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: BHMT

Gene summary for BHMT

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

BHMT

Gene ID

635

Gene namebetaine--homocysteine S-methyltransferase
Gene AliasBHMT1
Cytomap5q14.1
Gene Typeprotein-coding
GO ID

GO:0000096

UniProtAcc

Q93088


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
635BHMTNAFLD1HumanLiverNAFLD1.78e-091.24e+00-0.04
635BHMTHCC2_MengHumanLiverHCC4.33e-03-1.86e-010.0107
635BHMTcirrhotic3HumanLiverCirrhotic2.51e-02-1.87e-010.0215
635BHMTHCC1HumanLiverHCC1.46e-253.96e+000.5336
635BHMTHCC2HumanLiverHCC6.21e-052.14e+000.5341
635BHMTPt14.bHumanLiverHCC8.57e-083.63e-010.018
635BHMTS014HumanLiverHCC6.14e-137.75e-010.2254
635BHMTS015HumanLiverHCC3.14e-151.16e+000.2375
635BHMTS016HumanLiverHCC1.62e-126.57e-010.2243
Page: 1 

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
∗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:00160535LiverNAFLDorganic acid biosynthetic process77/1882316/187231.03e-136.69e-1177
GO:00463945LiverNAFLDcarboxylic acid biosynthetic process75/1882314/187236.37e-133.39e-1075
GO:00442707LiverNAFLDcellular nitrogen compound catabolic process93/1882451/187231.04e-114.34e-0993
GO:00065203LiverNAFLDcellular amino acid metabolic process63/1882284/187231.14e-092.17e-0763
GO:00086523LiverNAFLDcellular amino acid biosynthetic process26/188276/187231.00e-081.33e-0626
GO:19016053LiverNAFLDalpha-amino acid metabolic process46/1882195/187232.74e-082.86e-0646
GO:19016073LiverNAFLDalpha-amino acid biosynthetic process22/188268/187234.13e-072.62e-0522
GO:00620125LiverNAFLDregulation of small molecule metabolic process63/1882334/187236.55e-073.79e-0563
GO:00067904LiverNAFLDsulfur compound metabolic process58/1882339/187233.79e-059.38e-0458
GO:0009066LiverNAFLDaspartate family amino acid metabolic process15/188249/187235.88e-051.30e-0315
GO:0000096LiverNAFLDsulfur amino acid metabolic process12/188234/187236.82e-051.45e-0312
GO:0009067LiverNAFLDaspartate family amino acid biosynthetic process9/188221/187239.81e-051.97e-039
GO:0006555LiverNAFLDmethionine metabolic process7/188216/187235.17e-047.15e-037
GO:00064793LiverNAFLDprotein methylation33/1882181/187235.36e-047.35e-0333
GO:00082133LiverNAFLDprotein alkylation33/1882181/187235.36e-047.35e-0333
GO:0009086LiverNAFLDmethionine biosynthetic process6/188212/187235.54e-047.46e-036
GO:0044272LiverNAFLDsulfur compound biosynthetic process28/1882148/187237.52e-049.52e-0328
GO:0000097LiverNAFLDsulfur amino acid biosynthetic process7/188217/187238.03e-049.95e-037
GO:00105653LiverNAFLDregulation of cellular ketone metabolic process25/1882133/187231.54e-031.66e-0225
GO:00421803LiverNAFLDcellular ketone metabolic process35/1882211/187232.09e-032.06e-0235
Page: 1 2 3 4 

check button Enriched KEGG pathways.
Pathway IDTissueDisease StageDescriptionGene RatioBg Ratiopvaluep.adjustqvalueCount
hsa00270LiverCirrhoticCysteine and methionine metabolism27/253052/84656.98e-044.15e-032.56e-0327
hsa00260LiverCirrhoticGlycine, serine and threonine metabolism22/253040/84657.85e-044.51e-032.78e-0322
hsa002701LiverCirrhoticCysteine and methionine metabolism27/253052/84656.98e-044.15e-032.56e-0327
hsa002601LiverCirrhoticGlycine, serine and threonine metabolism22/253040/84657.85e-044.51e-032.78e-0322
hsa002602LiverHCCGlycine, serine and threonine metabolism28/402040/84653.28e-031.07e-025.93e-0328
hsa002603LiverHCCGlycine, serine and threonine metabolism28/402040/84653.28e-031.07e-025.93e-0328
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
BHMTSNVMissense_Mutationrs376343021c.76N>Ap.Asp26Asnp.D26NQ93088protein_codingdeleterious(0)probably_damaging(1)TCGA-AC-A23H-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownPD
BHMTSNVMissense_Mutationc.215N>Cp.Gln72Prop.Q72PQ93088protein_codingdeleterious(0)probably_damaging(1)TCGA-B6-A0X5-01Breastbreast invasive carcinomaFemale<65I/IIUnknownUnknownPD
BHMTinsertionIn_Frame_Insnovelc.476_477insAGAGTACCTp.Glu159_Tyr160insGluTyrLeup.E159_Y160insEYLQ93088protein_codingTCGA-A8-A07J-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapy5-fluorouracilCR
BHMTSNVMissense_Mutationrs757263273c.362G>Ap.Gly121Glup.G121EQ93088protein_codingdeleterious(0)probably_damaging(0.999)TCGA-IR-A3LA-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinCR
BHMTSNVMissense_Mutationc.607N>Cp.Val203Leup.V203LQ93088protein_codingtolerated(0.07)possibly_damaging(0.501)TCGA-ZJ-AAXF-01Cervixcervical & endocervical cancerFemale<65I/IIUnknownUnknownSD
BHMTSNVMissense_Mutationrs758515635c.346N>Ap.Ala116Thrp.A116TQ93088protein_codingtolerated(0.08)possibly_damaging(0.839)TCGA-AA-3672-01Colorectumcolon adenocarcinomaFemale>=65III/IVUnknownUnknownSD
BHMTSNVMissense_Mutationc.213G>Ap.Met71Ilep.M71IQ93088protein_codingtolerated(0.28)benign(0.007)TCGA-AD-6895-01Colorectumcolon adenocarcinomaMale>=65III/IVUnknownUnknownSD
BHMTSNVMissense_Mutationc.101A>Tp.Glu34Valp.E34VQ93088protein_codingdeleterious(0)probably_damaging(1)TCGA-F4-6570-01Colorectumcolon adenocarcinomaFemale>=65I/IIUnknownUnknownSD
BHMTSNVMissense_Mutationc.769N>Gp.Asn257Aspp.N257DQ93088protein_codingtolerated(0.42)benign(0.027)TCGA-WS-AB45-01Colorectumcolon adenocarcinomaFemale<65I/IIUnknownUnknownSD
BHMTSNVMissense_Mutationrs111297335c.323G>Ap.Arg108Glnp.R108QQ93088protein_codingtolerated(0.05)benign(0.039)TCGA-AG-A002-01Colorectumrectum adenocarcinomaMale<65I/IIUnknownUnknownSD
Page: 1 2 3 4 5 6 

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
635BHMTDRUGGABLE GENOME, ENZYMECHEMBL1201130BETAINE HYDROCHLORIDE
Page: 1