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: SCNM1

Gene summary for SCNM1

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

SCNM1

Gene ID

79005

Gene namesodium channel modifier 1
Gene AliasSCNM1
Cytomap1q21.3
Gene Typeprotein-coding
GO ID

GO:0000375

UniProtAcc

Q9BWG6


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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
79005SCNM1LZE2THumanEsophagusESCC3.51e-059.35e-010.082
79005SCNM1LZE4THumanEsophagusESCC6.30e-163.92e-010.0811
79005SCNM1LZE7THumanEsophagusESCC6.56e-159.43e-010.0667
79005SCNM1LZE8THumanEsophagusESCC1.39e-091.88e-010.067
79005SCNM1LZE20THumanEsophagusESCC3.49e-134.19e-010.0662
79005SCNM1LZE22D1HumanEsophagusHGIN7.00e-051.75e-010.0595
79005SCNM1LZE22THumanEsophagusESCC1.52e-087.95e-010.068
79005SCNM1LZE24THumanEsophagusESCC1.10e-247.03e-010.0596
79005SCNM1LZE21THumanEsophagusESCC7.30e-044.68e-010.0655
79005SCNM1LZE6THumanEsophagusESCC6.70e-095.17e-010.0845
79005SCNM1P1T-EHumanEsophagusESCC3.11e-186.64e-010.0875
79005SCNM1P2T-EHumanEsophagusESCC3.08e-337.13e-010.1177
79005SCNM1P4T-EHumanEsophagusESCC1.05e-488.32e-010.1323
79005SCNM1P5T-EHumanEsophagusESCC5.98e-438.43e-010.1327
79005SCNM1P8T-EHumanEsophagusESCC4.04e-296.16e-010.0889
79005SCNM1P9T-EHumanEsophagusESCC2.42e-389.13e-010.1131
79005SCNM1P10T-EHumanEsophagusESCC3.01e-468.91e-010.116
79005SCNM1P11T-EHumanEsophagusESCC7.50e-258.58e-010.1426
79005SCNM1P12T-EHumanEsophagusESCC3.22e-285.89e-010.1122
79005SCNM1P15T-EHumanEsophagusESCC2.97e-306.19e-010.1149
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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
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:000838026EsophagusHGINRNA splicing160/2587434/187233.74e-341.12e-30160
GO:000037520EsophagusHGINRNA splicing, via transesterification reactions115/2587324/187233.16e-233.80e-20115
GO:000037720EsophagusHGINRNA splicing, via transesterification reactions with bulged adenosine as nucleophile113/2587320/187231.24e-229.26e-20113
GO:000039820EsophagusHGINmRNA splicing, via spliceosome113/2587320/187231.24e-229.26e-20113
GO:000038018EsophagusHGINalternative mRNA splicing, via spliceosome32/258777/187232.06e-091.54e-0732
GO:0008380111EsophagusESCCRNA splicing336/8552434/187231.74e-423.67e-39336
GO:0000375111EsophagusESCCRNA splicing, via transesterification reactions248/8552324/187233.05e-301.49e-27248
GO:0000377111EsophagusESCCRNA splicing, via transesterification reactions with bulged adenosine as nucleophile244/8552320/187232.52e-291.07e-26244
GO:0000398111EsophagusESCCmRNA splicing, via spliceosome244/8552320/187232.52e-291.07e-26244
GO:000038019EsophagusESCCalternative mRNA splicing, via spliceosome55/855277/187234.07e-064.38e-0555
GO:000838012LiverCirrhoticRNA splicing229/4634434/187239.13e-372.86e-33229
GO:000037512LiverCirrhoticRNA splicing, via transesterification reactions175/4634324/187235.95e-307.47e-27175
GO:000037712LiverCirrhoticRNA splicing, via transesterification reactions with bulged adenosine as nucleophile172/4634320/187234.02e-293.60e-26172
GO:000039812LiverCirrhoticmRNA splicing, via spliceosome172/4634320/187234.02e-293.60e-26172
GO:000038011LiverCirrhoticalternative mRNA splicing, via spliceosome43/463477/187235.31e-092.10e-0743
GO:000838022LiverHCCRNA splicing313/7958434/187231.36e-361.73e-33313
GO:000037522LiverHCCRNA splicing, via transesterification reactions228/7958324/187231.47e-244.06e-22228
GO:000037722LiverHCCRNA splicing, via transesterification reactions with bulged adenosine as nucleophile224/7958320/187231.16e-232.62e-21224
GO:000039822LiverHCCmRNA splicing, via spliceosome224/7958320/187231.16e-232.62e-21224
GO:000038021LiverHCCalternative mRNA splicing, via spliceosome52/795877/187237.87e-069.27e-0552
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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
SCNM1SNVMissense_Mutationc.16G>Ap.Glu6Lysp.E6KQ9BWG6protein_codingdeleterious(0.01)probably_damaging(0.997)TCGA-A8-A09X-01Breastbreast invasive carcinomaFemale<65III/IVUnknownUnknownSD
SCNM1SNVMissense_Mutationrs780575915c.112N>Tp.Arg38Trpp.R38WQ9BWG6protein_codingdeleterious(0)probably_damaging(0.987)TCGA-EW-A3E8-01Breastbreast invasive carcinomaFemale<65I/IIHormone TherapyanastrozoleSD
SCNM1insertionFrame_Shift_Insnovelc.362_363insCTTGCTACGGTGGCCTGGAGGAGTGGCGAAACCGGAACAGAGAATTp.Pro122LeufsTer19p.P122Lfs*19Q9BWG6protein_codingTCGA-A8-A09Z-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
SCNM1SNVMissense_Mutationnovelc.649N>Cp.Phe217Leup.F217LQ9BWG6protein_codingdeleterious(0)probably_damaging(0.994)TCGA-AA-3877-01Colorectumcolon adenocarcinomaFemale>=65I/IIUnknownUnknownSD
SCNM1SNVMissense_Mutationnovelc.263A>Cp.Asn88Thrp.N88TQ9BWG6protein_codingtolerated(0.1)benign(0.112)TCGA-AA-A00N-01Colorectumcolon adenocarcinomaMale>=65I/IIUnknownUnknownPD
SCNM1SNVMissense_Mutationc.551N>Ap.Pro184Hisp.P184HQ9BWG6protein_codingdeleterious(0)probably_damaging(0.967)TCGA-D5-6930-01Colorectumcolon adenocarcinomaMale>=65I/IIUnknownUnknownSD
SCNM1SNVMissense_Mutationnovelc.212G>Ap.Ser71Asnp.S71NQ9BWG6protein_codingdeleterious(0.04)possibly_damaging(0.836)TCGA-AP-A1E0-01Endometriumuterine corpus endometrioid carcinomaFemale<65III/IVChemotherapypaclitaxelSD
SCNM1SNVMissense_Mutationrs778971346c.494C>Tp.Ala165Valp.A165VQ9BWG6protein_codingtolerated(0.34)benign(0)TCGA-AX-A1CE-01Endometriumuterine corpus endometrioid carcinomaFemale<65I/IIUnspecificPaclitaxelSD
SCNM1SNVMissense_Mutationc.214T>Gp.Leu72Valp.L72VQ9BWG6protein_codingdeleterious(0.01)benign(0.147)TCGA-B5-A11E-01Endometriumuterine corpus endometrioid carcinomaFemale<65I/IIUnknownUnknownSD
SCNM1SNVMissense_Mutationnovelc.593N>Tp.Ser198Ilep.S198IQ9BWG6protein_codingdeleterious(0)benign(0.01)TCGA-BG-A220-01Endometriumuterine corpus endometrioid carcinomaFemale>=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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