# A tibble: 14 x 7 # Groups: cluster [14] p_val avg_log2FC pct.1 pct.2 p_val_adj cluster gene 1 4.78e-128 1.14 0.579 0.049 6.33e-124 0 UCHL1 2 8.34e-228 3.47 0.926 0.079 1.10e-223 1 REG3A 3 4.42e-124 1.67 0.785 0.118 5.85e-120 2 CCND2 4 3.76e- 87 1.25 0.65 0.122 4.98e- 83 3 CTSE 5 3.76e- 86 1.78 0.979 0.537 4.97e- 82 4 CLDN4 6 1.31e-147 3.52 0.923 0.184 1.74e-143 5 TFF2 7 8.58e- 73 1.60 0.947 0.38 1.14e- 68 6 SPP1 8 1.89e- 80 1.31 0.759 0.164 2.51e- 76 7 CLDN2 9 6.05e-172 1.60 0.741 0.025 8.01e-168 8 LY6D 10 5.37e-252 1.42 0.627 0.002 7.11e-248 9 MS4A7 11 7.05e-283 3.57 0.817 0.009 9.33e-279 10 S100A8 12 3.10e-200 2.30 0.662 0.012 4.10e-196 11 CCL5 13 9.92e-112 2.29 0.309 0.002 1.31e-107 12 HBD 14 0. 2.52 0.933 0.004 0. 13 BMX $`0` GO_PROTON_TRANSPORTING_ATP_SYNTHASE_COMPLEX 0.000000e+00 GO_RNA_BINDING 7.632335e-27 GO_POLY_A_RNA_BINDING 7.134844e-25 GO_REGULATION_OF_TELOMERASE_RNA_LOCALIZATION_TO_CAJAL_BODY 3.808014e-16 GO_REGULATION_OF_ESTABLISHMENT_OF_PROTEIN_LOCALIZATION_TO_CHROMOSOME 7.107704e-15 GO_MITOTIC_CELL_CYCLE 2.659429e-14 GO_CHROMOSOME 8.973692e-14 GO_MYELIN_SHEATH 1.188578e-13 GO_RIBONUCLEOPROTEIN_COMPLEX 1.449285e-13 GO_CELL_CYCLE_PROCESS 1.709949e-13 $`1` GO_LYSOZYME_ACTIVITY GO_EXTRACELLULAR_SPACE 0.000000e+00 5.042586e-21 GO_BLOOD_MICROPARTICLE GO_RESPONSE_TO_ENDOGENOUS_STIMULUS 9.885398e-13 9.321450e-12 GO_PLATELET_ALPHA_GRANULE_LUMEN GO_FIBRINOLYSIS 1.481110e-10 3.013092e-10 GO_DEFENSE_RESPONSE GO_PROTEIN_ACTIVATION_CASCADE 3.183092e-10 4.043666e-10 GO_VESICLE_LUMEN GO_RESPONSE_TO_ORGANIC_CYCLIC_COMPOUND 5.555897e-10 1.076611e-09 $`2` GO_CYTOKINE_MEDIATED_SIGNALING_PATHWAY 6.416818e-15 GO_REGULATION_OF_IMMUNE_SYSTEM_PROCESS 7.986447e-15 GO_CELLULAR_RESPONSE_TO_CYTOKINE_STIMULUS 2.398317e-14 GO_IMMUNE_SYSTEM_PROCESS 4.094586e-14 GO_RESPONSE_TO_CYTOKINE 7.537162e-13 GO_POSITIVE_REGULATION_OF_IMMUNE_SYSTEM_PROCESS 3.776716e-12 GO_REGULATION_OF_IMMUNE_RESPONSE 5.186534e-12 GO_MHC_CLASS_II_PROTEIN_COMPLEX 6.842831e-12 GO_T_CELL_RECEPTOR_SIGNALING_PATHWAY 1.267497e-11 GO_ANTIGEN_RECEPTOR_MEDIATED_SIGNALING_PATHWAY 2.879299e-11 $`3` GO_HEMIDESMOSOME_ASSEMBLY 1.424714e-10 GO_EXTRACELLULAR_SPACE 5.337501e-10 GO_EPIDERMIS_DEVELOPMENT 4.137991e-08 GO_CELLULAR_RESPONSE_TO_HEAT 5.268411e-08 GO_STRUCTURAL_MOLECULE_ACTIVITY 