# A tibble: 15 x 7 # Groups: cluster [15] p_val avg_log2FC pct.1 pct.2 p_val_adj cluster gene 1 4.11e-193 1.83 0.799 0.068 5.22e-189 0 GZMK 2 3.32e-105 1.36 0.907 0.23 4.21e-101 1 IER3 3 4.52e-137 1.62 0.667 0.071 5.74e-133 2 IL7R 4 2.53e-226 1.70 0.937 0.064 3.22e-222 3 CA12 5 2.24e- 83 1.53 0.957 0.27 2.85e- 79 4 C1QB 6 1.27e- 91 1.44 0.843 0.142 1.62e- 87 5 CRYAB 7 2.77e- 87 2.25 0.975 0.247 3.51e- 83 6 LYZ 8 2.08e-187 0.965 0.491 0.002 2.64e-183 7 FOXP3 9 0. 2.70 0.902 0.009 0. 8 VWF 10 2.35e- 85 0.970 0.28 0.005 2.99e- 81 9 CD79A 11 6.00e- 76 0.600 0.281 0.007 7.62e- 72 10 KRT86 12 6.39e-279 1.76 0.779 0.006 8.12e-275 11 FGFBP2 13 4.56e- 90 1.90 0.759 0.078 5.79e- 86 12 CXCL3 14 1.27e-209 1.74 0.696 0.008 1.61e-205 13 FCN1 15 5.72e-273 2.23 1 0.003 7.26e-269 14 NOTCH3 $`0` GO_IMMUNE_SYSTEM_PROCESS 1.507337e-19 GO_IMMUNE_RESPONSE 6.804001e-18 GO_LEUKOCYTE_CELL_CELL_ADHESION 1.025248e-16 GO_POSITIVE_REGULATION_OF_IMMUNE_SYSTEM_PROCESS 6.642023e-16 GO_REGULATION_OF_IMMUNE_SYSTEM_PROCESS 1.245164e-15 GO_REGULATION_OF_CELL_CELL_ADHESION 7.371178e-15 GO_REGULATION_OF_IMMUNE_RESPONSE 2.789936e-14 GO_REGULATION_OF_CELL_ACTIVATION 3.107737e-14 GO_LOCOMOTION 6.108411e-14 GO_REGULATION_OF_HOMOTYPIC_CELL_CELL_ADHESION 8.132901e-14 $`1` GO_POSITIVE_REGULATION_OF_IMMUNE_SYSTEM_PROCESS 7.258662e-25 GO_EXTRACELLULAR_SPACE 1.419458e-22 GO_DEFENSE_RESPONSE 5.693110e-22 GO_REGULATION_OF_IMMUNE_SYSTEM_PROCESS 4.562547e-21 GO_IMMUNE_SYSTEM_PROCESS 3.313427e-20 GO_POSITIVE_REGULATION_OF_RESPONSE_TO_STIMULUS 4.161283e-20 GO_IMMUNE_RESPONSE 2.212020e-19 GO_NEGATIVE_REGULATION_OF_CELL_DEATH 3.196060e-18 GO_CELLULAR_RESPONSE_TO_ORGANIC_SUBSTANCE 6.859716e-18 GO_LOCOMOTION 1.100088e-16 $`2` GO_LEUKOCYTE_CELL_CELL_ADHESION 1.023422e-18 GO_LYMPHOCYTE_ACTIVATION 7.109659e-15 GO_LEUKOCYTE_ACTIVATION 1.566208e-14 GO_CELL_CELL_ADHESION 2.538123e-14 GO_REGULATION_OF_CELL_ADHESION 2.745814e-14 GO_SINGLE_ORGANISM_CELL_ADHESION 3.233386e-14 GO_REGULATION_OF_CELL_CELL_ADHESION 3.419775e-14 GO_CELL_ACTIVATION 2.820890e-13 GO_POSITIVE_REGULATION_OF_CELL_ADHESION 3.009339e-13 GO_REGULATION_OF_HOMOTYPIC_CELL_CELL_ADHESION 