Schematic overview of the cellular and molecular mechanisms involved in the cancer progression, including the proposed cellular and molecular mechanisms in cancer cells trajectory. AT1: alveolar type 1 cells; AT2: alveolar type 2 cells; AAH: atypical adenomatous hyperplasia; AIS: adenocarcinoma in situ; MIA: minimally invasive adenocarcinoma; IA: invasive adenocarcinoma; EMT: epithelial-mesenchymal transition

Home

Download

Statistics

Help

Contact

Center for Computational Systems Medicine
leaf

Gene summary

leaf

Malignant transformation analysis

leaf

Malignant transformation related pathway analysis

leaf

Cell-cell communication analysis

leaf

Single-cell gene regulatory network inference analysis

leaf

Somatic mutation of malignant transformation related genes

leaf

Related drugs of malignant transformation related genes

Gene: MUC16

Gene summary for MUC16

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

MUC16

Gene ID

94025

Gene namemucin 16, cell surface associated
Gene AliasCA125
Cytomap19p13.2
Gene Typeprotein-coding
GO ID

GO:0007155

UniProtAcc

B3KY81


Top

Malignant transformation analysis

check button Identification of the aberrant gene expression in precancerous and cancerous lesions by comparing the gene expression of stem-like cells in diseased tissues with normal stem cells
check button Malignant transformation involving gene list.
Entrez IDSymbolReplicatesSpeciesOrganTissueAdj P-valueLog2FCMalignancy
94025MUC16CA_HPV_1HumanCervixCC3.87e-21-6.99e-010.0264
94025MUC16CA_HPV_2HumanCervixCC1.36e-10-5.72e-010.0391
94025MUC16CA_HPV_3HumanCervixCC1.28e-17-6.63e-010.0414
94025MUC16HSIL_HPV_1HumanCervixHSIL_HPV1.16e-07-5.44e-010.0116
94025MUC16HSIL_HPV_2HumanCervixHSIL_HPV1.62e-02-1.22e-010.0208
94025MUC16N_HPV_1HumanCervixN_HPV7.71e-16-6.38e-010.0079
94025MUC16N_HPV_2HumanCervixN_HPV5.51e-18-6.49e-01-0.0131
94025MUC16CCI_2HumanCervixCC2.35e-02-4.18e-010.5249
94025MUC16CCI_3HumanCervixCC7.40e-07-7.02e-010.516
94025MUC16CCII_1HumanCervixCC3.15e-09-6.72e-010.3249
94025MUC16TumorHumanCervixCC2.08e-15-5.63e-010.1241
94025MUC16sample1HumanCervixCC1.45e-021.57e-010.0959
94025MUC16sample3HumanCervixCC4.86e-18-3.16e-010.1387
94025MUC16H2HumanCervixHSIL_HPV2.20e-175.53e-010.0632
94025MUC16L1HumanCervixCC3.35e-09-6.70e-010.0802
94025MUC16T3HumanCervixCC4.45e-18-3.50e-010.1389
94025MUC16AEH-subject1HumanEndometriumAEH4.25e-116.27e-01-0.3059
94025MUC16AEH-subject2HumanEndometriumAEH2.06e-331.10e+00-0.2525
94025MUC16AEH-subject4HumanEndometriumAEH3.51e-137.22e-01-0.2657
94025MUC16EEC-subject2HumanEndometriumEEC1.81e-451.15e+00-0.2607
Page: 1 2 3 

check button Transcriptomic changes along malignancy continuum.
TissueExpression DynamicsAbbreviation
CervixThe image shows the transcriptomic changes along malignancy continuum.log2FC in expression of this searched gene in stem-like cells from each diseased tissue sample relative to stem-like cells in normal samples in each tissue plotted against the malignancy continuum. Samples are colored based on if they are from different disease stage.CC: Cervix cancer
HSIL_HPV: HPV-infected high-grade squamous intraepithelial lesions
N_HPV: HPV-infected normal cervix
EndometriumThe image shows the transcriptomic changes along malignancy continuum.log2FC in expression of this searched gene in stem-like cells from each diseased tissue sample relative to stem-like cells in normal samples in each tissue plotted against the malignancy continuum. Samples are colored based on if they are from different disease stage.AEH: Atypical endometrial hyperplasia
EEC: Endometrioid Cancer
EsophagusThe image shows the transcriptomic changes along malignancy continuum.log2FC in expression of this searched gene in stem-like cells from each diseased tissue sample relative to stem-like cells in normal samples in each tissue plotted against the malignancy continuum. Samples are colored based on if they are from different disease stage.ESCC: Esophageal squamous cell carcinoma
HGIN: High-grade intraepithelial neoplasias
LGIN: Low-grade intraepithelial neoplasias
∗log2FC in expression of this searched gene in stem-like cells from each diseased tissue sample relative to stem-like cells in normal samples in each tissue plotted against the malignancy continuum. Samples are colored based on if they are from different disease stage.

