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: HMBS

Gene summary for HMBS

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

HMBS

Gene ID

3145

Gene namehydroxymethylbilane synthase
Gene AliasPBG-D
Cytomap11q23.3
Gene Typeprotein-coding
GO ID

GO:0006464

UniProtAcc

P08397


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
3145HMBSLZE4THumanEsophagusESCC3.74e-021.03e-010.0811
3145HMBSLZE7THumanEsophagusESCC3.42e-083.71e-010.0667
3145HMBSLZE8THumanEsophagusESCC5.58e-031.28e-010.067
3145HMBSLZE22D1HumanEsophagusHGIN1.30e-146.34e-010.0595
3145HMBSLZE22THumanEsophagusESCC1.85e-201.49e+000.068
3145HMBSLZE24THumanEsophagusESCC7.81e-124.79e-010.0596
3145HMBSLZE22D3HumanEsophagusHGIN1.48e-027.50e-010.0653
3145HMBSLZE21THumanEsophagusESCC2.77e-022.02e-010.0655
3145HMBSLZE6THumanEsophagusESCC4.19e-062.23e-010.0845
3145HMBSP1T-EHumanEsophagusESCC3.61e-042.67e-010.0875
3145HMBSP2T-EHumanEsophagusESCC9.23e-071.94e-010.1177
3145HMBSP4T-EHumanEsophagusESCC3.34e-368.79e-010.1323
3145HMBSP5T-EHumanEsophagusESCC1.19e-082.36e-010.1327
3145HMBSP8T-EHumanEsophagusESCC3.88e-092.45e-010.0889
3145HMBSP9T-EHumanEsophagusESCC4.49e-174.78e-010.1131
3145HMBSP10T-EHumanEsophagusESCC4.50e-121.91e-010.116
3145HMBSP11T-EHumanEsophagusESCC9.35e-104.50e-010.1426
3145HMBSP12T-EHumanEsophagusESCC5.48e-163.74e-010.1122
3145HMBSP15T-EHumanEsophagusESCC2.80e-092.40e-010.1149
3145HMBSP16T-EHumanEsophagusESCC4.87e-163.68e-010.1153
Page: 1 2 3 4 5 

check button Transcriptomic changes along malignancy continuum.
TissueExpression DynamicsAbbreviation
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
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
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
SkinThe 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.AK: Actinic keratosis
cSCC: Cutaneous squamous cell carcinoma
SCCIS:squamous cell carcinoma in situ
∗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:00067791EsophagusESCCporphyrin-containing compound biosynthetic process23/855231/187231.20e-035.88e-0323
GO:00330141EsophagusESCCtetrapyrrole biosynthetic process23/855231/187231.20e-035.88e-0323
GO:00461482EsophagusESCCpigment biosynthetic process40/855262/187232.14e-039.54e-0340
GO:00067832EsophagusESCCheme biosynthetic process20/855227/187232.61e-031.11e-0220
GO:00330132EsophagusESCCtetrapyrrole metabolic process37/855259/187236.23e-032.29e-0237
GO:00424401EsophagusESCCpigment metabolic process50/855284/187237.34e-032.64e-0250
GO:00421681EsophagusESCCheme metabolic process27/855242/187231.16e-023.90e-0227
GO:0042168LiverHCCheme metabolic process30/795842/187231.40e-041.13e-0330
GO:00330131LiverHCCtetrapyrrole metabolic process39/795859/187232.14e-041.63e-0339
GO:00067781LiverHCCporphyrin-containing compound metabolic process33/795849/187233.86e-042.62e-0333
GO:0042440LiverHCCpigment metabolic process51/795884/187235.74e-043.65e-0351
GO:0006783LiverHCCheme biosynthetic process19/795827/187233.18e-031.47e-0219
GO:0006779LiverHCCporphyrin-containing compound biosynthetic process21/795831/187234.01e-031.76e-0221
GO:0033014LiverHCCtetrapyrrole biosynthetic process21/795831/187234.01e-031.76e-0221
GO:0046148LiverHCCpigment biosynthetic process37/795862/187234.73e-032.02e-0237
GO:00461481Oral cavityOSCCpigment biosynthetic process36/730562/187231.82e-038.57e-0336
GO:00067831Oral cavityOSCCheme biosynthetic process17/730527/187231.01e-023.49e-0217
GO:0018198Oral cavityLPpeptidyl-cysteine modification20/462349/187239.35e-034.98e-0220
Page: 1 

