# A tibble: 11 x 7 # Groups: cluster [11] p_val avg_log2FC pct.1 pct.2 p_val_adj cluster gene 1 4.30e- 34 1.25 0.967 0.533 4.03e- 30 0 XBP1 2 4.89e- 90 1.19 0.65 0.002 4.58e- 86 1 CD3D 3 7.50e- 20 1.13 1 0.83 7.02e- 16 2 JCHAIN 4 7.89e- 42 5.73 0.973 0.585 7.39e- 38 3 IGLL5 5 3.96e- 39 1.40 0.857 0.176 3.71e- 35 4 HSPA1B 6 8.31e- 25 0.660 0.292 0.014 7.78e- 21 5 RRM2 7 9.62e- 96 1.83 0.886 0.018 9.00e- 92 6 HLA-DQA1 8 9.50e-145 2.15 0.963 0 8.89e-141 7 MMP7 9 1.88e-124 2.77 0.909 0.003 1.76e-120 8 COL4A1 10 2.70e- 59 0.771 0.476 0.003 2.53e- 55 9 LEFTY1 11 1.06e-115 2.06 0.824 0.001 9.93e-112 10 CLEC4E $`0` GO_INNER_DYNEIN_ARM_ASSEMBLY 0.000000e+00 GO_OUTER_DYNEIN_ARM_ASSEMBLY 0.000000e+00 GO_PROTEIN_FOLDING_IN_ENDOPLASMIC_RETICULUM 2.109586e-08 GO_ENDOPLASMIC_RETICULUM_CHAPERONE_COMPLEX 1.251518e-07 GO_ER_NUCLEUS_SIGNALING_PATHWAY 3.712827e-07 GO_ENDOPLASMIC_RETICULUM_LUMEN 8.660136e-07 GO_SMOOTH_ENDOPLASMIC_RETICULUM 2.232924e-06 GO_ENDOCYTIC_VESICLE_LUMEN 4.371360e-06 GO_RESPONSE_TO_ENDOPLASMIC_RETICULUM_STRESS 4.881918e-06 GO_RESPONSE_TO_TOPOLOGICALLY_INCORRECT_PROTEIN 5.007319e-06 $`1` GO_IMMUNE_SYSTEM_PROCESS 9.144898e-23 GO_CELL_ACTIVATION 1.573236e-20 GO_LEUKOCYTE_ACTIVATION 3.003023e-19 GO_IMMUNE_RESPONSE 3.356614e-19 GO_LYMPHOCYTE_ACTIVATION 1.450857e-18 GO_LEUKOCYTE_CELL_CELL_ADHESION 1.462505e-17 GO_POSITIVE_REGULATION_OF_IMMUNE_SYSTEM_PROCESS 5.767040e-17 GO_REGULATION_OF_IMMUNE_SYSTEM_PROCESS 1.840498e-16 GO_REGULATION_OF_CELL_ACTIVATION 3.349679e-16 GO_CELL_CELL_ADHESION 5.573549e-16 $`2` GO_UNFOLDED_PROTEIN_BINDING 6.251556e-09 GO_PROTEIN_FOLDING 1.803577e-08 GO_PROTEIN_REFOLDING 3.195583e-08 GO_RESPONSE_TO_TOPOLOGICALLY_INCORRECT_PROTEIN 3.774354e-08 GO_CELLULAR_RESPONSE_TO_OXIDATIVE_STRESS 4.025372e-08 GO_RESPONSE_TO_OXIDATIVE_STRESS 6.239829e-08 GO_HISTONE_DEACETYLASE_BINDING 1.395788e-07 GO_ENDOPLASMIC_RETICULUM_CHAPERONE_COMPLEX 1.604850e-07 GO_REGULATION_OF_DNA_TEMPLATED_TRANSCRIPTION_IN_RESPONSE_TO_STRESS 3.257394e-07 GO_POSITIVE_REGULATION_OF_LEUKOCYTE_DIFFERENTIATION 3.610594e-07 $`3` GO_REGULATION_OF_CELL_ACTIVATION 0 GO_PROTEIN_ACTIVATION_CASCADE 0 GO_IMMUNE_SYSTEM_PROCESS 0 GO_POSITIVE_REGULATION_OF_RESPONSE_TO_STIMULUS 0 GO_ANTIGEN_RECEPTOR_MEDIATED_SIGNALING_PATHWAY 0 GO_ADAPTIVE_IMMUNE_RESPONSE_BASED_ON_SOMATIC_RECOMBINATION_OF_IMMUNE_RECEPTORS_BUILT_FROM_IMMUNOGLOBULIN_SUPERFAMILY_DOMAINS 