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: SCMH1

Gene summary for SCMH1

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

SCMH1

Gene ID

22955

Gene nameScm polycomb group protein homolog 1
Gene AliasScml3
Cytomap1p34.2
Gene Typeprotein-coding
GO ID

GO:0000003

UniProtAcc

Q96GD3


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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
22955SCMH1P11T-EHumanEsophagusESCC2.92e-061.68e-010.1426
22955SCMH1P12T-EHumanEsophagusESCC6.19e-131.85e-010.1122
22955SCMH1P15T-EHumanEsophagusESCC1.24e-181.82e-010.1149
22955SCMH1P16T-EHumanEsophagusESCC7.09e-142.29e-010.1153
22955SCMH1P17T-EHumanEsophagusESCC3.05e-021.36e-010.1278
22955SCMH1P20T-EHumanEsophagusESCC1.07e-121.60e-010.1124
22955SCMH1P21T-EHumanEsophagusESCC5.72e-222.65e-010.1617
22955SCMH1P22T-EHumanEsophagusESCC1.45e-131.79e-010.1236
22955SCMH1P23T-EHumanEsophagusESCC4.24e-072.16e-010.108
22955SCMH1P26T-EHumanEsophagusESCC3.39e-037.10e-020.1276
22955SCMH1P27T-EHumanEsophagusESCC1.39e-122.60e-010.1055
22955SCMH1P28T-EHumanEsophagusESCC4.64e-111.17e-010.1149
22955SCMH1P30T-EHumanEsophagusESCC4.68e-194.29e-010.137
22955SCMH1P31T-EHumanEsophagusESCC2.03e-193.02e-010.1251
22955SCMH1P32T-EHumanEsophagusESCC5.04e-111.42e-010.1666
22955SCMH1P36T-EHumanEsophagusESCC2.72e-082.11e-010.1187
22955SCMH1P37T-EHumanEsophagusESCC1.30e-101.69e-010.1371
22955SCMH1P39T-EHumanEsophagusESCC2.48e-022.10e-020.0894
22955SCMH1P40T-EHumanEsophagusESCC9.91e-081.38e-010.109
22955SCMH1P42T-EHumanEsophagusESCC3.50e-102.20e-010.1175
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check button Transcriptomic changes along malignancy continuum.
TissueExpression DynamicsAbbreviation
CervixThe 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.CC: Cervix cancer
HSIL_HPV: HPV-infected high-grade squamous intraepithelial lesions
N_HPV: HPV-infected normal cervix
Colorectum (GSE201348)The 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.FAP: Familial adenomatous polyposis
CRC: Colorectal cancer
Colorectum (HTA11)The 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.AD: Adenomas
SER: Sessile serrated lesions
MSI-H: Microsatellite-high colorectal cancer
MSS: Microsatellite stable colorectal cancer
EndometriumThe 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.AEH: Atypical endometrial hyperplasia
EEC: Endometrioid Cancer
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
LungThe 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.AAH: Atypical adenomatous hyperplasia
AIS: Adenocarcinoma in situ
IAC: Invasive lung adenocarcinoma
MIA: Minimally invasive adenocarcinoma
ProstateThe 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.BPH: Benign Prostatic Hyperplasia
∗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:00063257CervixCCchromatin organization78/2311409/187235.40e-058.02e-0478
GO:00063381CervixCCchromatin remodeling45/2311255/187238.33e-034.30e-0245
GO:0006325ColorectumADchromatin organization119/3918409/187234.85e-058.33e-04119
GO:0006338ColorectumADchromatin remodeling70/3918255/187237.44e-034.53e-0270
GO:00063251ColorectumSERchromatin organization89/2897409/187234.15e-046.17e-0389
GO:00063252ColorectumMSSchromatin organization107/3467409/187237.22e-051.21e-03107
GO:00063253ColorectumFAPchromatin organization84/2622409/187231.62e-042.47e-0384
