF_IMMUNE_SYSTEM_PROCESS 2.206337e-19 GO_LOCOMOTION 1.257379e-15 GO_LEUKOCYTE_MIGRATION 1.615819e-15 $T_cells GO_IMMUNE_SYSTEM_PROCESS 1.412950e-31 GO_REGULATION_OF_IMMUNE_SYSTEM_PROCESS 4.717678e-29 GO_REGULATION_OF_IMMUNE_RESPONSE 2.159050e-26 GO_LEUKOCYTE_ACTIVATION 6.364793e-25 GO_POSITIVE_REGULATION_OF_IMMUNE_SYSTEM_PROCESS 5.532649e-24 GO_REGULATION_OF_CELL_ADHESION 7.665831e-24 GO_IMMUNE_RESPONSE 7.763962e-24 GO_REGULATION_OF_CELL_CELL_ADHESION 3.482797e-23 GO_LYMPHOCYTE_ACTIVATION 5.301552e-23 GO_CELL_ACTIVATION 6.743005e-23