# A tibble: 10 x 7 # Groups: cluster [10] p_val avg_log2FC pct.1 pct.2 p_val_adj cluster gene 1 7.49e-114 1.66 0.828 0.015 8.97e-110 0 EPCAM 2 8.88e- 30 0.636 0.362 0.033 1.06e- 25 1 CD3D 3 2.75e- 38 1.68 0.948 0.503 3.30e- 34 2 BTG1 4 2.87e-110 2.16 0.854 0.021 3.44e-106 3 NOTCH3 5 3.34e- 74 2.33 0.691 0.032 4.00e- 70 4 CCL3L1 6 2.27e-120 1.85 0.952 0.02 2.72e-116 5 PECAM1 7 3.40e-110 2.89 1 0.027 4.07e-106 6 LUM 8 6.43e- 82 3.20 1 0.041 7.70e- 78 7 S100A8 9 3.37e-131 2.12 0.885 0.001 4.04e-127 8 CDH19 10 2.57e-109 1.37 0.708 0 3.07e-105 9 C1QA $`0` GO_EXTRACELLULAR_SPACE 9.876092e-12 GO_APICAL_PART_OF_CELL 1.251791e-10 GO_INTRINSIC_COMPONENT_OF_PLASMA_MEMBRANE 2.321253e-10 GO_APICAL_PLASMA_MEMBRANE 2.997199e-09 GO_EPITHELIUM_DEVELOPMENT 3.856146e-09 GO_PLASMA_MEMBRANE_REGION 4.385338e-09 GO_BIOLOGICAL_ADHESION 4.909758e-09 GO_TISSUE_DEVELOPMENT 1.218556e-08 GO_HEMIDESMOSOME_ASSEMBLY 2.652287e-08 GO_MEMBRANE_REGION 4.190667e-08 $`1` GO_POSITIVE_REGULATION_OF_IMMUNE_SYSTEM_PROCESS 2.995780e-17 GO_REGULATION_OF_CELL_ACTIVATION 5.038698e-16 GO_REGULATION_OF_IMMUNE_SYSTEM_PROCESS 4.100634e-15 GO_IMMUNE_SYSTEM_PROCESS 1.270735e-13 GO_REGULATION_OF_IMMUNE_RESPONSE 1.848930e-13 GO_REGULATION_OF_HOMOTYPIC_CELL_CELL_ADHESION 5.902100e-13 GO_PROTEIN_REFOLDING 9.692128e-13 GO_POSITIVE_REGULATION_OF_CELL_ACTIVATION 3.776321e-12 GO_REGULATION_OF_CELL_CELL_ADHESION 1.220343e-11 GO_REGULATION_OF_CELL_ADHESION 4.555825e-11 $`2` GO_LEUKOCYTE_CELL_CELL_ADHESION GO_LEUKOCYTE_ACTIVATION 1.402663e-19 1.676213e-16 GO_LYMPHOCYTE_ACTIVATION GO_IMMUNE_SYSTEM_PROCESS 2.447812e-16 3.507384e-16 GO_REGULATION_OF_IMMUNE_SYSTEM_PROCESS GO_CELL_ACTIVATION 1.804840e-15 3.217462e-15 GO_SINGLE_ORGANISM_CELL_ADHESION GO_CELL_CELL_ADHESION 7.677353e-15 1.766873e-14 GO_T_CELL_DIFFERENTIATION GO_IMMUNE_RESPONSE 2.099145e-14 5.656426e-14 $`3` GO_EXTRACELLULAR_MATRIX GO_PROTEINACEOUS_EXTRACELLULAR_MATRIX 8.441452e-43 6.057242e-36 GO_EXTRACELLULAR_STRUCTURE_ORGANIZATION GO_EXTRACELLULAR_SPACE 5.275355e-35 1.060765e-28 GO_EXTRACELLULAR_MATRIX_COMPONENT GO_CIRCULATORY_SYSTEM_DEVELOPMENT 5.818427e-28 7.020787e-26 GO_VASCULATURE_DEVELOPMENT GO_BLOOD_VESSEL_MORPHOGENESIS 1.204871e-24 2.301257e-20 GO_TISSUE_DEVELOPMENT GO_COLLAGEN_TRIMER 3.813478e-20 1.522463e-19 $`4` GO_PROTON_TRANSPORTING_ATP_SYNTHASE_COMPLEX 0.000000e+00 