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: SEMA4C

Gene summary for SEMA4C

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

SEMA4C

Gene ID

54910

Gene namesemaphorin 4C
Gene AliasM-SEMA-F
Cytomap2q11.2
Gene Typeprotein-coding
GO ID

GO:0000165

UniProtAcc

Q9C0C4


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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
54910SEMA4CLZE8THumanEsophagusESCC6.17e-037.58e-020.067
54910SEMA4CP1T-EHumanEsophagusESCC7.94e-052.39e-010.0875
54910SEMA4CP2T-EHumanEsophagusESCC6.35e-142.50e-010.1177
54910SEMA4CP4T-EHumanEsophagusESCC3.05e-131.88e-010.1323
54910SEMA4CP8T-EHumanEsophagusESCC1.28e-111.11e-010.0889
54910SEMA4CP10T-EHumanEsophagusESCC9.26e-121.77e-010.116
54910SEMA4CP11T-EHumanEsophagusESCC1.33e-051.16e-010.1426
54910SEMA4CP12T-EHumanEsophagusESCC6.43e-213.36e-010.1122
54910SEMA4CP15T-EHumanEsophagusESCC1.78e-121.72e-010.1149
54910SEMA4CP16T-EHumanEsophagusESCC1.95e-099.11e-020.1153
54910SEMA4CP20T-EHumanEsophagusESCC1.46e-041.00e-020.1124
54910SEMA4CP21T-EHumanEsophagusESCC7.65e-068.19e-020.1617
54910SEMA4CP22T-EHumanEsophagusESCC3.19e-138.22e-020.1236
54910SEMA4CP23T-EHumanEsophagusESCC2.51e-119.41e-020.108
54910SEMA4CP24T-EHumanEsophagusESCC1.12e-055.48e-020.1287
54910SEMA4CP26T-EHumanEsophagusESCC8.05e-121.13e-010.1276
54910SEMA4CP27T-EHumanEsophagusESCC2.76e-111.01e-010.1055
54910SEMA4CP28T-EHumanEsophagusESCC4.46e-131.32e-010.1149
54910SEMA4CP30T-EHumanEsophagusESCC3.18e-092.88e-010.137
54910SEMA4CP31T-EHumanEsophagusESCC1.12e-03-3.00e-030.1251
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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
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
∗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:0016049110EsophagusESCCcell growth289/8552482/187231.29e-103.77e-09289
GO:000155819EsophagusESCCregulation of cell growth248/8552414/187232.97e-096.45e-08248
GO:000184115EsophagusESCCneural tube formation75/8552102/187239.68e-091.95e-0775
GO:000184314EsophagusESCCneural tube closure66/855288/187231.98e-083.82e-0766
GO:001402014EsophagusESCCprimary neural tube formation69/855294/187234.22e-087.76e-0769
GO:006060614EsophagusESCCtube closure66/855289/187234.24e-087.76e-0766
GO:003253520EsophagusESCCregulation of cellular component size227/8552383/187234.77e-088.60e-07227
GO:003109818EsophagusESCCstress-activated protein kinase signaling cascade154/8552247/187238.53e-081.44e-06154
GO:00219159EsophagusESCCneural tube development101/8552152/187231.78e-072.79e-06101
GO:00163316EsophagusESCCmorphogenesis of embryonic epithelium98/8552147/187232.12e-073.27e-0698
GO:000183814EsophagusESCCembryonic epithelial tube formation83/8552121/187232.78e-074.08e-0683
GO:005140318EsophagusESCCstress-activated MAPK cascade147/8552239/187235.43e-077.18e-06147
GO:003514815EsophagusESCCtube formation96/8552148/187231.86e-062.16e-0596
GO:00721759EsophagusESCCepithelial tube formation86/8552132/187234.81e-065.10e-0586
GO:00459267EsophagusESCCnegative regulation of growth148/8552249/187237.88e-067.73e-05148
GO:006056210EsophagusESCCepithelial tube morphogenesis187/8552325/187239.95e-069.44e-05187
GO:007030217EsophagusESCCregulation of stress-activated protein kinase signaling cascade119/8552195/187231.07e-051.01e-04119