5.712412e-08 GO_NEGATIVE_REGULATION_OF_PROTEOLYSIS 1.110548e-07 GO_REGULATION_OF_PEPTIDASE_ACTIVITY 1.772247e-07 GO_TISSUE_REGENERATION 1.813151e-07 GO_NEGATIVE_REGULATION_OF_PEPTIDASE_ACTIVITY 2.256742e-07 GO_KERATINIZATION 2.381293e-07 $`4` GO_EXTRACELLULAR_SPACE 3.245127e-21 GO_TISSUE_DEVELOPMENT 7.675562e-18 GO_CYTOKINE_ACTIVITY 4.483895e-15 GO_REGULATION_OF_CELL_DEATH 7.175825e-15 GO_RESPONSE_TO_OXYGEN_CONTAINING_COMPOUND 1.235427e-14 GO_RESPONSE_TO_EXTERNAL_STIMULUS 1.779817e-13 GO_EPITHELIUM_DEVELOPMENT 3.106972e-13 GO_RESPONSE_TO_ABIOTIC_STIMULUS 1.834927e-12 GO_RESPONSE_TO_LIPID 1.888200e-12 GO_CELLULAR_RESPONSE_TO_ORGANIC_SUBSTANCE 2.193446e-12 $`5` GO_LYSOZYME_ACTIVITY 0.000000e+00 GO_EXTRACELLULAR_SPACE 9.891807e-16 GO_DIGESTION 6.336763e-14 GO_EXTRACELLULAR_MATRIX 1.605405e-10 GO_MAINTENANCE_OF_GASTROINTESTINAL_EPITHELIUM 3.051069e-09 GO_TISSUE_HOMEOSTASIS 5.932786e-09 GO_EPITHELIUM_DEVELOPMENT 1.150502e-08 GO_TISSUE_DEVELOPMENT 1.191260e-08 GO_PHOSPHOLIPASE_INHIBITOR_ACTIVITY 1.834475e-08 GO_MULTICELLULAR_ORGANISMAL_HOMEOSTASIS 2.055188e-08 $`6` GO_EXTRACELLULAR_SPACE GO_BLOOD_MICROPARTICLE 4.170332e-17 6.474270e-12 GO_PLATELET_ALPHA_GRANULE_LUMEN GO_DEFENSE_RESPONSE 4.317434e-11 6.728116e-11 GO_RESPONSE_TO_WOUNDING GO_FIBRINOLYSIS 8.490679e-11 1.195593e-10 GO_VESICLE_LUMEN GO_SECRETORY_GRANULE_LUMEN 1.402658e-10 4.696291e-10 GO_PLATELET_ALPHA_GRANULE GO_WOUND_HEALING 6.394291e-10 6.576979e-10 $`7` GO_LYSOZYME_ACTIVITY 0.000000e+00 GO_EXTRACELLULAR_SPACE 1.235204e-14 GO_RESPONSE_TO_ENDOGENOUS_STIMULUS 1.780549e-08 GO_ENZYME_INHIBITOR_ACTIVITY 5.450853e-08 GO_DIGESTIVE_SYSTEM_PROCESS 1.002217e-07 GO_BLOOD_MICROPARTICLE 1.055772e-07 GO_DIGESTION 1.404532e-07 GO_SERINE_TYPE_ENDOPEPTIDASE_INHIBITOR_ACTIVITY 3.222176e-07 GO_RESPONSE_TO_HORMONE 3.258448e-07 GO_TISSUE_DEVELOPMENT 3.368811e-07 $`8` GO_EXTRACELLULAR_SPACE GO_TISSUE_DEVELOPMENT 2.139050e-18 1.498749e-17 GO_RESPONSE_TO_EXTERNAL_STIMULUS GO_RESPONSE_TO_TYPE_I_INTERFERON 3.918238e-16 1.240516e-14 GO_EXTRACELLULAR_STRUCTURE_ORGANIZATION GO_EPITHELIUM_DEVELOPMENT 4.870321e-14 4.342210e-13 GO_EPIDERMIS_DEVELOPMENT GO_DEFENSE_RESPONSE_TO_VIRUS 1.769831e-12 2.988446e-11 GO_EXTRACELLULAR_MATRIX GO_HEMIDESMOSOME_ASSEMBLY 4.291759e-11 7.788437e-11 $`9` GO_IMMUNE_SYSTEM_PROCESS 