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: ST7L

Gene summary for ST7L

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

ST7L

Gene ID

54879

Gene namesuppression of tumorigenicity 7 like
Gene AliasFAM4B
Cytomap1p13.2
Gene Typeprotein-coding
GO ID

GO:0001558

UniProtAcc

Q8TDW4


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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
54879ST7LLZE2THumanEsophagusESCC9.26e-043.63e-010.082
54879ST7LLZE4THumanEsophagusESCC6.87e-122.00e-010.0811
54879ST7LLZE5THumanEsophagusESCC8.83e-041.71e-010.0514
54879ST7LLZE7THumanEsophagusESCC3.07e-032.15e-010.0667
54879ST7LLZE20THumanEsophagusESCC7.65e-051.35e-010.0662
54879ST7LLZE24THumanEsophagusESCC1.24e-091.67e-010.0596
54879ST7LP1T-EHumanEsophagusESCC1.10e-062.26e-010.0875
54879ST7LP2T-EHumanEsophagusESCC6.50e-233.24e-010.1177
54879ST7LP4T-EHumanEsophagusESCC4.43e-223.58e-010.1323
54879ST7LP5T-EHumanEsophagusESCC3.25e-131.73e-010.1327
54879ST7LP8T-EHumanEsophagusESCC1.12e-111.30e-010.0889
54879ST7LP9T-EHumanEsophagusESCC1.64e-162.93e-010.1131
54879ST7LP10T-EHumanEsophagusESCC6.00e-659.72e-010.116
54879ST7LP11T-EHumanEsophagusESCC9.30e-114.87e-010.1426
54879ST7LP12T-EHumanEsophagusESCC2.69e-751.36e+000.1122
54879ST7LP15T-EHumanEsophagusESCC2.37e-158.87e-020.1149
54879ST7LP16T-EHumanEsophagusESCC4.12e-111.95e-010.1153
54879ST7LP17T-EHumanEsophagusESCC6.03e-061.86e-010.1278
54879ST7LP19T-EHumanEsophagusESCC1.48e-021.98e-010.1662
54879ST7LP20T-EHumanEsophagusESCC9.64e-183.28e-010.1124
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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
∗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:00459267EsophagusESCCnegative regulation of growth148/8552249/187237.88e-067.73e-05148
GO:00303085EsophagusESCCnegative regulation of cell growth108/8552188/187237.46e-043.87e-03108
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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
ST7LSNVMissense_Mutationnovelc.128C>Tp.Ser43Leup.S43LQ8TDW4protein_codingtolerated_low_confidence(0.23)benign(0.003)TCGA-AC-A23H-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownPD
ST7LSNVMissense_Mutationnovelc.1188A>Cp.Glu396Aspp.E396DQ8TDW4protein_codingdeleterious(0.03)probably_damaging(0.971)TCGA-AN-A046-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
ST7LSNVMissense_Mutationnovelc.1565N>Gp.Ser522Cysp.S522CQ8TDW4protein_codingtolerated(0.06)possibly_damaging(0.886)TCGA-BH-A2L8-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapycytoxanCR
ST7LSNVMissense_Mutationnovelc.1136N>Tp.Ser379Leup.S379LQ8TDW4protein_codingdeleterious(0.03)possibly_damaging(0.733)TCGA-EW-A1PC-01Breastbreast invasive carcinomaFemale>=65I/IIHormone TherapytamoxiphenSD
ST7LinsertionFrame_Shift_Insnovelc.877_878insAGGAAATTCTTTCATCAACp.Val293GlufsTer10p.V293Efs*10Q8TDW4protein_codingTCGA-AR-A0U0-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
ST7LSNVMissense_Mutationnovelc.241T>Ap.Tyr81Asnp.Y81NQ8TDW4protein_codingdeleterious(0)probably_damaging(0.998)TCGA-FU-A2QG-01Cervixcervical & endocervical cancerFemale<65I/IIUnknownUnknownSD
ST7LSNVMissense_Mutationrs768763547c.1347G>Cp.Trp449Cysp.W449CQ8TDW4protein_codingdeleterious(0)probably_damaging(1)TCGA-GH-A9DA-01Cervixcervical & endocervical cancerFemale<65I/IIUnknownUnknownSD
ST7LSNVMissense_Mutationnovelc.1678G>Ap.Glu560Lysp.E560KQ8TDW4protein_codingdeleterious_low_confidence(0.04)benign(0)TCGA-VS-A958-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinCR
ST7LSNVMissense_Mutationnovelc.547N>Ap.Asp183Asnp.D183NQ8TDW4protein_codingdeleterious(0)possibly_damaging(0.651)TCGA-VS-A9UJ-01Cervixcervical & endocervical cancerFemale<65I/IIUnknownUnknownPD
ST7LSNVMissense_Mutationc.787G>Ap.Ala263Thrp.A263TQ8TDW4protein_codingdeleterious(0.02)benign(0.196)TCGA-A6-5661-01Colorectumcolon adenocarcinomaFemale>=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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