# A tibble: 11 x 7 # Groups: cluster [11] p_val avg_log2FC pct.1 pct.2 p_val_adj cluster gene 1 8.25e- 62 1.05 0.997 0.912 1.00e- 57 0 TACSTD2 2 3.08e-116 3.20 0.705 0.124 3.74e-112 1 SCGB1D2 3 9.87e- 56 1.14 1 0.92 1.20e- 51 2 GATA3 4 5.97e- 62 2.85 0.38 0.033 7.26e- 58 3 MUC19 5 1.63e- 24 0.845 1 0.985 1.98e- 20 4 MGP 6 3.94e- 62 2.36 0.844 0.181 4.80e- 58 5 IFIT3 7 1.07e-178 2.34 0.934 0.027 1.30e-174 6 TOP2A 8 8.35e-200 3.39 0.913 0.014 1.02e-195 7 COL6A1 9 3.05e-215 3.13 0.825 0.005 3.71e-211 8 VWF 10 9.71e-134 1.03 0.45 0.001 1.18e-129 9 IL2RB 11 2.26e-195 2.49 0.931 0.01 2.75e-191 10 TYROBP $`0` GO_TRANSCRIPTION_FACTOR_ACTIVITY_RNA_POLYMERASE_II_CORE_PROMOTER_PROXIMAL_REGION_SEQUENCE_SPECIFIC_BINDING 2.630932e-11 GO_TISSUE_DEVELOPMENT 2.393061e-10 GO_NEGATIVE_REGULATION_OF_CELL_DEATH 4.915046e-10 GO_TRANSCRIPTIONAL_ACTIVATOR_ACTIVITY_RNA_POLYMERASE_II_TRANSCRIPTION_REGULATORY_REGION_SEQUENCE_SPECIFIC_BINDING 6.366987e-09 GO_RNA_POLYMERASE_II_TRANSCRIPTION_FACTOR_ACTIVITY_SEQUENCE_SPECIFIC_DNA_BINDING 6.431815e-09 GO_ER_NUCLEUS_SIGNALING_PATHWAY 1.459729e-08 GO_TRANSCRIPTIONAL_ACTIVATOR_ACTIVITY_RNA_POLYMERASE_II_CORE_PROMOTER_PROXIMAL_REGION_SEQUENCE_SPECIFIC_BINDING 1.618146e-08 GO_PERK_MEDIATED_UNFOLDED_PROTEIN_RESPONSE 1.907159e-08 GO_POSITIVE_REGULATION_OF_TRANSCRIPTION_FROM_RNA_POLYMERASE_II_PROMOTER_IN_RESPONSE_TO_ENDOPLASMIC_RETICULUM_STRESS 3.469416e-08 GO_REGULATION_OF_CELL_DEATH 4.031544e-08 $`1` GO_RESPONSE_TO_METAL_ION 3.789174e-11 GO_RESPONSE_TO_INORGANIC_SUBSTANCE 6.325556e-09 GO_NEPHRON_DEVELOPMENT 2.474782e-07 GO_RESPONSE_TO_MUSCLE_STRETCH 3.807291e-07 GO_CELLULAR_RESPONSE_TO_CADMIUM_ION 3.807291e-07 GO_METANEPHROS_DEVELOPMENT 4.307825e-07 GO_NEPHRON_EPITHELIUM_DEVELOPMENT 1.194960e-06 GO_RESPONSE_TO_TRANSITION_METAL_NANOPARTICLE 1.308343e-06 GO_GLOMERULUS_DEVELOPMENT 1.406784e-06 GO_RESPONSE_TO_EXTERNAL_STIMULUS 1.420520e-06 $`2` GO_TISSUE_DEVELOPMENT 1.019899e-08 GO_WW_DOMAIN_BINDING 2.742363e-08 GO_RESPONSE_TO_ORGANIC_CYCLIC_COMPOUND 3.346116e-08 GO_CELL_MATURATION 6.663730e-08 GO_REGULATION_OF_CELL_CYCLE 1.227792e-07 GO_GLAND_DEVELOPMENT 2.154150e-07 GO_TRANSCRIPTIONAL_ACTIVATOR_ACTIVITY_RNA_POLYMERASE_II_CORE_PROMOTER_PROXIMAL_REGION_SEQUENCE_SPECIFIC_BINDING 2.309125e-07 GO_RESPONSE_TO_HORMONE 2.634715e-07 GO_RESPONSE_TO_CAMP 3.208362e-07 GO_RESPONSE_TO_RADIATION 3.579444e-07 $`3` GO_RESPONSE_TO_TYPE_I_INTERFERON 1.694102e-21 GO_DEFENSE_RESPONSE_TO_VIRUS 1.360781e-11 