GO_INFLAMMATORY_RESPONSE 1.413319e-30 GO_DEFENSE_RESPONSE 2.924581e-29 GO_IMMUNE_SYSTEM_PROCESS 2.943193e-29 GO_IMMUNE_RESPONSE 7.631488e-26 GO_RESPONSE_TO_EXTERNAL_STIMULUS 6.734567e-21 GO_LEUKOCYTE_MIGRATION 5.963152e-20 GO_RESPONSE_TO_BACTERIUM 6.393942e-20 GO_REGULATION_OF_INTRACELLULAR_SIGNAL_TRANSDUCTION 1.167938e-19 GO_RESPONSE_TO_BIOTIC_STIMULUS 3.102775e-19 $`5` GO_URATE_METABOLIC_PROCESS 0.000000e+00 GO_CIRCULATORY_SYSTEM_DEVELOPMENT 5.514820e-31 GO_VASCULATURE_DEVELOPMENT 5.218042e-30 GO_BLOOD_VESSEL_MORPHOGENESIS 6.708885e-29 GO_ANGIOGENESIS 7.113301e-25 GO_ANATOMICAL_STRUCTURE_FORMATION_INVOLVED_IN_MORPHOGENESIS 2.856504e-22 GO_EXTRACELLULAR_SPACE 3.247566e-21 GO_TISSUE_DEVELOPMENT 2.062560e-19 GO_REGULATION_OF_CELLULAR_COMPONENT_MOVEMENT 5.824573e-17 GO_EXTRACELLULAR_MATRIX 5.399559e-15 $`6` GO_SPINAL_CORD_ASSOCIATION_NEURON_DIFFERENTIATION 0.000000e+00 GO_EXTRACELLULAR_MATRIX 7.243623e-65 GO_PROTEINACEOUS_EXTRACELLULAR_MATRIX 6.381979e-54 GO_EXTRACELLULAR_SPACE 2.508639e-47 GO_EXTRACELLULAR_STRUCTURE_ORGANIZATION 3.803258e-45 GO_EXTRACELLULAR_MATRIX_COMPONENT 5.027925e-33 GO_MULTICELLULAR_ORGANISMAL_MACROMOLECULE_METABOLIC_PROCESS 3.830695e-31 GO_MULTICELLULAR_ORGANISM_METABOLIC_PROCESS 1.595100e-29 GO_TISSUE_DEVELOPMENT 3.398505e-28 GO_COMPLEX_OF_COLLAGEN_TRIMERS 1.715000e-27 $`7` GO_PROTON_TRANSPORTING_ATP_SYNTHASE_COMPLEX 0.000000e+00 GO_IMMUNE_RESPONSE 5.078669e-27 GO_DEFENSE_RESPONSE 7.139163e-26 GO_IMMUNE_SYSTEM_PROCESS 8.305648e-25 GO_INFLAMMATORY_RESPONSE 6.352367e-23 GO_RESPONSE_TO_EXTERNAL_STIMULUS 5.508058e-18 GO_RESPONSE_TO_BIOTIC_STIMULUS 8.027120e-16 GO_RESPONSE_TO_OXYGEN_CONTAINING_COMPOUND 1.885905e-15 GO_REGULATION_OF_IMMUNE_SYSTEM_PROCESS 5.394396e-15 GO_RESPONSE_TO_MOLECULE_OF_BACTERIAL_ORIGIN 9.397333e-15 $`8` GO_EXTRACELLULAR_SPACE GO_CELL_DEVELOPMENT 1.175549e-17 1.830398e-17 GO_EXTRACELLULAR_MATRIX GO_NEUROGENESIS 1.877689e-17 3.519888e-17 GO_PROTEINACEOUS_EXTRACELLULAR_MATRIX GO_NEURON_PROJECTION_MORPHOGENESIS 1.615185e-15 8.930159e-15 GO_NEURON_PROJECTION_DEVELOPMENT GO_TISSUE_DEVELOPMENT 1.253376e-14 1.614913e-14 GO_TAXIS GO_BIOLOGICAL_ADHESION 3.357020e-14 3.674708e-14 $`9` GO_MHC_CLASS_II_PROTEIN_COMPLEX 0.000000e+00 GO_LYSOZYME_ACTIVITY 0.000000e+00 GO_IMMUNE_SYSTEM_PROCESS 1.801128e-44 GO_IMMUNE_RESPONSE 6.925796e-43 GO_DEFENSE_RESPONSE 3.298181e-36 