3.163327e-13 $`3` GO_CYCLIC_NUCLEOTIDE_GATED_ION_CHANNEL_ACTIVITY 0.000000e+00 GO_EXTRACELLULAR_SPACE 1.424508e-22 GO_RESPONSE_TO_OXYGEN_LEVELS 1.081340e-13 GO_RESPONSE_TO_METAL_ION 3.066965e-12 GO_RESPONSE_TO_INORGANIC_SUBSTANCE 7.267922e-12 GO_EXTRACELLULAR_MATRIX 1.133089e-11 GO_TISSUE_DEVELOPMENT 2.226981e-11 GO_ORGAN_MORPHOGENESIS 3.384115e-11 GO_RESPONSE_TO_ORGANIC_CYCLIC_COMPOUND 4.302142e-11 GO_VESICLE_LUMEN 8.948040e-11 $`4` GO_EXTRACELLULAR_SPACE 5.780423e-19 GO_REGULATION_OF_IMMUNE_RESPONSE 2.193946e-18 GO_MHC_CLASS_II_PROTEIN_COMPLEX 2.295833e-18 GO_REGULATION_OF_IMMUNE_SYSTEM_PROCESS 3.638100e-18 GO_POSITIVE_REGULATION_OF_IMMUNE_SYSTEM_PROCESS 5.415980e-18 GO_ACTIVATION_OF_IMMUNE_RESPONSE 6.675027e-18 GO_DEFENSE_RESPONSE 3.598495e-17 GO_POSITIVE_REGULATION_OF_IMMUNE_RESPONSE 9.365127e-17 GO_HUMORAL_IMMUNE_RESPONSE_MEDIATED_BY_CIRCULATING_IMMUNOGLOBULIN 9.047217e-16 GO_MHC_PROTEIN_COMPLEX 1.441904e-15 $`5` GO_EXTRACELLULAR_SPACE GO_RESPONSE_TO_OXYGEN_LEVELS 3.359114e-17 4.225974e-10 GO_SECRETORY_GRANULE_LUMEN GO_PLATELET_ALPHA_GRANULE_LUMEN 7.487431e-10 1.815115e-09 GO_ADP_METABOLIC_PROCESS GO_RESPONSE_TO_INORGANIC_SUBSTANCE 2.313794e-09 2.664598e-09 GO_RESPONSE_TO_ORGANIC_CYCLIC_COMPOUND GO_BLOOD_MICROPARTICLE 6.333462e-09 6.526435e-09 GO_ATP_GENERATION_FROM_ADP GO_REGULATION_OF_CELL_DEATH 9.931913e-09 1.096776e-08 $`6` GO_IMMUNE_RESPONSE 1.842259e-20 GO_DEFENSE_RESPONSE 2.360802e-20 GO_IMMUNE_SYSTEM_PROCESS 4.532658e-20 GO_EXTRACELLULAR_SPACE 1.419933e-19 GO_REGULATION_OF_IMMUNE_SYSTEM_PROCESS 3.044118e-18 GO_POSITIVE_REGULATION_OF_RESPONSE_TO_STIMULUS 4.214275e-18 GO_POSITIVE_REGULATION_OF_IMMUNE_SYSTEM_PROCESS 8.932744e-18 GO_MHC_CLASS_II_PROTEIN_COMPLEX 8.772696e-17 GO_REGULATION_OF_IMMUNE_RESPONSE 2.786350e-16 GO_REGULATION_OF_CELL_ACTIVATION 2.751241e-15 $`7` GO_REGULATION_OF_CELL_CELL_ADHESION 2.120610e-16 GO_REGULATION_OF_CELL_ADHESION 3.127547e-16 GO_IMMUNE_SYSTEM_PROCESS 6.203275e-16 GO_REGULATION_OF_CELL_ACTIVATION 1.359581e-15 GO_REGULATION_OF_HOMOTYPIC_CELL_CELL_ADHESION 1.723477e-15 GO_POSITIVE_REGULATION_OF_IMMUNE_SYSTEM_PROCESS 8.659924e-15 