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: 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


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
268AMHC38HumanOral cavityOSCC5.51e-085.68e-010.172
268AMHLN38HumanOral cavityOSCC4.47e-056.16e-010.168
Page: 1 

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.

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
GO:0006163ColorectumADpurine nucleotide metabolic process149/3918396/187231.08e-142.80e-12149
GO:0072521ColorectumADpurine-containing compound metabolic process153/3918416/187234.34e-141.01e-11153
GO:0009117ColorectumADnucleotide metabolic process168/3918489/187232.20e-123.36e-10168
GO:0006753ColorectumADnucleoside phosphate metabolic process169/3918497/187234.99e-126.98e-10169
GO:0044270ColorectumADcellular nitrogen compound catabolic process147/3918451/187233.35e-092.23e-07147
GO:0046700ColorectumADheterocycle catabolic process145/3918445/187234.37e-092.84e-07145
GO:0009144ColorectumADpurine nucleoside triphosphate metabolic process43/391888/187235.05e-093.19e-0743
GO:0034655ColorectumADnucleobase-containing compound catabolic process133/3918407/187231.56e-089.12e-07133
GO:0019439ColorectumADaromatic compound catabolic process146/3918467/187237.48e-083.84e-06146
GO:1901361ColorectumADorganic cyclic compound catabolic process153/3918495/187238.23e-084.18e-06153
GO:0009141ColorectumADnucleoside triphosphate metabolic process48/3918112/187231.27e-076.02e-0648
GO:0034340ColorectumADresponse to type I interferon22/391858/187232.23e-031.75e-0222
GO:0006195ColorectumADpurine nucleotide catabolic process18/391846/187233.67e-032.60e-0218
GO:0060337ColorectumADtype I interferon signaling pathway19/391850/187234.23e-032.91e-0219
GO:0071357ColorectumADcellular response to type I interferon19/391852/187236.92e-034.26e-0219
GO:0072523ColorectumADpurine-containing compound catabolic process19/391852/187236.92e-034.26e-0219
GO:00061631ColorectumSERpurine nucleotide metabolic process109/2897396/187234.26e-105.44e-08109
GO:00725211ColorectumSERpurine-containing compound metabolic process113/2897416/187234.80e-105.68e-08113
GO:00091441ColorectumSERpurine nucleoside triphosphate metabolic process38/289788/187234.82e-105.68e-0838
GO:00091171ColorectumSERnucleotide metabolic process122/2897489/187232.50e-081.76e-06122
Page: 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17 18 19 

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
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
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
Page: 1 2 

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
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
Page: 1