1.479002e-50 GO_IMMUNE_RESPONSE 1.264249e-47 GO_REGULATION_OF_IMMUNE_SYSTEM_PROCESS 2.897391e-46 GO_POSITIVE_REGULATION_OF_IMMUNE_SYSTEM_PROCESS 9.888972e-41 GO_REGULATION_OF_IMMUNE_RESPONSE 3.231888e-35 GO_DEFENSE_RESPONSE 5.013570e-35 GO_RESPONSE_TO_EXTERNAL_STIMULUS 6.019890e-28 GO_LOCOMOTION 8.053166e-28 GO_REGULATION_OF_CELL_ACTIVATION 1.780928e-27 GO_POSITIVE_REGULATION_OF_RESPONSE_TO_STIMULUS 6.941122e-27 $`10` GO_IMMUNE_SYSTEM_PROCESS 8.959700e-35 GO_IMMUNE_RESPONSE 2.161030e-30 GO_DEFENSE_RESPONSE 9.869104e-26 GO_RESPONSE_TO_EXTERNAL_STIMULUS 1.457830e-22 GO_REGULATION_OF_IMMUNE_SYSTEM_PROCESS 2.162257e-22 GO_REGULATION_OF_IMMUNE_RESPONSE 1.095292e-19 GO_POSITIVE_REGULATION_OF_IMMUNE_SYSTEM_PROCESS 1.321710e-19 GO_RESPONSE_TO_BACTERIUM 4.856485e-19 GO_INFLAMMATORY_RESPONSE 8.166619e-19 GO_RESPONSE_TO_BIOTIC_STIMULUS 1.322895e-18 $`11` GO_IMMUNE_SYSTEM_PROCESS 8.371554e-38 GO_REGULATION_OF_IMMUNE_SYSTEM_PROCESS 5.729663e-34 GO_CELL_ACTIVATION 2.146547e-31 GO_REGULATION_OF_IMMUNE_RESPONSE 2.802206e-31 GO_LEUKOCYTE_ACTIVATION 6.958563e-31 GO_LEUKOCYTE_CELL_CELL_ADHESION 1.024310e-27 GO_LYMPHOCYTE_ACTIVATION 2.341967e-27 GO_IMMUNE_RESPONSE 5.445052e-26 GO_POSITIVE_REGULATION_OF_IMMUNE_SYSTEM_PROCESS 1.092655e-23 GO_SINGLE_ORGANISM_CELL_ADHESION 3.464339e-22 $`12` GO_EXTRACELLULAR_SPACE GO_EXTRACELLULAR_STRUCTURE_ORGANIZATION 7.506219e-22 5.285466e-19 GO_SERINE_HYDROLASE_ACTIVITY GO_GAS_TRANSPORT 1.898673e-14 5.531124e-14 GO_DIGESTION GO_EXTRACELLULAR_MATRIX 4.484056e-13 6.217118e-13 GO_EXTRACELLULAR_MATRIX_DISASSEMBLY GO_OXYGEN_TRANSPORT 8.424555e-13 8.825738e-13 GO_ANGIOGENESIS GO_BLOOD_VESSEL_MORPHOGENESIS 2.660117e-12 3.628001e-12 $`13` GO_NEGATIVE_REGULATION_OF_CELL_DEATH 2.429382e-08 GO_REGULATION_OF_CELL_PROLIFERATION 6.384090e-08 GO_RESPONSE_TO_OXYGEN_CONTAINING_COMPOUND 1.519215e-07 GO_REGULATION_OF_CELL_DEATH 5.437507e-07 GO_LEUKOCYTE_DIFFERENTIATION 6.281398e-07 GO_EXTRINSIC_COMPONENT_OF_CYTOPLASMIC_SIDE_OF_PLASMA_MEMBRANE 7.971584e-07 GO_EXTRINSIC_COMPONENT_OF_PLASMA_MEMBRANE 8.603447e-07 GO_RESPONSE_TO_ENDOGENOUS_STIMULUS 1.346016e-06 GO_ETHANOL_METABOLIC_PROCESS 1.839039e-06 GO_RESPONSE_TO_NITROGEN_COMPOUND 2.017464e-06 # A tibble: 9 x 7 # Groups: cluster [9] p_val avg_log2FC pct.1 pct.2 p_val_adj cluster gene 1 3.08e-202 1.68 0.746 0.064 4.08e-198 B_cell CCND2 2 1.62e- 52 0.657 0.339 0.016 2.14e- 48 DC CD86 3 0. 