GO_CYTOKINE_MEDIATED_SIGNALING_PATHWAY 2.774782e-10 GO_INNATE_IMMUNE_RESPONSE 3.110422e-10 GO_CELLULAR_RESPONSE_TO_CYTOKINE_STIMULUS 7.578633e-10 GO_INTERFERON_GAMMA_MEDIATED_SIGNALING_PATHWAY 8.405410e-10 GO_DEFENSE_RESPONSE_TO_OTHER_ORGANISM 9.000049e-10 GO_NEGATIVE_REGULATION_OF_VIRAL_GENOME_REPLICATION 1.587742e-09 GO_CELLULAR_RESPONSE_TO_ZINC_ION 1.955570e-09 GO_RESPONSE_TO_VIRUS 2.404204e-09 $`4` GO_PROTON_TRANSPORTING_ATP_SYNTHASE_COMPLEX 0.000000e+00 GO_ARACHIDONIC_ACID_MONOOXYGENASE_ACTIVITY 2.742606e-06 GO_WW_DOMAIN_BINDING 3.890933e-06 GO_VENTRICULAR_CARDIAC_MUSCLE_CELL_DEVELOPMENT 4.781526e-06 GO_EPOXYGENASE_P450_PATHWAY 4.781526e-06 GO_POSITIVE_REGULATION_OF_INSULIN_LIKE_GROWTH_FACTOR_RECEPTOR_SIGNALING_PATHWAY 4.781526e-06 GO_M_BAND 7.621698e-06 GO_REGULATION_OF_INTERLEUKIN_6_BIOSYNTHETIC_PROCESS 1.138960e-05 GO_STEROID_HYDROXYLASE_ACTIVITY 1.620975e-05 GO_VENTRICULAR_CARDIAC_MUSCLE_CELL_DIFFERENTIATION 2.220472e-05 $`5` GO_RESPONSE_TO_TYPE_I_INTERFERON 1.116646e-32 GO_RESPONSE_TO_EXTERNAL_STIMULUS 1.662534e-26 GO_RESPONSE_TO_BIOTIC_STIMULUS 4.944770e-25 GO_INNATE_IMMUNE_RESPONSE 1.842411e-24 GO_DEFENSE_RESPONSE_TO_VIRUS 6.661108e-24 GO_RESPONSE_TO_CYTOKINE 2.671493e-23 GO_CELLULAR_RESPONSE_TO_ORGANIC_SUBSTANCE 7.564839e-23 GO_IMMUNE_RESPONSE 1.053240e-22 GO_RESPONSE_TO_VIRUS 1.262122e-22 GO_IMMUNE_SYSTEM_PROCESS 5.916850e-20 $`6` GO_MITOTIC_CELL_CYCLE GO_CELL_CYCLE_PROCESS 6.269644e-56 2.875458e-54 GO_CELL_CYCLE GO_MITOTIC_NUCLEAR_DIVISION 2.327290e-52 4.030646e-46 GO_ORGANELLE_FISSION GO_CELL_DIVISION 3.230509e-44 1.565270e-43 GO_CHROMOSOME_SEGREGATION GO_NUCLEAR_CHROMOSOME_SEGREGATION 2.133439e-37 3.862379e-35 GO_SISTER_CHROMATID_SEGREGATION GO_CHROMOSOME_ORGANIZATION 2.552490e-34 4.551490e-32 $`7` GO_HEMOGLOBIN_COMPLEX 0.000000e+00 GO_EXTRACELLULAR_MATRIX 3.021813e-99 GO_PROTEINACEOUS_EXTRACELLULAR_MATRIX 1.305522e-84 GO_EXTRACELLULAR_SPACE 2.240135e-65 GO_EXTRACELLULAR_STRUCTURE_ORGANIZATION 1.944102e-64 GO_EXTRACELLULAR_MATRIX_COMPONENT 3.022363e-51 GO_BIOLOGICAL_ADHESION 2.097331e-39 GO_TISSUE_DEVELOPMENT 1.401287e-38 GO_EXTRACELLULAR_MATRIX_STRUCTURAL_CONSTITUENT 1.470935e-35 GO_CIRCULATORY_SYSTEM_DEVELOPMENT 1.742336e-35 $`8` GO_HEMOGLOBIN_COMPLEX 0.000000e+00 GO_CYCLIC_NUCLEOTIDE_GATED_ION_CHANNEL_ACTIVITY 0.000000e+00 GO_VASCULATURE_DEVELOPMENT 2.879218e-31 GO_BLOOD_VESSEL_MORPHOGENESIS 5.004069e-31 GO_CIRCULATORY_SYSTEM_DEVELOPMENT 1.954574e-30 GO_ANGIOGENESIS 