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: HNMT

Gene summary for HNMT

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

HNMT

Gene ID

3176

Gene namehistamine N-methyltransferase
Gene AliasHMT
Cytomap2q22.1
Gene Typeprotein-coding
GO ID

GO:0001505

UniProtAcc

P50135


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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
3176HNMTNAFLD1HumanLiverNAFLD7.04e-032.53e-01-0.04
3176HNMTS43HumanLiverCirrhotic3.94e-26-6.32e-01-0.0187
3176HNMTHCC1_MengHumanLiverHCC7.46e-69-5.38e-020.0246
3176HNMTHCC2_MengHumanLiverHCC1.70e-35-1.46e-010.0107
3176HNMTcirrhotic1HumanLiverCirrhotic4.05e-182.55e-010.0202
3176HNMTcirrhotic2HumanLiverCirrhotic7.79e-182.84e-010.0201
3176HNMTcirrhotic3HumanLiverCirrhotic9.37e-11-2.73e-010.0215
3176HNMTp6HumanLiverCyst9.24e-06-8.10e-01-0.0218
3176HNMTHCC1HumanLiverHCC3.28e-103.08e+000.5336
3176HNMTHCC2HumanLiverHCC1.38e-063.56e+000.5341
3176HNMTHCC5HumanLiverHCC5.48e-111.08e+000.4932
3176HNMTPt13.bHumanLiverHCC1.02e-22-1.98e-010.0251
3176HNMTPt14.bHumanLiverHCC1.04e-06-1.11e-010.018
3176HNMTS028HumanLiverHCC2.93e-035.40e-010.2503
3176HNMTS029HumanLiverHCC8.67e-056.41e-010.2581
3176HNMTmale-WTAHumanThyroidPTC4.45e-082.07e-020.1037
3176HNMTPTC01HumanThyroidPTC2.26e-076.49e-020.1899
3176HNMTPTC05HumanThyroidPTC1.39e-083.22e-010.2065
3176HNMTPTC07HumanThyroidPTC6.35e-131.39e-010.2044
3176HNMTATC12HumanThyroidATC3.66e-061.43e-010.34
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check button Transcriptomic changes along malignancy continuum.
TissueExpression DynamicsAbbreviation
LiverThe 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.HCC: Hepatocellular carcinoma
NAFLD: Non-alcoholic fatty liver disease
ThyroidThe 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.ATC: Anaplastic thyroid cancer
HT: Hashimoto's thyroiditis
PTC: Papillary thyroid cancer
∗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:00463953LiverNAFLDcarboxylic acid catabolic process73/1882236/187234.16e-191.22e-1573
GO:00160544LiverNAFLDorganic acid catabolic process73/1882240/187231.20e-182.34e-1573
GO:00442825LiverNAFLDsmall molecule catabolic process91/1882376/187238.96e-161.31e-1291
GO:00194396LiverNAFLDaromatic compound catabolic process102/1882467/187232.29e-141.91e-11102
GO:19013616LiverNAFLDorganic cyclic compound catabolic process105/1882495/187237.04e-145.15e-11105
GO:00442707LiverNAFLDcellular nitrogen compound catabolic process93/1882451/187231.04e-114.34e-0993
GO:00467006LiverNAFLDheterocycle catabolic process92/1882445/187231.16e-114.52e-0992
GO:00485457LiverNAFLDresponse to steroid hormone75/1882339/187233.44e-111.12e-0875
GO:0009063LiverNAFLDcellular amino acid catabolic process36/1882110/187236.56e-111.99e-0836
GO:00065203LiverNAFLDcellular amino acid metabolic process63/1882284/187231.14e-092.17e-0763
GO:00513846LiverNAFLDresponse to glucocorticoid36/1882148/187233.88e-072.52e-0536
GO:00319606LiverNAFLDresponse to corticosteroid37/1882167/187233.03e-061.23e-0437
GO:00069703LiverNAFLDresponse to osmotic stress20/188284/187231.95e-043.41e-0320
GO:0009310LiverNAFLDamine catabolic process9/188229/187231.59e-031.71e-029
GO:0042220LiverNAFLDresponse to cocaine13/188255/187232.64e-032.42e-0213