0 GO_PHAGOCYTOSIS_ENGULFMENT 0 GO_REGULATION_OF_IMMUNE_RESPONSE 0 GO_VESICLE_MEDIATED_TRANSPORT 0 GO_LEUKOCYTE_MEDIATED_IMMUNITY 0 $`4` GO_RESPONSE_TO_TOPOLOGICALLY_INCORRECT_PROTEIN 4.897340e-17 GO_PROTEIN_FOLDING 4.404801e-14 GO_UNFOLDED_PROTEIN_BINDING 5.566963e-14 GO_RESPONSE_TO_ABIOTIC_STIMULUS 5.396570e-12 GO_PROTEIN_REFOLDING 8.245940e-11 GO_RESPONSE_TO_ORGANIC_CYCLIC_COMPOUND 7.734803e-10 GO_RESPONSE_TO_TEMPERATURE_STIMULUS 1.188278e-09 GO_REGULATION_OF_CELLULAR_RESPONSE_TO_HEAT 3.246118e-09 GO_NEGATIVE_REGULATION_OF_CELL_DEATH 9.433325e-09 GO_REGULATION_OF_DNA_TEMPLATED_TRANSCRIPTION_IN_RESPONSE_TO_STRESS 1.226074e-08 $`5` GO_DEOXYRIBONUCLEOTIDE_BIOSYNTHETIC_PROCESS 7.891453e-10 GO_CHROMOSOME 2.667825e-08 GO_DNA_REPLICATION 4.871649e-08 GO_CYTOSKELETON_ORGANIZATION 7.553495e-08 GO_DNA_CONFORMATION_CHANGE 8.683408e-08 GO_PROTEIN_COMPLEX_SUBUNIT_ORGANIZATION 3.100368e-07 GO_DEOXYRIBONUCLEOTIDE_METABOLIC_PROCESS 4.125518e-07 GO_MICROTUBULE_CYTOSKELETON_ORGANIZATION 5.649307e-07 GO_DNA_PACKAGING 6.224137e-07 GO_PROTEIN_HETEROTETRAMERIZATION 6.393169e-07 $`6` GO_LYSOZYME_ACTIVITY 0.000000e+00 GO_MHC_CLASS_II_PROTEIN_COMPLEX 3.965556e-22 GO_IMMUNE_RESPONSE 1.095591e-21 GO_IMMUNE_SYSTEM_PROCESS 2.328158e-18 GO_MHC_PROTEIN_COMPLEX 3.539822e-18 GO_DEFENSE_RESPONSE 1.205289e-15 GO_ANTIGEN_BINDING 6.715406e-14 GO_REGULATION_OF_CYTOKINE_PRODUCTION 1.291828e-13 GO_MHC_CLASS_II_RECEPTOR_ACTIVITY 2.988921e-12 GO_REGULATION_OF_HOMOTYPIC_CELL_CELL_ADHESION 6.231294e-12 $`7` GO_DRUG_CATABOLIC_PROCESS 0.000000e+00 GO_POSITIVE_REGULATION_OF_GUANYLATE_CYCLASE_ACTIVITY 0.000000e+00 GO_REGULATION_OF_ACROSOME_REACTION 0.000000e+00 GO_FUSION_OF_SPERM_TO_EGG_PLASMA_MEMBRANE 0.000000e+00 GO_REGULATION_OF_GUANYLATE_CYCLASE_ACTIVITY 0.000000e+00 GO_REGULATION_OF_PEPTIDYL_SERINE_PHOSPHORYLATION_OF_STAT_PROTEIN 0.000000e+00 GO_LYSOZYME_ACTIVITY 0.000000e+00 GO_EXTRACELLULAR_SPACE 1.357737e-46 GO_MEMBRANE_REGION 2.388181e-23 GO_TISSUE_DEVELOPMENT 4.840379e-23 $`8` GO_FUSION_OF_SPERM_TO_EGG_PLASMA_MEMBRANE 0.000000e+00 GO_EXTRACELLULAR_MATRIX 1.345876e-47 GO_EXTRACELLULAR_SPACE 3.665299e-39 GO_CIRCULATORY_SYSTEM_DEVELOPMENT 7.419358e-38 GO_TISSUE_DEVELOPMENT 2.185144e-37 GO_EXTRACELLULAR_STRUCTURE_ORGANIZATION 3.460838e-36 GO_PROTEINACEOUS_EXTRACELLULAR_MATRIX 5.826580e-35 GO_VASCULATURE_DEVELOPMENT 9.151123e-32 GO_BLOOD_VESSEL_MORPHOGENESIS 