GO_REGULATION_OF_IMMUNE_SYSTEM_PROCESS 5.802964e-32 GO_POSITIVE_REGULATION_OF_IMMUNE_SYSTEM_PROCESS 1.231811e-31 GO_INFLAMMATORY_RESPONSE 5.086135e-30 GO_INNATE_IMMUNE_RESPONSE 1.017825e-26 GO_REGULATION_OF_IMMUNE_RESPONSE 2.535051e-26 # A tibble: 13 x 7 # Groups: cluster [13] p_val avg_log2FC pct.1 pct.2 p_val_adj cluster gene 1 7.10e-127 2.09 0.933 0.003 8.51e-123 B_cell CD79A 2 8.24e- 26 0.683 0.444 0.019 9.86e- 22 Chondrocytes FNDC1 3 3.51e- 33 0.642 0.5 0.012 4.21e- 29 DC MPEG1 4 3.18e-118 1.83 0.937 0.02 3.80e-114 Endothelial_cells PECAM1 5 9.10e-116 1.67 0.839 0.015 1.09e-111 Epithelial_cells EPCAM 6 1.46e- 33 2.13 0.773 0.061 1.75e- 29 Fibroblasts LUM 7 1.27e- 95 1.15 0.765 0.004 1.53e- 91 Macrophage C1QC 8 1.00e-100 0.964 0.696 0.001 1.20e- 96 Neurons NRXN1 9 8.92e-106 3.50 0.949 0.077 1.07e-101 Neutrophils G0S2 10 6.05e- 46 1.60 0.5 0.018 7.25e- 42 NK_cell GNLY 11 2.13e- 18 1.18 0.727 0.061 2.55e- 14 Smooth_muscle_cells DDR2 12 1.61e- 59 1.46 0.574 0.037 1.93e- 55 T_cells IL7R 13 8.22e- 62 1.64 0.697 0.048 9.85e- 58 Tissue_stem_cells NOTCH3 $B_cell GO_MHC_CLASS_II_PROTEIN_COMPLEX GO_MHC_CLASS_II_RECEPTOR_ACTIVITY 1.717349e-14 6.517802e-14 GO_MHC_PROTEIN_COMPLEX GO_ANTIGEN_BINDING 6.122884e-12 1.347913e-11 GO_REGULATION_OF_CELL_ACTIVATION GO_REGULATION_OF_IMMUNE_RESPONSE 5.097603e-11 4.019695e-10 GO_MHC_CLASS_II_PROTEIN_COMPLEX_BINDING GO_IMMUNE_RESPONSE 6.878112e-10 1.085282e-09 GO_MHC_PROTEIN_COMPLEX_BINDING GO_REGULATION_OF_B_CELL_ACTIVATION 1.138887e-09 1.274339e-09 $Chondrocytes GO_EXTRACELLULAR_MATRIX 8.195437e-61 GO_PROTEINACEOUS_EXTRACELLULAR_MATRIX 1.156229e-51 GO_EXTRACELLULAR_STRUCTURE_ORGANIZATION 1.813930e-47 GO_EXTRACELLULAR_MATRIX_COMPONENT 2.706849e-34 GO_EXTRACELLULAR_SPACE 4.861454e-34 GO_COLLAGEN_TRIMER 4.069464e-31 GO_MULTICELLULAR_ORGANISMAL_MACROMOLECULE_METABOLIC_PROCESS 7.334859e-31 GO_MULTICELLULAR_ORGANISM_METABOLIC_PROCESS 3.047303e-29 GO_EXTRACELLULAR_MATRIX_STRUCTURAL_CONSTITUENT 3.573421e-25 GO_COMPLEX_OF_COLLAGEN_TRIMERS 1.107016e-24 $DC GO_LYSOZYME_ACTIVITY 0.000000e+00 GO_IMMUNE_SYSTEM_PROCESS 6.513433e-43 GO_IMMUNE_RESPONSE 5.610571e-32 GO_REGULATION_OF_IMMUNE_SYSTEM_PROCESS 7.720345e-29 GO_DEFENSE_RESPONSE 5.546035e-28 GO_POSITIVE_REGULATION_OF_IMMUNE_SYSTEM_PROCESS 1.456997e-27 GO_REGULATION_OF_IMMUNE_RESPONSE 4.541665e-26 GO_POSITIVE_REGULATION_OF_IMMUNE_RESPONSE 