Top

Malignant transformation related pathway analysis

check buttonFind out the enriched GO biological processes and KEGG pathways involved in transition from healthy to precancer to cancer
check button Figure of enriched GO biological processes.
TissueDisease StageEnriched GO biological Processes
ColorectumADGO analysis - Figure of enriched GO biological processes: Top 15 enriched GO BP terms are showed in the bar plot of each disease state in each tissue. Each row represents a significant GO biological process which is colored according to the -log10(p.adjust).
ColorectumSERGO analysis - Figure of enriched GO biological processes: Top 15 enriched GO BP terms are showed in the bar plot of each disease state in each tissue. Each row represents a significant GO biological process which is colored according to the -log10(p.adjust).
ColorectumMSSGO analysis - Figure of enriched GO biological processes: Top 15 enriched GO BP terms are showed in the bar plot of each disease state in each tissue. Each row represents a significant GO biological process which is colored according to the -log10(p.adjust).
ColorectumMSI-HGO analysis - Figure of enriched GO biological processes: Top 15 enriched GO BP terms are showed in the bar plot of each disease state in each tissue. Each row represents a significant GO biological process which is colored according to the -log10(p.adjust).
ColorectumFAPGO analysis - Figure of enriched GO biological processes: Top 15 enriched GO BP terms are showed in the bar plot of each disease state in each tissue. Each row represents a significant GO biological process which is colored according to the -log10(p.adjust).
∗Top 15 enriched GO BP terms are showed in the bar plot of each disease state in each tissue. Each row represents a significant GO biological process which is colored according to the -log10(p.adjust).
Page: 1 2 3 4 5 6 7 8 9 

check button Enriched GO biological processes.
GO IDTissueDisease StageDescriptionGene RatioBg Ratiopvaluep.adjustCount
Page: 1 

check button Enriched KEGG pathways.
Pathway IDTissueDisease StageDescriptionGene RatioBg Ratiopvaluep.adjustqvalueCount
Page: 1 

Top

Cell-cell communication analysis

check buttonIdentification of potential cell-cell interactions between two cell types and their ligand-receptor pairs for different disease states
LigandReceptorLRpairPathwayTissueDisease Stage
Page: 1 

Top

Single-cell gene regulatory network inference analysis

check buttonFind out the significant the regulons (TFs) and the target genes of each regulon across cell types for different disease states
TFCell TypeTissueDisease StageTarget GeneRSSRegulon Activity
∗The dot plots of a searched regulon are shown for all cell subpopulations in each disease state of each tissue based on the regulon specific score inferred using pySCENIC and by calculating the average expression.
Page: 1 