5.651524e-27 GO_ANATOMICAL_STRUCTURE_FORMATION_INVOLVED_IN_MORPHOGENESIS 2.869897e-26 $`9` GO_RENAL_VESICLE_DEVELOPMENT 0.000000e+00 GO_GLUCOCORTICOID_BIOSYNTHETIC_PROCESS 0.000000e+00 GO_FUSION_OF_SPERM_TO_EGG_PLASMA_MEMBRANE 0.000000e+00 GO_GLIAL_CELL_FATE_COMMITMENT 0.000000e+00 GO_LYSOZYME_ACTIVITY 0.000000e+00 GO_EPHRIN_RECEPTOR_ACTIVITY 0.000000e+00 GO_EXTRACELLULAR_SPACE 4.559758e-18 GO_MEMBRANE_REGION 1.628243e-17 GO_PLASMA_MEMBRANE_REGION 1.078033e-15 GO_TISSUE_DEVELOPMENT 1.035253e-13 $`10` GO_LYSOZYME_ACTIVITY 0.000000e+00 GO_RESPONSE_TO_EXTERNAL_STIMULUS 3.168830e-20 GO_INFLAMMATORY_RESPONSE 1.098209e-19 GO_DEFENSE_RESPONSE 1.108928e-18 GO_RESPONSE_TO_BIOTIC_STIMULUS 3.155327e-17 GO_IMMUNE_RESPONSE 3.566678e-17 GO_IMMUNE_SYSTEM_PROCESS 3.560348e-16 GO_RESPONSE_TO_BACTERIUM 5.666466e-15 GO_NEGATIVE_REGULATION_OF_INTRACELLULAR_SIGNAL_TRANSDUCTION 1.300803e-13 GO_LOCOMOTION 1.600901e-13 # A tibble: 7 x 7 # Groups: cluster [7] p_val avg_log2FC pct.1 pct.2 p_val_adj cluster gene 1 4.49e- 83 3.85 0.985 0.603 4.20e- 79 B_cell JCHAIN 2 1.92e-120 1.32 0.8 0 1.80e-116 Endothelial_cells CLEC14A 3 3.02e-111 1.31 0.75 0 2.83e-107 Epithelial_cells EPCAM 4 2.03e- 77 1.29 0.667 0.009 1.90e- 73 Neutrophils TYROBP 5 1.22e- 21 0.465 0.231 0.003 1.14e- 17 NK_cell KLRD1 6 1.46e- 98 1.25 0.702 0.002 1.37e- 94 T_cells CD3D 7 5.90e-130 4.14 0.929 0.001 5.52e-126 Tissue_stem_cells COL1A2 $B_cell GO_INNER_DYNEIN_ARM_ASSEMBLY 0.000000e+00 GO_OUTER_DYNEIN_ARM_ASSEMBLY 0.000000e+00 GO_PROTEIN_BINDING_INVOLVED_IN_PROTEIN_FOLDING 9.044077e-09 GO_PROTEIN_FOLDING_IN_ENDOPLASMIC_RETICULUM 9.884530e-08 GO_ENDOCYTIC_VESICLE_LUMEN 9.884530e-08 GO_POSITIVE_REGULATION_OF_LEUKOCYTE_DIFFERENTIATION 2.172971e-07 GO_PROTEIN_FOLDING 4.174687e-07 GO_POSITIVE_REGULATION_OF_IMMUNE_SYSTEM_PROCESS 4.401570e-07 GO_ENDOPLASMIC_RETICULUM_CHAPERONE_COMPLEX 5.830902e-07 GO_RESPONSE_TO_TOPOLOGICALLY_INCORRECT_PROTEIN 6.400898e-07 $Endothelial_cells GO_CIRCULATORY_SYSTEM_DEVELOPMENT GO_EXTRACELLULAR_MATRIX 1.062224e-20 1.503286e-18 GO_VASCULATURE_DEVELOPMENT GO_EXTRACELLULAR_SPACE 5.184347e-18 9.255726e-17 GO_EXTRACELLULAR_STRUCTURE_ORGANIZATION GO_BLOOD_VESSEL_MORPHOGENESIS 2.107593e-16 2.834638e-16 GO_TISSUE_DEVELOPMENT GO_PROTEINACEOUS_EXTRACELLULAR_MATRIX 4.522746e-16 6.364622e-15 GO_BIOLOGICAL_ADHESION GO_BASEMENT_MEMBRANE 6.927371e-15 