3.40 0.941 0.003 0. Endothelial_cells SPARC 4 1.89e-216 1.98 0.942 0.499 2.50e-212 Epithelial_cells KRT19 5 1.99e- 65 3.66 0.697 0.131 2.63e- 61 Hepatocytes REG3A 6 1.25e-247 3.87 0.812 0.009 1.65e-243 Macrophage APOE 7 2.43e-215 3.17 0.616 0.008 3.21e-211 Neutrophils S100A8 8 1.12e-139 0.648 0.341 0.001 1.49e-135 NK_cell KIR2DL4 9 5.00e-174 1.02 0.481 0.003 6.62e-170 T_cells CD3D $B_cell GO_PROTON_TRANSPORTING_ATP_SYNTHASE_COMPLEX 0.000000e+00 GO_RNA_BINDING 8.643420e-23 GO_POLY_A_RNA_BINDING 1.547263e-20 GO_REGULATION_OF_ESTABLISHMENT_OF_PROTEIN_LOCALIZATION_TO_CHROMOSOME 6.027720e-15 GO_REGULATION_OF_TELOMERASE_RNA_LOCALIZATION_TO_CAJAL_BODY 3.370523e-14 GO_MYELIN_SHEATH 8.201569e-14 GO_REGULATION_OF_PROTEIN_LOCALIZATION_TO_CHROMOSOME_TELOMERIC_REGION 1.122050e-12 GO_IMMUNE_SYSTEM_PROCESS 7.860314e-12 GO_CELLULAR_RESPONSE_TO_CYTOKINE_STIMULUS 1.004796e-11 GO_POSITIVE_REGULATION_OF_TELOMERE_MAINTENANCE_VIA_TELOMERE_LENGTHENING 1.439333e-11 $DC GO_IMMUNE_RESPONSE 1.794764e-32 GO_IMMUNE_SYSTEM_PROCESS 5.423853e-32 GO_MHC_CLASS_II_PROTEIN_COMPLEX 1.367786e-27 GO_REGULATION_OF_IMMUNE_SYSTEM_PROCESS 5.793380e-26 GO_REGULATION_OF_CELL_ACTIVATION 4.337335e-25 GO_DEFENSE_RESPONSE 6.412715e-25 GO_POSITIVE_REGULATION_OF_IMMUNE_SYSTEM_PROCESS 4.131483e-24 GO_POSITIVE_REGULATION_OF_CELL_ACTIVATION 1.429841e-21 GO_MHC_PROTEIN_COMPLEX 2.408190e-21 GO_REGULATION_OF_IMMUNE_RESPONSE 2.893751e-21 $Endothelial_cells GO_EXTRACELLULAR_MATRIX 1.967896e-45 GO_PROTEINACEOUS_EXTRACELLULAR_MATRIX 1.881389e-41 GO_EXTRACELLULAR_STRUCTURE_ORGANIZATION 3.330433e-38 GO_EXTRACELLULAR_SPACE 2.860791e-29 GO_EXTRACELLULAR_MATRIX_COMPONENT 2.527090e-27 GO_VASCULATURE_DEVELOPMENT 1.364037e-26 GO_CIRCULATORY_SYSTEM_DEVELOPMENT 1.524782e-25 GO_BLOOD_VESSEL_MORPHOGENESIS 2.182040e-23 GO_REGULATION_OF_CELLULAR_COMPONENT_MOVEMENT 7.249967e-23 GO_ANGIOGENESIS 2.316982e-21 $Epithelial_cells GO_LYSOZYME_ACTIVITY 0.000000e+00 GO_EXTRACELLULAR_SPACE 4.000011e-24 GO_TISSUE_DEVELOPMENT 9.659661e-16 GO_EPITHELIUM_DEVELOPMENT 4.743289e-13 GO_DEFENSE_RESPONSE 7.105561e-13 GO_RESPONSE_TO_OXYGEN_CONTAINING_COMPOUND 6.540826e-11 GO_GROWTH_FACTOR_ACTIVITY 