GO:003287217EsophagusESCCregulation of stress-activated MAPK cascade116/8552192/187232.63e-052.21e-04116
GO:00488638EsophagusESCCstem cell differentiation122/8552206/187235.95e-054.59e-04122
GO:005076710EsophagusESCCregulation of neurogenesis203/8552364/187236.10e-054.68e-04203
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check button Enriched KEGG pathways.
Pathway IDTissueDisease StageDescriptionGene RatioBg Ratiopvaluep.adjustqvalueCount
hsa0436016EsophagusESCCAxon guidance108/4205182/84655.13e-031.30e-026.67e-03108
hsa0436017EsophagusESCCAxon guidance108/4205182/84655.13e-031.30e-026.67e-03108
hsa0436014Oral cavityOSCCAxon guidance97/3704182/84655.59e-031.33e-026.76e-0397
hsa0436015Oral cavityOSCCAxon guidance97/3704182/84655.59e-031.33e-026.76e-0397
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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
SEMA4CPLXNB2SEMA4C_PLXNB2SEMA4CRCMSI-H
SEMA4CPLXNB2SEMA4C_PLXNB2SEMA4CRCMSS
SEMA4CPLXNB2SEMA4C_PLXNB2SEMA4EndometriumAEH
SEMA4CPLXNB2SEMA4C_PLXNB2SEMA4EndometriumHealthy
SEMA4CPLXNB2SEMA4C_PLXNB2SEMA4HNSCCPrecancer
SEMA4CPLXNB2SEMA4C_PLXNB2SEMA4LiverHealthy
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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
SEMA4CSNVMissense_Mutationc.295T>Cp.Cys99Argp.C99RQ9C0C4protein_codingdeleterious(0)probably_damaging(0.971)TCGA-A7-A26G-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapytaxotereSD
SEMA4CSNVMissense_Mutationnovelc.1008G>Tp.Glu336Aspp.E336DQ9C0C4protein_codingtolerated(1)benign(0.006)TCGA-AC-A62V-01Breastbreast invasive carcinomaMale<65III/IVTargeted Molecular therapydenosumabPD
SEMA4CSNVMissense_Mutationc.1555N>Cp.Trp519Argp.W519RQ9C0C4protein_codingdeleterious(0)probably_damaging(1)TCGA-AO-A128-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapydoxorubicinSD
SEMA4CSNVMissense_Mutationnovelc.113N>Cp.Leu38Prop.L38PQ9C0C4protein_codingdeleterious(0)probably_damaging(0.987)TCGA-BH-A0E2-01Breastbreast invasive carcinomaFemale<65III/IVChemotherapydoxorubicinSD
SEMA4CSNVMissense_Mutationnovelc.830C>Tp.Thr277Metp.T277MQ9C0C4protein_codingdeleterious(0)probably_damaging(0.987)TCGA-D8-A3Z6-01Breastbreast invasive carcinomaFemale<65III/IVChemotherapycyclophosphaneSD
SEMA4CinsertionNonsense_Mutationnovelc.2292_2293insCTGGGTCCTCCTGGTGAGTCATTGGAGCTATGAAGGp.Gly764_Ile765insLeuGlyProProGlyGluSerLeuGluLeuTerArgp.G764_I765insLGPPGESLEL*RQ9C0C4protein_codingTCGA-A2-A0D1-01Breastbreast invasive carcinomaFemale>=65I/IIChemotherapytaxotereSD
SEMA4CinsertionFrame_Shift_Insnovelc.113_114insAp.Ala39GlyfsTer60p.A39Gfs*60Q9C0C4protein_codingTCGA-BH-A0E2-01Breastbreast invasive carcinomaFemale<65III/IVChemotherapydoxorubicinSD
SEMA4CSNVMissense_Mutationc.2059C>Tp.Arg687Cysp.R687CQ9C0C4protein_codingtolerated(0.14)possibly_damaging(0.877)TCGA-2W-A8YY-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinCR
SEMA4CSNVMissense_Mutationc.172N>Gp.Leu58Valp.L58VQ9C0C4protein_codingdeleterious(0)probably_damaging(0.998)TCGA-DS-A1OC-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapygemcitabineSD
SEMA4CSNVMissense_Mutationrs780410537c.104N>Tp.Ser35Phep.S35FQ9C0C4protein_codingtolerated(0.45)benign(0.003)TCGA-EA-A3HU-01Cervixcervical & endocervical cancerFemale<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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