3.236142e-29 GO_ANATOMICAL_STRUCTURE_FORMATION_INVOLVED_IN_MORPHOGENESIS 4.243100e-25 GO_BIOLOGICAL_ADHESION 3.061341e-21 GO_EXTRACELLULAR_SPACE 1.978696e-20 GO_EXTRACELLULAR_MATRIX 2.405873e-20 $`9` GO_IMMUNE_SYSTEM_PROCESS GO_IMMUNE_RESPONSE 3.973717e-34 3.859685e-27 GO_LEUKOCYTE_CELL_CELL_ADHESION GO_REGULATION_OF_IMMUNE_SYSTEM_PROCESS 3.846428e-24 8.904689e-23 GO_REGULATION_OF_IMMUNE_RESPONSE GO_CELL_ACTIVATION 1.552953e-22 5.301905e-22 GO_REGULATION_OF_CELL_ADHESION GO_LEUKOCYTE_ACTIVATION 9.290913e-22 2.925361e-21 GO_POSITIVE_REGULATION_OF_CELL_ADHESION GO_LYMPHOCYTE_ACTIVATION 7.264416e-21 1.049503e-20 $`10` GO_REGULATION_OF_INOSITOL_PHOSPHATE_BIOSYNTHETIC_PROCESS 0.000000e+00 GO_LYSOZYME_ACTIVITY 0.000000e+00 GO_IMMUNE_SYSTEM_PROCESS 3.676193e-59 GO_REGULATION_OF_IMMUNE_SYSTEM_PROCESS 5.044034e-55 GO_IMMUNE_RESPONSE 1.968962e-54 GO_POSITIVE_REGULATION_OF_IMMUNE_SYSTEM_PROCESS 6.153693e-48 GO_DEFENSE_RESPONSE 1.208137e-47 GO_REGULATION_OF_IMMUNE_RESPONSE 1.924689e-45 GO_POSITIVE_REGULATION_OF_IMMUNE_RESPONSE 3.080165e-37 GO_POSITIVE_REGULATION_OF_RESPONSE_TO_STIMULUS 2.746343e-36 # A tibble: 7 x 7 # Groups: cluster [7] p_val avg_log2FC pct.1 pct.2 p_val_adj cluster gene 1 3.02e-211 2.93 1 0.006 3.68e-207 Chondrocytes COL10A1 2 1.13e-178 1.28 0.647 0.002 1.38e-174 Endothelial_cells PLVAP 3 3.02e- 51 1.53 0.992 0.768 3.67e- 47 Epithelial_cells WFDC2 4 3.83e-123 1.28 0.5 0.001 4.67e-119 Fibroblasts EFEMP1 5 2.59e-191 1.12 0.607 0 3.15e-187 Macrophage SPI1 6 4.26e-106 1.48 0.619 0.008 5.19e-102 T_cells CD2 7 4.71e- 95 0.802 0.5 0.003 5.73e- 91 Tissue_stem_cells COL5A3 $Chondrocytes GO_HEMOGLOBIN_COMPLEX 0.000000e+00 GO_EXTRACELLULAR_MATRIX 1.873481e-81 GO_PROTEINACEOUS_EXTRACELLULAR_MATRIX 2.129972e-74 GO_EXTRACELLULAR_STRUCTURE_ORGANIZATION 1.545606e-60 GO_EXTRACELLULAR_SPACE 3.264842e-52 GO_EXTRACELLULAR_MATRIX_COMPONENT 1.537642e-40 GO_BIOLOGICAL_ADHESION 8.291458e-36 GO_TISSUE_DEVELOPMENT 7.061301e-34 GO_EXTRACELLULAR_MATRIX_STRUCTURAL_CONSTITUENT 5.386850e-31 GO_MULTICELLULAR_ORGANISMAL_MACROMOLECULE_METABOLIC_PROCESS 1.360605e-25 $Endothelial_cells GO_HEMOGLOBIN_COMPLEX 0.000000e+00 GO_CYCLIC_NUCLEOTIDE_GATED_ION_CHANNEL_ACTIVITY 0.000000e+00 GO_VASCULATURE_DEVELOPMENT 3.888288e-30 GO_BLOOD_VESSEL_MORPHOGENESIS 5.119500e-30 GO_CIRCULATORY_SYSTEM_DEVELOPMENT 4.253177e-29 GO_ANGIOGENESIS 2.547509e-28 GO_EXTRACELLULAR_SPACE 4.693827e-24 GO_ANATOMICAL_STRUCTURE_FORMATION_INVOLVED_IN_MORPHOGENESIS 