2.235836e-24 GO_ACTIVATION_OF_IMMUNE_RESPONSE 5.522243e-23 GO_MHC_CLASS_II_PROTEIN_COMPLEX 1.996988e-22 $Endothelial_cells GO_URATE_METABOLIC_PROCESS 0.000000e+00 GO_CIRCULATORY_SYSTEM_DEVELOPMENT 1.932666e-30 GO_VASCULATURE_DEVELOPMENT 2.700761e-29 GO_BLOOD_VESSEL_MORPHOGENESIS 4.270082e-28 GO_ANGIOGENESIS 4.227005e-25 GO_ANATOMICAL_STRUCTURE_FORMATION_INVOLVED_IN_MORPHOGENESIS 1.381825e-22 GO_EXTRACELLULAR_SPACE 9.548350e-21 GO_TISSUE_DEVELOPMENT 4.566328e-19 GO_REGULATION_OF_CELLULAR_COMPONENT_MOVEMENT 3.306554e-17 GO_EXTRACELLULAR_MATRIX 3.735504e-15 $Epithelial_cells GO_EXTRACELLULAR_SPACE 9.876092e-12 GO_APICAL_PART_OF_CELL 1.251791e-10 GO_INTRINSIC_COMPONENT_OF_PLASMA_MEMBRANE 2.321253e-10 GO_APICAL_PLASMA_MEMBRANE 2.997199e-09 GO_TISSUE_DEVELOPMENT 3.043949e-09 GO_EPITHELIUM_DEVELOPMENT 3.856146e-09 GO_PLASMA_MEMBRANE_REGION 4.385338e-09 GO_BIOLOGICAL_ADHESION 4.909758e-09 GO_HEMIDESMOSOME_ASSEMBLY 2.652287e-08 GO_MEMBRANE_REGION 4.190667e-08 $Fibroblasts GO_EXTRACELLULAR_MATRIX 3.738045e-74 GO_PROTEINACEOUS_EXTRACELLULAR_MATRIX 7.116631e-58 GO_EXTRACELLULAR_STRUCTURE_ORGANIZATION 7.215051e-52 GO_EXTRACELLULAR_SPACE 1.548042e-43 GO_EXTRACELLULAR_MATRIX_COMPONENT 9.784854e-37 GO_MULTICELLULAR_ORGANISMAL_MACROMOLECULE_METABOLIC_PROCESS 1.962040e-31 GO_MULTICELLULAR_ORGANISM_METABOLIC_PROCESS 8.188494e-30 GO_COLLAGEN_TRIMER 8.585523e-30 GO_EXTRACELLULAR_MATRIX_STRUCTURAL_CONSTITUENT 1.223731e-25 GO_COMPLEX_OF_COLLAGEN_TRIMERS 5.049772e-25 $Macrophage GO_MHC_CLASS_II_PROTEIN_COMPLEX 0.000000e+00 GO_LYSOZYME_ACTIVITY 0.000000e+00 GO_IMMUNE_RESPONSE 2.167811e-40 GO_IMMUNE_SYSTEM_PROCESS 2.366992e-40 GO_DEFENSE_RESPONSE 8.849392e-37 GO_REGULATION_OF_IMMUNE_SYSTEM_PROCESS 2.890823e-34 GO_POSITIVE_REGULATION_OF_IMMUNE_SYSTEM_PROCESS 3.149932e-33 GO_REGULATION_OF_IMMUNE_RESPONSE 2.830128e-27 GO_INFLAMMATORY_RESPONSE 5.338661e-26 GO_INNATE_IMMUNE_RESPONSE 2.286096e-25 $Neurons GO_NEUROGENESIS 5.389985e-20 GO_CELL_DEVELOPMENT 4.808855e-18 GO_EXTRACELLULAR_SPACE 2.149184e-17 GO_NEURON_PROJECTION_MORPHOGENESIS 4.826131e-16 GO_NEURON_DEVELOPMENT 6.241584e-16 GO_NEURON_PROJECTION_DEVELOPMENT 7.535943e-16 GO_EXTRACELLULAR_MATRIX 7.859450e-16 GO_NEURON_DIFFERENTIATION 1.059883e-14 GO_CELL_MORPHOGENESIS_INVOLVED_IN_NEURON_DIFFERENTIATION 2.744920e-14 GO_PROTEINACEOUS_EXTRACELLULAR_MATRIX 