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: ST7

Gene summary for ST7

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

ST7

Gene ID

7982

Gene namesuppression of tumorigenicity 7
Gene AliasETS7q
Cytomap7q31.2
Gene Typeprotein-coding
GO ID

GO:0008150

UniProtAcc

Q9NRC1


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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
7982ST7LZE7THumanEsophagusESCC1.96e-052.23e-010.0667
7982ST7P1T-EHumanEsophagusESCC2.41e-022.34e-010.0875
7982ST7P2T-EHumanEsophagusESCC8.04e-141.20e-010.1177
7982ST7P4T-EHumanEsophagusESCC7.45e-071.55e-010.1323
7982ST7P5T-EHumanEsophagusESCC1.10e-168.19e-020.1327
7982ST7P8T-EHumanEsophagusESCC1.92e-031.16e-010.0889
7982ST7P9T-EHumanEsophagusESCC1.17e-038.79e-020.1131
7982ST7P10T-EHumanEsophagusESCC3.20e-101.56e-010.116
7982ST7P11T-EHumanEsophagusESCC1.99e-032.47e-010.1426
7982ST7P12T-EHumanEsophagusESCC5.13e-112.22e-010.1122
7982ST7P15T-EHumanEsophagusESCC1.90e-061.59e-010.1149
7982ST7P16T-EHumanEsophagusESCC6.08e-091.03e-010.1153
7982ST7P20T-EHumanEsophagusESCC1.37e-235.38e-010.1124
7982ST7P21T-EHumanEsophagusESCC2.49e-091.29e-010.1617
7982ST7P22T-EHumanEsophagusESCC2.90e-125.82e-020.1236
7982ST7P23T-EHumanEsophagusESCC4.77e-131.67e-010.108
7982ST7P24T-EHumanEsophagusESCC3.80e-064.81e-020.1287
7982ST7P26T-EHumanEsophagusESCC3.60e-141.95e-010.1276
7982ST7P27T-EHumanEsophagusESCC2.54e-111.33e-010.1055
7982ST7P28T-EHumanEsophagusESCC5.51e-129.43e-020.1149
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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
∗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:2000116111EsophagusESCCregulation of cysteine-type endopeptidase activity158/8552235/187231.67e-115.90e-10158
GO:005160418EsophagusESCCprotein maturation189/8552294/187237.64e-112.39e-09189
GO:0016049110EsophagusESCCcell growth289/8552482/187231.29e-103.77e-09289
GO:0052547111EsophagusESCCregulation of peptidase activity275/8552461/187237.54e-101.88e-08275
GO:000155819EsophagusESCCregulation of cell growth248/8552414/187232.97e-096.45e-08248
GO:0052548111EsophagusESCCregulation of endopeptidase activity253/8552432/187233.68e-086.78e-07253
GO:2000117110EsophagusESCCnegative regulation of cysteine-type endopeptidase activity63/855286/187231.84e-072.88e-0663
GO:00091002EsophagusESCCglycoprotein metabolic process226/8552387/187232.64e-073.94e-06226
GO:00067906EsophagusESCCsulfur compound metabolic process201/8552339/187232.64e-073.94e-06201
GO:00442725EsophagusESCCsulfur compound biosynthetic process96/8552148/187231.86e-062.16e-0596
GO:00459267EsophagusESCCnegative regulation of growth148/8552249/187237.88e-067.73e-05148
GO:001648514EsophagusESCCprotein processing134/8552225/187231.81e-051.60e-04134
GO:00425524EsophagusESCCmyelination85/8552134/187232.51e-052.13e-0485
GO:00091012EsophagusESCCglycoprotein biosynthetic process181/8552317/187232.54e-052.15e-04181
GO:00072724EsophagusESCCensheathment of neurons86/8552136/187232.68e-052.24e-0486
GO:00083664EsophagusESCCaxon ensheathment86/8552136/187232.68e-052.24e-0486
GO:00301984EsophagusESCCextracellular matrix organization171/8552301/187236.08e-054.67e-04171
GO:00430624EsophagusESCCextracellular structure organization171/8552302/187237.73e-055.76e-04171
GO:00452294EsophagusESCCexternal encapsulating structure organization172/8552304/187237.80e-055.80e-04172
GO:0045861111EsophagusESCCnegative regulation of proteolysis195/8552351/187231.13e-047.85e-04195
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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
ST7SNVMissense_Mutationc.824N>Gp.Gln275Argp.Q275RQ9NRC1protein_codingtolerated(0.08)benign(0.029)TCGA-BH-A18G-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
ST7deletionFrame_Shift_Delnovelc.1465_1466delNNp.Arg489LeufsTer17p.R489Lfs*17protein_codingTCGA-A8-A09C-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
ST7deletionIn_Frame_Delnovelc.1439_1441delNNNp.Ala480_Leu481delinsValp.A480_L481delinsVprotein_codingTCGA-B6-A0IE-01Breastbreast invasive carcinomaFemale<65III/IVUnknownUnknownPD
ST7SNVMissense_Mutationc.1549C>Ap.Leu517Ilep.L517IQ9NRC1protein_codingtolerated(0.1)benign(0.158)TCGA-AA-3977-01Colorectumcolon adenocarcinomaMale>=65I/IIUnknownUnknownSD
ST7SNVMissense_Mutationrs772278439c.1411C>Tp.Arg471Trpp.R471WQ9NRC1protein_codingdeleterious(0)probably_damaging(1)TCGA-AD-6889-01Colorectumcolon adenocarcinomaMale>=65I/IIChemotherapyxelodaPD
ST7SNVMissense_Mutationnovelc.1544N>Gp.Asp515Glyp.D515Gprotein_codingbenign(0)TCGA-AD-6895-01Colorectumcolon adenocarcinomaMale>=65III/IVUnknownUnknownSD
ST7SNVMissense_Mutationrs528877219c.410N>Ap.Arg137Glnp.R137QQ9NRC1protein_codingdeleterious(0.04)probably_damaging(0.999)TCGA-AZ-4315-01Colorectumcolon adenocarcinomaMale<65I/IIUnknownUnknownSD
ST7SNVMissense_Mutationnovelc.1660C>Tp.Pro554Serp.P554Sprotein_codingdeleterious(0.04)benign(0.139)TCGA-CA-6717-01Colorectumcolon adenocarcinomaMale<65I/IIChemotherapyoxaliplatinCR
ST7SNVMissense_Mutationc.1685A>Gp.Lys562Argp.K562RQ9NRC1protein_codingtolerated_low_confidence(0.26)benign(0.018)TCGA-D5-6928-01Colorectumcolon adenocarcinomaMale>=65I/IIUnknownUnknownSD
ST7SNVMissense_Mutationc.1310N>Tp.Gly437Valp.G437VQ9NRC1protein_codingdeleterious(0.01)probably_damaging(1)TCGA-F4-6569-01Colorectumcolon adenocarcinomaMale<65I/IIAncillaryleucovorinCR
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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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