check button Enriched KEGG pathways.
Pathway IDTissueDisease StageDescriptionGene RatioBg Ratiopvaluep.adjustqvalueCount
hsa012405EsophagusESCCBiosynthesis of cofactors97/4205153/84653.88e-041.35e-036.94e-0497
hsa0124012EsophagusESCCBiosynthesis of cofactors97/4205153/84653.88e-041.35e-036.94e-0497
hsa012402LiverHCCBiosynthesis of cofactors103/4020153/84654.67e-075.05e-062.81e-06103
hsa012403LiverHCCBiosynthesis of cofactors103/4020153/84654.67e-075.05e-062.81e-06103
hsa012404Oral cavityOSCCBiosynthesis of cofactors88/3704153/84653.84e-041.20e-036.12e-0488
hsa0124011Oral cavityOSCCBiosynthesis of cofactors88/3704153/84653.84e-041.20e-036.12e-0488
hsa0124021Oral cavityLPBiosynthesis of cofactors57/2418153/84651.17e-023.91e-022.52e-0257
hsa0124031Oral cavityLPBiosynthesis of cofactors57/2418153/84651.17e-023.91e-022.52e-0257
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
HMBSSNVMissense_Mutationc.41A>Gp.Asn14Serp.N14SP08397protein_codingtolerated(0.12)benign(0)TCGA-C8-A3M7-01Breastbreast invasive carcinomaFemale<65III/IVUnknownUnknownPD
HMBSSNVMissense_Mutationrs757873631c.961N>Tp.Arg321Cysp.R321CP08397protein_codingtolerated(0.06)benign(0.007)TCGA-D8-A13Y-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapydoxorubicinSD
HMBSinsertionIn_Frame_Insnovelc.492_493insCTCAGCCTGAACCAGACAAACACCCTGGACTTTTCAGTTCCAp.Arg164_Ser165insLeuSerLeuAsnGlnThrAsnThrLeuAspPheSerValProp.R164_S165insLSLNQTNTLDFSVPP08397protein_codingTCGA-A2-A0CP-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapycytoxanSD
HMBSinsertionIn_Frame_Insnovelc.631_632insTGGACGAGCAGCAGGAGTTCAp.Cys211delinsLeuAspGluGlnGlnGluPheSerp.C211delinsLDEQQEFSP08397protein_codingTCGA-BH-A0AY-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapySD
HMBSinsertionNonsense_Mutationnovelc.869_870insATAGAp.Ser290ArgfsTer2p.S290Rfs*2P08397protein_codingTCGA-BH-A0HL-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapycyclophosphamideSD
HMBSinsertionFrame_Shift_Insnovelc.870_871insGAAAAAGAAAATAATGp.Ile291GlufsTer21p.I291Efs*21P08397protein_codingTCGA-BH-A0HL-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapycyclophosphamideSD
HMBSinsertionFrame_Shift_Insnovelc.962_963dupGTp.Asn322ValfsTer23p.N322Vfs*23P08397protein_codingTCGA-GM-A2DB-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapytaxolCR
HMBSSNVMissense_Mutationnovelc.959N>Tp.Ala320Valp.A320VP08397protein_codingdeleterious(0.04)probably_damaging(0.999)TCGA-2W-A8YY-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinCR
HMBSSNVMissense_Mutationc.799N>Ap.Val267Metp.V267MP08397protein_codingdeleterious(0)probably_damaging(1)TCGA-AA-3715-01Colorectumcolon adenocarcinomaMale>=65I/IIUnknownUnknownPD
HMBSSNVMissense_Mutationrs201909197c.737G>Ap.Arg246Hisp.R246HP08397protein_codingdeleterious(0.02)possibly_damaging(0.863)TCGA-AA-3977-01Colorectumcolon adenocarcinomaMale>=65I/IIUnknownUnknownSD
Page: 1 2 3 4 5 

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
3145HMBSENZYMEP-9808
3145HMBSENZYMERAAV5-PBGD
3145HMBSENZYMEgivosiranGIVOSIRAN
3145HMBSENZYMEGivosiranGIVOSIRAN
Page: 1