7.791967e-14 $Neutrophils GO_PROTON_TRANSPORTING_ATP_SYNTHASE_COMPLEX 0.000000e+00 GO_INFLAMMATORY_RESPONSE 8.018939e-39 GO_DEFENSE_RESPONSE 3.447719e-36 GO_IMMUNE_SYSTEM_PROCESS 7.316110e-34 GO_IMMUNE_RESPONSE 6.243202e-33 GO_RESPONSE_TO_EXTERNAL_STIMULUS 6.943849e-26 GO_RESPONSE_TO_BACTERIUM 3.805237e-23 GO_LEUKOCYTE_MIGRATION 5.267150e-23 GO_RESPONSE_TO_BIOTIC_STIMULUS 2.621221e-21 GO_POSITIVE_REGULATION_OF_RESPONSE_TO_STIMULUS 9.581248e-21 $NK_cell GO_IMMUNE_SYSTEM_PROCESS 1.772401e-18 GO_REGULATION_OF_IMMUNE_SYSTEM_PROCESS 2.650843e-14 GO_REGULATION_OF_IMMUNE_RESPONSE 1.479811e-13 GO_LEUKOCYTE_CELL_CELL_ADHESION 2.139319e-13 GO_IMMUNE_RESPONSE 4.300634e-13 GO_LYMPHOCYTE_ACTIVATION 2.373273e-11 GO_LEUKOCYTE_ACTIVATION 3.255046e-11 GO_CELL_ACTIVATION 3.881208e-11 GO_REGULATION_OF_HOMOTYPIC_CELL_CELL_ADHESION 6.585911e-11 GO_IMMUNE_EFFECTOR_PROCESS 1.126628e-10 $Smooth_muscle_cells GO_EXTRACELLULAR_MATRIX 1.002715e-22 GO_EXTRACELLULAR_STRUCTURE_ORGANIZATION 2.663411e-19 GO_EXTRACELLULAR_SPACE 1.014132e-18 GO_PROTEINACEOUS_EXTRACELLULAR_MATRIX 2.239214e-17 GO_CIRCULATORY_SYSTEM_DEVELOPMENT 8.171330e-16 GO_GROWTH_FACTOR_BINDING 8.977192e-15 GO_VASCULATURE_DEVELOPMENT 3.032568e-13 GO_PLATELET_DERIVED_GROWTH_FACTOR_BINDING 4.673319e-13 GO_BLOOD_VESSEL_MORPHOGENESIS 1.577060e-12 GO_EXTRACELLULAR_MATRIX_COMPONENT 2.698340e-12 $T_cells GO_LYMPHOCYTE_ACTIVATION 1.222677e-24 GO_IMMUNE_SYSTEM_PROCESS 4.171107e-24 GO_LEUKOCYTE_ACTIVATION 3.541865e-23 GO_LEUKOCYTE_CELL_CELL_ADHESION 6.568290e-23 GO_REGULATION_OF_CELL_ACTIVATION 1.928716e-21 GO_REGULATION_OF_IMMUNE_SYSTEM_PROCESS 2.459695e-21 GO_POSITIVE_REGULATION_OF_IMMUNE_SYSTEM_PROCESS 3.253429e-21 GO_CELL_ACTIVATION 5.189711e-21 GO_REGULATION_OF_HOMOTYPIC_CELL_CELL_ADHESION 2.605427e-20 GO_LYMPHOCYTE_DIFFERENTIATION 2.358580e-19 $Tissue_stem_cells GO_SPINAL_CORD_ASSOCIATION_NEURON_DIFFERENTIATION 0.000000e+00 GO_EXTRACELLULAR_MATRIX 7.477576e-60 GO_PROTEINACEOUS_EXTRACELLULAR_MATRIX 1.043497e-48 GO_EXTRACELLULAR_STRUCTURE_ORGANIZATION 4.392013e-46 GO_EXTRACELLULAR_SPACE 1.705656e-44 GO_EXTRACELLULAR_MATRIX_COMPONENT 1.947051e-33 GO_MULTICELLULAR_ORGANISMAL_MACROMOLECULE_METABOLIC_PROCESS 7.825863e-31 GO_CIRCULATORY_SYSTEM_DEVELOPMENT 2.077737e-29 GO_MULTICELLULAR_ORGANISM_METABOLIC_PROCESS 3.999289e-29 GO_VASCULATURE_DEVELOPMENT 7.927090e-28