GO:0009952ColorectumFAPanterior/posterior pattern specification41/2622201/187237.82e-034.63e-0241
GO:00063254ColorectumCRCchromatin organization74/2078409/187231.48e-054.61e-0474
GO:00099521ColorectumCRCanterior/posterior pattern specification36/2078201/187232.56e-032.40e-0236
GO:00063258EndometriumAEHchromatin organization64/2100409/187233.69e-032.52e-0264
GO:000632513EndometriumEECchromatin organization65/2168409/187234.98e-033.14e-0265
GO:000632517EsophagusESCCchromatin organization240/8552409/187236.52e-081.14e-06240
GO:00063255LiverNAFLDchromatin organization64/1882409/187232.31e-043.89e-0364
GO:000632511LiverHCCchromatin organization206/7958409/187237.23e-044.41e-03206
GO:00063256LungIACchromatin organization69/2061409/187232.01e-043.53e-0369
GO:000632512LungAISchromatin organization62/1849409/187234.24e-047.29e-0362
GO:00063259ProstateBPHchromatin organization101/3107409/187231.52e-051.94e-04101
GO:00063382ProstateBPHchromatin remodeling62/3107255/187239.47e-045.97e-0362
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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
SCMH1NKEndometriumEECLDB2,DIAPH3,LINC01572, etc.2.51e-02The 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.
∗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
SCMH1SNVMissense_Mutationnovelc.869C>Tp.Ser290Phep.S290FQ96GD3protein_codingdeleterious(0.05)benign(0.017)TCGA-A2-A0CR-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapyadriamycinCR
SCMH1SNVMissense_Mutationnovelc.1702A>Cp.Asn568Hisp.N568HQ96GD3protein_codingtolerated(0.22)benign(0.001)TCGA-AN-A046-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
SCMH1SNVMissense_Mutationc.833N>Ap.Gly278Glup.G278EQ96GD3protein_codingdeleterious(0.05)probably_damaging(0.96)TCGA-AO-A0JC-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapyfluorouracilSD
SCMH1SNVMissense_Mutationc.1681N>Gp.Met561Valp.M561VQ96GD3protein_codingtolerated(0.57)benign(0)TCGA-C8-A27B-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapy5-fluorouracilCR
SCMH1insertionNonsense_Mutationnovelc.157_158insTATTACAGTGAGTCTCAATGGGGGACCGAGAGAGTTAp.Pro53LeufsTer4p.P53Lfs*4Q96GD3protein_codingTCGA-AO-A03R-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapydoxorubicinSD
SCMH1deletionFrame_Shift_Delnovelc.668delGp.Gly223AlafsTer5p.G223Afs*5Q96GD3protein_codingTCGA-D8-A27V-01Breastbreast invasive carcinomaFemale<65I/IIHormone TherapytamoxiphenSD
SCMH1deletionFrame_Shift_Delnovelc.1160delCp.Pro387GlnfsTer92p.P387Qfs*92Q96GD3protein_codingTCGA-EW-A2FV-01Breastbreast invasive carcinomaFemale<65III/IVChemotherapydocetaxelSD
SCMH1SNVMissense_Mutationnovelc.1157G>Ap.Gly386Glup.G386EQ96GD3protein_codingdeleterious(0)probably_damaging(1)TCGA-C5-A8XH-01Cervixcervical & endocervical cancerFemale<65I/IIUnknownUnknownSD
SCMH1SNVMissense_Mutationc.1621T>Gp.Ser541Alap.S541AQ96GD3protein_codingtolerated(0.17)benign(0.001)TCGA-FU-A3HZ-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinCR
SCMH1SNVMissense_Mutationc.286G>Ap.Asp96Asnp.D96NQ96GD3protein_codingdeleterious(0.01)probably_damaging(0.995)TCGA-CM-4746-01Colorectumcolon adenocarcinomaMale<65I/IIUnknownUnknownSD
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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
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