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

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Center for Computational Systems Medicine
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Gene summary

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Malignant transformation analysis

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Malignant transformation related pathway analysis

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Cell-cell communication analysis

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Single-cell gene regulatory network inference analysis

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Somatic mutation of malignant transformation related genes

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Related drugs of malignant transformation related genes

Gene: AMH

Gene summary for AMH

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

AMH

Gene ID

268

Gene nameanti-Mullerian hormone
Gene AliasMIF
Cytomap19p13.3
Gene Typeprotein-coding
GO ID

GO:0000003

UniProtAcc

P03971


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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
268AMHC38HumanOral cavityOSCC5.51e-085.68e-010.172
268AMHLN38HumanOral cavityOSCC4.47e-056.16e-010.168
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check button Transcriptomic changes along malignancy continuum.
TissueExpression DynamicsAbbreviation
Oral CavityThe 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.EOLP: Erosive Oral lichen planus
LP: leukoplakia
NEOLP: Non-erosive oral lichen planus
OSCC: Oral squamous cell carcinoma
∗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.

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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).
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check button Enriched GO biological processes.
GO IDTissueDisease StageDescriptionGene RatioBg Ratiopvaluep.adjustCount
GO:000630212ThyroidATCdouble-strand break repair110/6293251/187234.48e-042.65e-03110
GO:005160712ThyroidATCdefense response to virus115/6293265/187235.31e-043.09e-03115
GO:014054612ThyroidATCdefense response to symbiont115/6293265/187235.31e-043.09e-03115
GO:006033811ThyroidATCregulation of type I interferon-mediated signaling pathway22/629336/187236.58e-043.73e-0322
GO:004508813ThyroidATCregulation of innate immune response94/6293218/187232.05e-039.71e-0394
GO:000283213ThyroidATCnegative regulation of response to biotic stimulus49/6293108/187237.19e-032.84e-0249
GO:009030511ThyroidATCnucleic acid phosphodiester bond hydrolysis107/6293261/187237.21e-032.84e-02107
GO:000920013ThyroidATCdeoxyribonucleoside triphosphate metabolic process11/629317/187238.56e-033.26e-0211
GO:19011363ThyroidATCcarbohydrate derivative catabolic process73/6293172/187239.43e-033.47e-0273
GO:00725232ThyroidATCpurine-containing compound catabolic process26/629352/187231.05e-023.82e-0226
GO:00603394ThyroidATCnegative regulation of type I interferon-mediated signaling pathway12/629320/187231.39e-024.81e-0212
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check button Enriched KEGG pathways.
Pathway IDTissueDisease StageDescriptionGene RatioBg Ratiopvaluep.adjustqvalueCount
hsa0439016Oral cavityOSCCHippo signaling pathway86/3704157/84653.30e-038.24e-034.20e-0386
hsa043506Oral cavityOSCCTGF-beta signaling pathway60/3704108/84658.66e-031.97e-021.00e-0260
hsa0439017Oral cavityOSCCHippo signaling pathway86/3704157/84653.30e-038.24e-034.20e-0386
hsa0435013Oral cavityOSCCTGF-beta signaling pathway60/3704108/84658.66e-031.97e-021.00e-0260
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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
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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.
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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
AMHSNVMissense_Mutationnovelc.1441G>Ap.Glu481Lysp.E481KP03971protein_codingdeleterious(0.05)probably_damaging(0.969)TCGA-E9-A2JS-01Breastbreast invasive carcinomaFemale>=65I/IIChemotherapycyclophosphamidePD
AMHSNVMissense_Mutationc.509N>Ap.Pro170Hisp.P170HP03971protein_codingtolerated(0.06)benign(0.037)TCGA-AZ-6598-01Colorectumcolon adenocarcinomaFemale>=65I/IIUnknownUnknownSD
AMHSNVMissense_Mutationrs371130597c.346N>Tp.Arg116Trpp.R116WP03971protein_codingdeleterious(0)benign(0.35)TCGA-CM-4746-01Colorectumcolon adenocarcinomaMale<65I/IIUnknownUnknownSD
AMHinsertionFrame_Shift_Insrs769922506c.208dupCp.Leu70ProfsTer11p.L70Pfs*11P03971protein_codingTCGA-AZ-4615-01Colorectumcolon adenocarcinomaMale>=65III/IVChemotherapyxelodaPD
AMHSNVMissense_Mutationnovelc.41C>Ap.Ser14Tyrp.S14YP03971protein_codingtolerated_low_confidence(0.59)benign(0.086)TCGA-EO-A22U-01Endometriumuterine corpus endometrioid carcinomaFemale>=65I/IIUnknownUnknownSD
AMHdeletionFrame_Shift_Delc.203delNp.Leu70CysfsTer7p.L70Cfs*7P03971protein_codingTCGA-AX-A2HG-01Endometriumuterine corpus endometrioid carcinomaFemale<65I/IIUnknownUnknownSD
AMHinsertionFrame_Shift_Insnovelc.470_471insCp.Glu160ArgfsTer14p.E160Rfs*14P03971protein_codingTCGA-B5-A1MW-01Endometriumuterine corpus endometrioid carcinomaFemale<65I/IIUnknownUnknownPD
AMHinsertionFrame_Shift_Insnovelc.283dupCp.Arg95ProfsTer13p.R95Pfs*13P03971protein_codingTCGA-DF-A2KY-01Endometriumuterine corpus endometrioid carcinomaFemale<65III/IVChemotherapycarboplatinSD
AMHSNVMissense_Mutationc.356N>Tp.Gly119Valp.G119VP03971protein_codingtolerated(0.05)benign(0.297)TCGA-ED-A7XP-01Liverliver hepatocellular carcinomaFemale<65I/IIUnknownUnknownPD
AMHSNVMissense_Mutationnovelc.1438N>Tp.Pro480Serp.P480SP03971protein_codingdeleterious(0)probably_damaging(0.999)TCGA-55-7576-01Lunglung adenocarcinomaMale<65I/IIChemotherapyalimtaCR
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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
268AMHGROWTH FACTOR, HORMONE ACTIVITY, DRUGGABLE GENOME, TRANSCRIPTION FACTORDESDIETHYLSTILBESTROL9751506
268AMHGROWTH FACTOR, HORMONE ACTIVITY, DRUGGABLE GENOME, TRANSCRIPTION FACTORGONADOTROPINS347363,8810722
268AMHGROWTH FACTOR, HORMONE ACTIVITY, DRUGGABLE GENOME, TRANSCRIPTION FACTORHUMAN CHORIONIC GONADOTROPIN10443662
268AMHGROWTH FACTOR, HORMONE ACTIVITY, DRUGGABLE GENOME, TRANSCRIPTION FACTORDIETHYLSTILBESTROLDIETHYLSTILBESTROL2286533
268AMHGROWTH FACTOR, HORMONE ACTIVITY, DRUGGABLE GENOME, TRANSCRIPTION FACTORTESTOSTERONETESTOSTERONE11248089,11545286,1292985,14584782,11315948,7962305,7818099
268AMHGROWTH FACTOR, HORMONE ACTIVITY, DRUGGABLE GENOME, TRANSCRIPTION FACTORRETINOIC ACID8326606,7815634
268AMHGROWTH FACTOR, HORMONE ACTIVITY, DRUGGABLE GENOME, TRANSCRIPTION FACTORHORMONES12428210
268AMHGROWTH FACTOR, HORMONE ACTIVITY, DRUGGABLE GENOME, TRANSCRIPTION FACTORETHINYL ESTRADIOL4049280
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