6.184460e-14 $Epithelial_cells GO_RENAL_VESICLE_DEVELOPMENT 0.000000e+00 GO_POSITIVE_REGULATION_OF_GUANYLATE_CYCLASE_ACTIVITY 0.000000e+00 GO_GLUCOCORTICOID_BIOSYNTHETIC_PROCESS 0.000000e+00 GO_REGULATION_OF_ACROSOME_REACTION 0.000000e+00 GO_FUSION_OF_SPERM_TO_EGG_PLASMA_MEMBRANE 0.000000e+00 GO_REGULATION_OF_GUANYLATE_CYCLASE_ACTIVITY 0.000000e+00 GO_REGULATION_OF_PEPTIDYL_SERINE_PHOSPHORYLATION_OF_STAT_PROTEIN 0.000000e+00 GO_LYSOZYME_ACTIVITY 0.000000e+00 GO_EXTRACELLULAR_SPACE 2.336921e-39 GO_PLASMA_MEMBRANE_REGION 3.334336e-23 $Neutrophils GO_LYSOZYME_ACTIVITY 0.000000e+00 GO_IMMUNE_RESPONSE 1.139434e-25 GO_IMMUNE_SYSTEM_PROCESS 8.178067e-25 GO_DEFENSE_RESPONSE 5.545942e-22 GO_REGULATION_OF_IMMUNE_SYSTEM_PROCESS 1.831356e-21 GO_INFLAMMATORY_RESPONSE 1.007959e-19 GO_RESPONSE_TO_EXTERNAL_STIMULUS 4.992232e-18 GO_POSITIVE_REGULATION_OF_RESPONSE_TO_STIMULUS 1.221375e-17 GO_EXTRACELLULAR_SPACE 5.990426e-16 GO_REGULATION_OF_RESPONSE_TO_WOUNDING 4.885200e-15 $NK_cell GO_MHC_PROTEIN_BINDING 4.741418e-06 GO_CELLULAR_DEFENSE_RESPONSE 1.418428e-05 GO_REGULATION_OF_FEVER_GENERATION 1.860220e-05 GO_REGULATION_OF_CHRONIC_INFLAMMATORY_RESPONSE 1.860220e-05 GO_CALCIUM_ION_REGULATED_EXOCYTOSIS_OF_NEUROTRANSMITTER 3.097053e-05 GO_RECEPTOR_INHIBITOR_ACTIVITY 3.097053e-05 GO_DISRUPTION_OF_CELLS_OF_OTHER_ORGANISM 4.640615e-05 GO_REGULATION_OF_HEAT_GENERATION 4.640615e-05 GO_NEUREXIN_FAMILY_PROTEIN_BINDING 4.640615e-05 GO_GRANULOCYTE_MIGRATION 4.721668e-05 $T_cells GO_IMMUNE_SYSTEM_PROCESS 6.959682e-22 GO_CELL_ACTIVATION 1.957627e-20 GO_LEUKOCYTE_ACTIVATION 3.618340e-19 GO_IMMUNE_RESPONSE 4.324621e-19 GO_LYMPHOCYTE_ACTIVATION 1.720560e-18 GO_POSITIVE_REGULATION_OF_IMMUNE_SYSTEM_PROCESS 1.266679e-17 GO_LEUKOCYTE_CELL_CELL_ADHESION 1.689947e-17 GO_REGULATION_OF_IMMUNE_SYSTEM_PROCESS 5.152942e-17 GO_REGULATION_OF_CELL_ACTIVATION 3.970449e-16 GO_CELL_CELL_ADHESION 6.572832e-16 $Tissue_stem_cells GO_FUSION_OF_SPERM_TO_EGG_PLASMA_MEMBRANE 0.000000e+00 GO_BANDED_COLLAGEN_FIBRIL 0.000000e+00 GO_PLATELET_DERIVED_GROWTH_FACTOR_BINDING 0.000000e+00 GO_EXTRACELLULAR_MATRIX 1.465710e-48 GO_TISSUE_DEVELOPMENT 1.545331e-37 GO_PROTEINACEOUS_EXTRACELLULAR_MATRIX 2.760165e-37 GO_EXTRACELLULAR_STRUCTURE_ORGANIZATION 1.004641e-34 GO_EXTRACELLULAR_SPACE 5.080392e-32 GO_CIRCULATORY_SYSTEM_DEVELOPMENT 8.565242e-30 GO_VASCULATURE_DEVELOPMENT 7.568740e-27