GO_REGULATION_OF_IMMUNE_SYSTEM_PROCESS 2.653687e-14 GO_POSITIVE_REGULATION_OF_CELL_CELL_ADHESION 1.041449e-13 GO_POSITIVE_REGULATION_OF_CELL_ADHESION 3.775559e-13 GO_IMMUNE_RESPONSE 6.916441e-13 $`8` GO_CYCLIC_NUCLEOTIDE_GATED_ION_CHANNEL_ACTIVITY 0.000000e+00 GO_ANGIOGENESIS 2.243004e-37 GO_BLOOD_VESSEL_MORPHOGENESIS 3.175307e-37 GO_VASCULATURE_DEVELOPMENT 1.688585e-36 GO_CIRCULATORY_SYSTEM_DEVELOPMENT 9.566484e-36 GO_EXTRACELLULAR_STRUCTURE_ORGANIZATION 9.768486e-27 GO_EXTRACELLULAR_MATRIX 1.215795e-26 GO_ANATOMICAL_STRUCTURE_FORMATION_INVOLVED_IN_MORPHOGENESIS 1.963448e-25 GO_EXTRACELLULAR_SPACE 5.960039e-23 GO_TISSUE_DEVELOPMENT 2.005582e-20 $`9` GO_MEIOTIC_CELL_CYCLE_PROCESS 4.199098e-08 GO_IMMUNOGLOBULIN_COMPLEX 5.264095e-08 GO_CELL_PROLIFERATION 1.429334e-07 GO_MEIOTIC_CELL_CYCLE 1.629059e-07 GO_MITOTIC_CELL_CYCLE 2.577093e-07 GO_REGULATION_OF_ERAD_PATHWAY 4.187401e-07 GO_CELL_CYCLE_PROCESS 5.246525e-07 GO_NEGATIVE_REGULATION_OF_RESPONSE_TO_ENDOPLASMIC_RETICULUM_STRESS 8.738420e-07 GO_B_CELL_RECEPTOR_SIGNALING_PATHWAY 9.969772e-07 GO_CONDENSED_CHROMOSOME 1.211963e-06 $`10` GO_IMMUNE_SYSTEM_PROCESS GO_IMMUNE_RESPONSE 1.254936e-15 6.887371e-13 GO_REGULATION_OF_IMMUNE_SYSTEM_PROCESS GO_REGULATION_OF_IMMUNE_RESPONSE 3.014048e-12 7.208044e-11 GO_LEUKOCYTE_CELL_CELL_ADHESION GO_LEUKOCYTE_ACTIVATION 3.187236e-10 3.680356e-10 GO_RESPONSE_TO_VIRUS GO_LYMPHOCYTE_ACTIVATION 1.495177e-09 2.010109e-09 GO_CELL_ACTIVATION GO_IMMUNE_EFFECTOR_PROCESS 3.623796e-09 1.053594e-08 $`11` GO_IMMUNE_SYSTEM_PROCESS 8.445795e-18 GO_IMMUNE_RESPONSE 3.917859e-15 GO_IMMUNE_EFFECTOR_PROCESS 1.390456e-13 GO_CELL_ACTIVATION 7.932803e-13 GO_REGULATION_OF_IMMUNE_SYSTEM_PROCESS 1.666025e-12 GO_REGULATION_OF_IMMUNE_RESPONSE 2.296751e-12 GO_LEUKOCYTE_ACTIVATION 1.966471e-10 GO_CYTOLYSIS 3.004713e-09 GO_POSITIVE_REGULATION_OF_IMMUNE_SYSTEM_PROCESS 5.962451e-09 GO_EXTERNAL_SIDE_OF_PLASMA_MEMBRANE 7.766268e-09 $`12` GO_POSITIVE_REGULATION_OF_IMMUNE_SYSTEM_PROCESS 2.004207e-26 GO_REGULATION_OF_IMMUNE_SYSTEM_PROCESS 3.794462e-24 GO_EXTRACELLULAR_SPACE 4.435487e-22 GO_IMMUNE_SYSTEM_PROCESS 3.196784e-21 