GO:0042402LiverNAFLDcellular biogenic amine catabolic process8/188227/187233.97e-033.34e-028
GO:190136111LiverCirrhoticorganic cyclic compound catabolic process213/4634495/187231.58e-193.67e-17213
GO:001943911LiverCirrhoticaromatic compound catabolic process202/4634467/187236.93e-191.28e-16202
GO:004427011LiverCirrhoticcellular nitrogen compound catabolic process195/4634451/187232.99e-184.94e-16195
GO:004670011LiverCirrhoticheterocycle catabolic process192/4634445/187237.17e-181.12e-15192
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check button Enriched KEGG pathways.
Pathway IDTissueDisease StageDescriptionGene RatioBg Ratiopvaluep.adjustqvalueCount
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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
HNMTSNVMissense_Mutationc.82N>Ap.Glu28Lysp.E28KP50135protein_codingdeleterious(0)probably_damaging(1)TCGA-BH-A0HF-01Breastbreast invasive carcinomaFemale>=65I/IIHormone TherapyarimidexSD
HNMTSNVMissense_Mutationrs141349661c.497N>Tp.Ala166Valp.A166VP50135protein_codingdeleterious(0)benign(0.06)TCGA-BH-A0HF-01Breastbreast invasive carcinomaFemale>=65I/IIHormone TherapyarimidexSD
HNMTSNVMissense_Mutationc.423N>Ap.Met141Ilep.M141IP50135protein_codingdeleterious(0)possibly_damaging(0.86)TCGA-AA-3814-01Colorectumcolon adenocarcinomaFemale>=65I/IIUnknownUnknownSD
HNMTSNVMissense_Mutationc.471N>Ap.Phe157Leup.F157LP50135protein_codingtolerated(0.06)probably_damaging(0.978)TCGA-AA-A010-01Colorectumcolon adenocarcinomaFemale<65I/IIChemotherapyfolinicCR
HNMTSNVMissense_Mutationc.590A>Gp.Gln197Argp.Q197RP50135protein_codingtolerated(0.34)benign(0.031)TCGA-AD-6964-01Colorectumcolon adenocarcinomaMale<65III/IVChemotherapyfolfoxPD
HNMTSNVMissense_Mutationc.577N>Tp.Asp193Tyrp.D193YP50135protein_codingtolerated(0.08)possibly_damaging(0.867)TCGA-AZ-4615-01Colorectumcolon adenocarcinomaMale>=65III/IVChemotherapyxelodaPD
HNMTinsertionFrame_Shift_Insnovelc.570_571insCp.Gln192ProfsTer3p.Q192Pfs*3P50135protein_codingTCGA-A6-6653-01Colorectumcolon adenocarcinomaMale>=65I/IIUnknownUnknownSD
HNMTSNVMissense_Mutationnovelc.657N>Gp.Asp219Glup.D219EP50135protein_codingtolerated(1)benign(0)TCGA-A5-A0G2-01Endometriumuterine corpus endometrioid carcinomaFemale<65III/IVUnknownUnknownSD
HNMTSNVMissense_Mutationnovelc.784N>Ap.Leu262Ilep.L262IP50135protein_codingtolerated(1)benign(0)TCGA-A5-A0G2-01Endometriumuterine corpus endometrioid carcinomaFemale<65III/IVUnknownUnknownSD
HNMTSNVMissense_Mutationnovelc.358N>Cp.Ser120Prop.S120PP50135protein_codingdeleterious(0.02)probably_damaging(0.987)TCGA-A5-A2K7-01Endometriumuterine corpus endometrioid carcinomaFemale<65I/IIChemotherapytaxolSD
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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
3176HNMTENZYME, DRUGGABLE GENOMEAmodiaquineAMODIAQUINE
3176HNMTENZYME, DRUGGABLE GENOMEDABIGATRANDABIGATRAN22494098
3176HNMTENZYME, DRUGGABLE GENOMEMetoprineMETOPRINE
3176HNMTENZYME, DRUGGABLE GENOMEanthracyclines and related substances23441093,21900104
3176HNMTENZYME, DRUGGABLE GENOMEaspirinASPIRIN19178400
3176HNMTENZYME, DRUGGABLE GENOMEDiphenhydramineDIPHENHYDRAMINE
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