2.385142e-10 GO_RESPONSE_TO_EXTERNAL_STIMULUS 6.074946e-10 GO_EPITHELIAL_CELL_DIFFERENTIATION 1.193524e-09 GO_ENDOCRINE_SYSTEM_DEVELOPMENT 2.050791e-09 $Hepatocytes GO_LYSOZYME_ACTIVITY GO_EXTRACELLULAR_SPACE 0.000000e+00 6.785625e-18 GO_BLOOD_MICROPARTICLE GO_PROTEIN_ACTIVATION_CASCADE 9.358582e-14 7.487516e-11 GO_FIBRINOLYSIS GO_REGULATION_OF_RESPONSE_TO_WOUNDING 8.481957e-11 6.921050e-10 GO_DEFENSE_RESPONSE GO_SECRETORY_GRANULE 9.467096e-10 1.095877e-09 GO_PLATELET_ALPHA_GRANULE_LUMEN GO_REGULATION_OF_WOUND_HEALING 1.382593e-09 2.261445e-09 $Macrophage GO_REGULATION_OF_IMMUNE_SYSTEM_PROCESS 4.364601e-38 GO_IMMUNE_SYSTEM_PROCESS 4.268632e-37 GO_IMMUNE_RESPONSE 1.165061e-36 GO_POSITIVE_REGULATION_OF_IMMUNE_SYSTEM_PROCESS 7.096555e-31 GO_REGULATION_OF_IMMUNE_RESPONSE 7.380613e-29 GO_DEFENSE_RESPONSE 7.526210e-25 GO_MHC_CLASS_II_PROTEIN_COMPLEX 2.401170e-23 GO_POSITIVE_REGULATION_OF_IMMUNE_RESPONSE 5.630513e-22 GO_LYTIC_VACUOLE 7.182972e-22 GO_POSITIVE_REGULATION_OF_RESPONSE_TO_STIMULUS 1.508928e-21 $Neutrophils GO_IMMUNE_SYSTEM_PROCESS 3.572860e-29 GO_IMMUNE_RESPONSE 2.983875e-22 GO_RESPONSE_TO_EXTERNAL_STIMULUS 5.725679e-22 GO_REGULATION_OF_IMMUNE_SYSTEM_PROCESS 1.971478e-21 GO_DEFENSE_RESPONSE 3.685586e-21 GO_LOCOMOTION 1.544034e-19 GO_LEUKOCYTE_MIGRATION 3.120077e-19 GO_INFLAMMATORY_RESPONSE 1.055778e-18 GO_POSITIVE_REGULATION_OF_IMMUNE_SYSTEM_PROCESS 2.687484e-18 GO_RESPONSE_TO_BACTERIUM 4.263318e-18 $NK_cell GO_IMMUNE_SYSTEM_PROCESS GO_CELL_ACTIVATION 2.326860e-28 8.015259e-25 GO_LEUKOCYTE_ACTIVATION GO_REGULATION_OF_IMMUNE_SYSTEM_PROCESS 3.315843e-23 6.434910e-22 GO_IMMUNE_RESPONSE GO_LYMPHOCYTE_ACTIVATION 9.205691e-21 2.115970e-18 GO_REGULATION_OF_IMMUNE_RESPONSE GO_LEUKOCYTE_CELL_CELL_ADHESION 3.507562e-18 8.634406e-18 GO_IMMUNE_EFFECTOR_PROCESS GO_LEUKOCYTE_MIGRATION 4.725672e-17 1.397065e-15 $T_cells GO_IMMUNE_SYSTEM_PROCESS 4.699333e-30 GO_LEUKOCYTE_ACTIVATION 5.404191e-27 GO_LYMPHOCYTE_ACTIVATION 6.452153e-27 GO_CELL_ACTIVATION 7.206046e-27 GO_REGULATION_OF_IMMUNE_SYSTEM_PROCESS 1.620450e-26 GO_LEUKOCYTE_CELL_CELL_ADHESION 7.069013e-24 GO_POSITIVE_REGULATION_OF_IMMUNE_SYSTEM_PROCESS 5.768558e-22 GO_CELL_CELL_ADHESION 1.828387e-21 GO_SINGLE_ORGANISM_CELL_ADHESION 3.935509e-21 GO_REGULATION_OF_CELL_ACTIVATION 4.766966e-21