GO_DEFENSE_RESPONSE 1.623672e-20 GO_POSITIVE_REGULATION_OF_RESPONSE_TO_STIMULUS 2.635769e-20 GO_IMMUNE_RESPONSE 6.288091e-19 GO_CELLULAR_RESPONSE_TO_ORGANIC_SUBSTANCE 3.979462e-18 GO_NEGATIVE_REGULATION_OF_CELL_DEATH 8.030501e-18 GO_RESPONSE_TO_EXTERNAL_STIMULUS 8.047419e-18 $`13` GO_DEFENSE_RESPONSE 1.084080e-18 GO_IMMUNE_SYSTEM_PROCESS 5.228855e-18 GO_LOCOMOTION 2.741495e-17 GO_IMMUNE_RESPONSE 1.997636e-16 GO_CELL_MOTILITY 1.078854e-14 GO_LEUKOCYTE_MIGRATION 1.272287e-14 GO_RESPONSE_TO_EXTERNAL_STIMULUS 1.956732e-14 GO_RESPONSE_TO_BACTERIUM 2.090987e-14 GO_MOVEMENT_OF_CELL_OR_SUBCELLULAR_COMPONENT 2.212450e-14 GO_RESPONSE_TO_BIOTIC_STIMULUS 9.353731e-14 $`14` GO_EXTRACELLULAR_MATRIX 1.001476e-27 GO_EXTRACELLULAR_STRUCTURE_ORGANIZATION 1.065428e-27 GO_PROTEINACEOUS_EXTRACELLULAR_MATRIX 1.012180e-26 GO_CIRCULATORY_SYSTEM_DEVELOPMENT 3.020947e-21 GO_EXTRACELLULAR_MATRIX_COMPONENT 4.133982e-21 GO_EXTRACELLULAR_MATRIX_STRUCTURAL_CONSTITUENT 3.325389e-19 GO_TISSUE_DEVELOPMENT 2.037004e-18 GO_MULTICELLULAR_ORGANISMAL_MACROMOLECULE_METABOLIC_PROCESS 3.684788e-18 GO_VASCULATURE_DEVELOPMENT 6.182253e-18 GO_STRUCTURAL_MOLECULE_ACTIVITY 2.473695e-17 # A tibble: 10 x 7 # Groups: cluster [10] p_val avg_log2FC pct.1 pct.2 p_val_adj cluster gene 1 1.96e-254 1.91 0.8 0.005 2.49e-250 B_cell CD79A 2 1.43e- 30 0.878 0.717 0.231 1.82e- 26 DC FGL2 3 0. 2.69 0.894 0.009 0. Endothelial_cells VWF 4 1.11e- 50 1.87 0.912 0.171 1.41e- 46 Epithelial_cells CRYAB 5 9.98e-176 1.84 0.921 0.111 1.27e-171 Hepatocytes NNMT 6 4.27e-283 2.06 0.942 0.102 5.42e-279 Macrophage C1QB 7 3.24e-159 1.37 0.489 0.006 4.11e-155 Neutrophils FCN1 8 1.11e-129 1.05 0.5 0.03 1.41e-125 NK_cell KLRD1 9 4.10e-139 0.726 0.475 0.021 5.21e-135 T_cells CD3D 10 4.43e- 66 0.981 0.529 0.04 5.63e- 62 Tissue_stem_cells CPE $B_cell GO_B_CELL_ACTIVATION 1.097169e-10 GO_B_CELL_RECEPTOR_SIGNALING_PATHWAY 3.097682e-10 GO_IMMUNOGLOBULIN_COMPLEX 7.989403e-10 GO_IMMUNE_SYSTEM_PROCESS 8.059814e-10 GO_IMMUNE_RESPONSE 1.896302e-09 GO_ADAPTIVE_IMMUNE_RESPONSE 7.489792e-09 GO_REGULATION_OF_IMMUNE_SYSTEM_PROCESS 2.392836e-08 GO_REGULATION_OF_B_CELL_ACTIVATION 