7.362896e-24 GO_REGULATION_OF_CELLULAR_COMPONENT_MOVEMENT 3.331931e-21 GO_EXTRACELLULAR_MATRIX 1.265832e-19 $Epithelial_cells GO_EXTRACELLULAR_SPACE 3.945058e-11 GO_TISSUE_DEVELOPMENT 5.216518e-08 GO_TRANSCRIPTION_FACTOR_ACTIVITY_RNA_POLYMERASE_II_CORE_PROMOTER_PROXIMAL_REGION_SEQUENCE_SPECIFIC_BINDING 6.826972e-08 GO_HOMEOSTATIC_PROCESS 1.726294e-07 GO_MORPHOGENESIS_OF_AN_EPITHELIUM 2.920712e-07 GO_REGULATION_OF_CELL_DEATH 3.545150e-07 GO_CHEMICAL_HOMEOSTASIS 4.465316e-07 GO_EPITHELIUM_DEVELOPMENT 4.611316e-07 GO_GLAND_DEVELOPMENT 4.784007e-07 GO_NEGATIVE_REGULATION_OF_CELL_DEATH 4.979199e-07 $Fibroblasts GO_HEMOGLOBIN_COMPLEX 0.000000e+00 GO_EXTRACELLULAR_MATRIX 2.150460e-96 GO_PROTEINACEOUS_EXTRACELLULAR_MATRIX 5.340061e-81 GO_EXTRACELLULAR_SPACE 1.223191e-63 GO_EXTRACELLULAR_STRUCTURE_ORGANIZATION 2.284144e-58 GO_EXTRACELLULAR_MATRIX_COMPONENT 8.956865e-47 GO_EXTRACELLULAR_MATRIX_STRUCTURAL_CONSTITUENT 6.196712e-33 GO_BIOLOGICAL_ADHESION 2.831978e-32 GO_BASEMENT_MEMBRANE 1.768672e-28 GO_TISSUE_DEVELOPMENT 3.467098e-27 $Macrophage GO_REGULATION_OF_INOSITOL_PHOSPHATE_BIOSYNTHETIC_PROCESS 0.000000e+00 GO_LYSOZYME_ACTIVITY 0.000000e+00 GO_IMMUNE_SYSTEM_PROCESS 1.210561e-58 GO_IMMUNE_RESPONSE 3.349415e-55 GO_REGULATION_OF_IMMUNE_SYSTEM_PROCESS 4.426777e-55 GO_DEFENSE_RESPONSE 2.230367e-48 GO_POSITIVE_REGULATION_OF_IMMUNE_SYSTEM_PROCESS 8.688728e-47 GO_REGULATION_OF_IMMUNE_RESPONSE 2.887620e-44 GO_POSITIVE_REGULATION_OF_IMMUNE_RESPONSE 7.874317e-36 GO_POSITIVE_REGULATION_OF_RESPONSE_TO_STIMULUS 9.176072e-36 $T_cells GO_IMMUNE_SYSTEM_PROCESS 5.078294e-29 GO_IMMUNE_RESPONSE 8.797113e-25 GO_CELL_ACTIVATION 1.280386e-22 GO_REGULATION_OF_IMMUNE_SYSTEM_PROCESS 1.124154e-20 GO_REGULATION_OF_IMMUNE_RESPONSE 2.367593e-20 GO_LEUKOCYTE_CELL_CELL_ADHESION 2.857879e-20 GO_LEUKOCYTE_ACTIVATION 6.550907e-20 GO_LYMPHOCYTE_ACTIVATION 2.441541e-19 GO_POSITIVE_REGULATION_OF_IMMUNE_SYSTEM_PROCESS 1.138175e-18 GO_SIDE_OF_MEMBRANE 2.093720e-18 $Tissue_stem_cells GO_CYCLIC_NUCLEOTIDE_GATED_ION_CHANNEL_ACTIVITY 0.000000e+00 GO_EXTRACELLULAR_MATRIX 6.616808e-62 GO_PROTEINACEOUS_EXTRACELLULAR_MATRIX 4.426546e-56 GO_EXTRACELLULAR_STRUCTURE_ORGANIZATION 7.367753e-47 GO_EXTRACELLULAR_MATRIX_COMPONENT 9.016393e-41 GO_EXTRACELLULAR_SPACE 3.543558e-38 GO_EXTRACELLULAR_MATRIX_STRUCTURAL_CONSTITUENT 1.964198e-30 GO_BASEMENT_MEMBRANE 2.166600e-27 GO_BIOLOGICAL_ADHESION 4.490028e-26 GO_COLLAGEN_TRIMER 3.416934e-21