Top

Somatic mutation of malignant transformation related genes

check buttonAnnotation of somatic variants for genes involved in malignant transformation
Hugo SymbolVariant ClassVariant ClassificationdbSNP RSHGVScHGVSpHGVSp ShortSWISSPROTBIOTYPESIFTPolyPhenTumor Sample BarcodeTissueHistologySexAgeStageTherapy TypesDrugsOutcome
MUC16SNVMissense_Mutationnovelc.39076N>Ap.Glu13026Lysp.E13026KQ8WXI7protein_codingbenign(0.071)TCGA-5L-AAT0-01Breastbreast invasive carcinomaFemale<65I/IIHormone TherapytamoxiphenSD
MUC16SNVMissense_Mutationrs372572295c.23866N>Ap.Asp7956Asnp.D7956NQ8WXI7protein_codingbenign(0.001)TCGA-5L-AAT1-01Breastbreast invasive carcinomaFemale<65III/IVHormone TherapyletrozolSD
MUC16SNVMissense_Mutationc.13849N>Ap.Glu4617Lysp.E4617KQ8WXI7protein_codingpossibly_damaging(0.583)TCGA-5L-AAT1-01Breastbreast invasive carcinomaFemale<65III/IVHormone TherapyletrozolSD
MUC16SNVMissense_Mutationnovelc.26446N>Ap.His8816Asnp.H8816NQ8WXI7protein_codingpossibly_damaging(0.851)TCGA-5T-A9QA-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapytaxolSD
MUC16SNVMissense_Mutationc.4591N>Ap.Asp1531Asnp.D1531NQ8WXI7protein_codingbenign(0.07)TCGA-A1-A0SE-01Breastbreast invasive carcinomaFemale<65I/IIUnknownUnknownSD
MUC16SNVMissense_Mutationc.15224N>Tp.Gly5075Valp.G5075VQ8WXI7protein_codingpossibly_damaging(0.685)TCGA-A1-A0SF-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapytcSD
MUC16SNVMissense_Mutationnovelc.27539C>Tp.Ser9180Leup.S9180LQ8WXI7protein_codingbenign(0.005)TCGA-A2-A0CR-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapyadriamycinCR
MUC16SNVMissense_Mutationnovelc.16112N>Tp.Ser5371Phep.S5371FQ8WXI7protein_codingpossibly_damaging(0.578)TCGA-A2-A0D0-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapycytoxanSD
MUC16SNVMissense_Mutationrs776081952c.7694C>Tp.Thr2565Metp.T2565MQ8WXI7protein_codingbenign(0)TCGA-A2-A0D1-01Breastbreast invasive carcinomaFemale>=65I/IIChemotherapytaxotereSD
MUC16SNVMissense_Mutationnovelc.7235G>Ap.Arg2412Lysp.R2412KQ8WXI7protein_codingpossibly_damaging(0.567)TCGA-A2-A0EP-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapycyclophosphamideCR
Page: 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17 18 19 20 21 22 23 24 25 26 27 28 29 30 31 32 33 34 35 36 37 38 39 40 41 42 43 44 45 46 47 48 49 50 51 52 53 54 55 56 57 58 59 60 61 62 63 64 65 66 67 68 69 70 71 72 73 74 75 76 77 78 79 80 81 82 83 84 85 86 87 88 89 90 91 92 93 94 95 96 97 98 99 100 101 102 103 104 105 106 107 108 109 110 111 112 113 114 115 116 117 118 119 120 121 122 123 124 125 126 127 128 129 130 131 132 133 134 135 136 137 138 139 140 141 142 143 144 145 146 147 148 149 150 151 152 153 154 155 156 157 158 159 160 161 162 163 164 165 166 167 168 169 170 171 172 173 174 175 176 177 178 179 180 181 182 183 184 185 186 187 188 189 190 191 192 193 194 195 196 197 198 199 200 201 202 203 204 205 206 207 208 209 210 211 212 213 214 215 216 217 218 219 220 221 222 223 224 225 226 227 228 229 230 231 232 233 234 

Top

Related drugs of malignant transformation related genes

check buttonIdentification of chemicals and drugs interact with genes involved in malignant transfromation
(DGIdb 4.0)
Entrez IDSymbolCategoryInteraction TypesDrug Claim NameDrug NamePMIDs
94025MUC16DRUGGABLE GENOMECHEMBL1742981ABAGOVOMAB
94025MUC16DRUGGABLE GENOMEOregovomabOREGOVOMAB24886523
94025MUC16DRUGGABLE GENOMEDMUC-5754ASOFITUZUMAB VEDOTIN
94025MUC16DRUGGABLE GENOMEopioids
94025MUC16DRUGGABLE GENOMEDIFFERENTIATING AGENTS1720110
94025MUC16DRUGGABLE GENOMEDOCETAXELDOCETAXEL9288793,14756546
94025MUC16DRUGGABLE GENOMECYCLOSPORINECYCLOSPORINE12169874
94025MUC16DRUGGABLE GENOMEN/A
94025MUC16DRUGGABLE GENOMETOPOTECANTOPOTECAN17227902
94025MUC16DRUGGABLE GENOMEB43.139671143
Page: 1 2