2.498237e-08 GO_POSITIVE_REGULATION_OF_IMMUNE_SYSTEM_PROCESS 1.080801e-07 GO_ENDOPLASMIC_RETICULUM_CHAPERONE_COMPLEX 1.636962e-07 $DC GO_POSITIVE_REGULATION_OF_IMMUNE_SYSTEM_PROCESS 4.566400e-18 GO_MHC_CLASS_II_PROTEIN_COMPLEX 4.715883e-18 GO_DEFENSE_RESPONSE 3.954829e-16 GO_REGULATION_OF_IMMUNE_SYSTEM_PROCESS 5.854379e-16 GO_MHC_PROTEIN_COMPLEX 2.951294e-15 GO_IMMUNE_RESPONSE 6.170018e-15 GO_CLATHRIN_COATED_ENDOCYTIC_VESICLE_MEMBRANE 1.118727e-14 GO_LUMENAL_SIDE_OF_MEMBRANE 2.212860e-14 GO_CLATHRIN_COATED_ENDOCYTIC_VESICLE 7.926790e-14 GO_POSITIVE_REGULATION_OF_RESPONSE_TO_STIMULUS 2.152118e-13 $Endothelial_cells GO_CYCLIC_NUCLEOTIDE_GATED_ION_CHANNEL_ACTIVITY 0.000000e+00 GO_ANGIOGENESIS 1.834735e-37 GO_BLOOD_VESSEL_MORPHOGENESIS 2.557668e-37 GO_VASCULATURE_DEVELOPMENT 1.335203e-36 GO_CIRCULATORY_SYSTEM_DEVELOPMENT 7.232554e-36 GO_EXTRACELLULAR_STRUCTURE_ORGANIZATION 8.403559e-27 GO_EXTRACELLULAR_MATRIX 1.042304e-26 GO_ANATOMICAL_STRUCTURE_FORMATION_INVOLVED_IN_MORPHOGENESIS 1.559027e-25 GO_EXTRACELLULAR_SPACE 4.792236e-23 GO_TISSUE_DEVELOPMENT 1.589612e-20 $Epithelial_cells GO_EXTRACELLULAR_SPACE 1.068287e-19 GO_VESICLE_LUMEN 1.507388e-11 GO_RESPONSE_TO_INORGANIC_SUBSTANCE 6.743022e-11 GO_RESPONSE_TO_METAL_ION 9.087686e-11 GO_RESPONSE_TO_OXYGEN_LEVELS 1.874077e-10 GO_RESPONSE_TO_ORGANIC_CYCLIC_COMPOUND 1.419544e-09 GO_EXTRACELLULAR_MATRIX 2.844294e-09 GO_SECRETORY_GRANULE_LUMEN 4.476749e-09 GO_HUMORAL_IMMUNE_RESPONSE_MEDIATED_BY_CIRCULATING_IMMUNOGLOBULIN 8.769087e-09 GO_PLATELET_ALPHA_GRANULE_LUMEN 8.958147e-09 $Hepatocytes GO_CYCLIC_NUCLEOTIDE_GATED_ION_CHANNEL_ACTIVITY 0.000000e+00 GO_EXTRACELLULAR_SPACE 2.275452e-20 GO_RESPONSE_TO_OXYGEN_LEVELS 2.729047e-13 GO_RESPONSE_TO_METAL_ION 9.822889e-13 GO_RESPONSE_TO_INORGANIC_SUBSTANCE 1.970649e-12 GO_RESPONSE_TO_ORGANIC_CYCLIC_COMPOUND 4.074865e-11 GO_TISSUE_DEVELOPMENT 1.924662e-10 GO_RESPONSE_TO_OXYGEN_CONTAINING_COMPOUND 3.244283e-10 GO_RESPONSE_TO_STEROID_HORMONE 6.701664e-10 GO_VESICLE_LUMEN 8.240357e-10 $Macrophage GO_EXTRACELLULAR_SPACE 2.901486e-24 GO_DEFENSE_RESPONSE 1.467856e-23 GO_POSITIVE_REGULATION_OF_IMMUNE_SYSTEM_PROCESS 1.752714e-23 GO_REGULATION_OF_IMMUNE_SYSTEM_PROCESS 1.716642e-22 GO_IMMUNE_SYSTEM_PROCESS 1.327685e-20 GO_IMMUNE_RESPONSE 5.253462e-20 GO_POSITIVE_REGULATION_OF_RESPONSE_TO_STIMULUS 7.157977e-19 GO_CELLULAR_RESPONSE_TO_ORGANIC_SUBSTANCE 2.577808e-18 GO_LOCOMOTION 2.726923e-17 GO_REGULATION_OF_IMMUNE_RESPONSE 2.965172e-17 $Neutrophils GO_DEFENSE_RESPONSE 1.037216e-19 GO_IMMUNE_SYSTEM_PROCESS 5.893223e-19 GO_IMMUNE_RESPONSE 2.126194e-17 GO_LOCOMOTION 9.755176e-16 GO_RAGE_RECEPTOR_BINDING 3.327406e-15 GO_LEUKOCYTE_MIGRATION 1.087103e-14 GO_MOVEMENT_OF_CELL_OR_SUBCELLULAR_COMPONENT 1.676794e-14 GO_CELL_MOTILITY 5.975138e-14 GO_DEFENSE_RESPONSE_TO_BACTERIUM 1.156263e-13 GO_RESPONSE_TO_BACTERIUM 1.610518e-13 $NK_cell GO_IMMUNE_SYSTEM_PROCESS 6.850441e-13 GO_IMMUNE_RESPONSE 3.790738e-12 GO_REGULATION_OF_IMMUNE_SYSTEM_PROCESS 5.566905e-12 GO_REGULATION_OF_IMMUNE_RESPONSE 1.324634e-11 GO_IMMUNE_EFFECTOR_PROCESS 9.244545e-10 GO_CELL_ACTIVATION 1.904677e-09 GO_LOCOMOTION 6.780014e-09 GO_CHEMOKINE_MEDIATED_SIGNALING_PATHWAY 8.849641e-09 GO_MONOCYTE_CHEMOTAXIS 8.983343e-09 GO_MOVEMENT_OF_CELL_OR_SUBCELLULAR_COMPONENT 1.776752e-08 $T_cells GO_IMMUNE_SYSTEM_PROCESS 2.656768e-20 GO_LEUKOCYTE_CELL_CELL_ADHESION 1.725333e-19 GO_REGULATION_OF_HOMOTYPIC_CELL_CELL_ADHESION 9.235680e-19 GO_REGULATION_OF_CELL_CELL_ADHESION 2.593590e-18 GO_REGULATION_OF_IMMUNE_SYSTEM_PROCESS 5.170135e-18 GO_REGULATION_OF_IMMUNE_RESPONSE 1.651073e-17 GO_REGULATION_OF_CELL_ACTIVATION 2.466145e-17 GO_IMMUNE_RESPONSE 6.553861e-17 GO_REGULATION_OF_CELL_ADHESION 9.940783e-17 GO_CELL_CELL_ADHESION 6.845895e-16 $Tissue_stem_cells GO_EXTRACELLULAR_SPACE 1.177286e-29 GO_EXTRACELLULAR_MATRIX 3.889831e-28 GO_PROTEINACEOUS_EXTRACELLULAR_MATRIX 5.561098e-23 GO_EXTRACELLULAR_STRUCTURE_ORGANIZATION 9.217916e-20 GO_MULTICELLULAR_ORGANISMAL_MACROMOLECULE_METABOLIC_PROCESS 1.027017e-17 GO_TISSUE_DEVELOPMENT 3.745985e-17 GO_CIRCULATORY_SYSTEM_DEVELOPMENT 5.397934e-17 GO_VASCULATURE_DEVELOPMENT 9.830049e-17 GO_MULTICELLULAR_ORGANISM_METABOLIC_PROCESS 2.721230e-16 GO_RESPONSE_TO_OXYGEN_CONTAINING_COMPOUND 8.634832e-15