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: STAC2

Gene summary for STAC2

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

STAC2

Gene ID

342667

Gene nameSH3 and cysteine rich domain 2
Gene Alias24b2
Cytomap17q12
Gene Typeprotein-coding
GO ID

GO:0003008

UniProtAcc

D0IN09


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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
342667STAC2GSM4909281HumanBreastIDC1.31e-021.93e-010.21
342667STAC2GSM4909295HumanBreastIDC4.67e-074.75e-010.0898
342667STAC2GSM4909299HumanBreastIDC1.47e-237.09e-010.035
342667STAC2GSM4909300HumanBreastIDC2.37e-023.46e-010.0334
342667STAC2GSM4909305HumanBreastIDC5.90e-042.76e-010.0436
342667STAC2GSM4909309HumanBreastIDC2.58e-125.55e-010.0483
342667STAC2GSM4909313HumanBreastIDC5.08e-135.73e-010.0391
342667STAC2DCIS2HumanBreastDCIS1.94e-1051.17e+000.0085
342667STAC2HCC1HumanLiverHCC1.05e-131.49e+000.5336
342667STAC2HCC2HumanLiverHCC2.94e-231.65e+000.5341
342667STAC2HCC5HumanLiverHCC4.55e-179.66e-010.4932
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check button Transcriptomic changes along malignancy continuum.
TissueExpression DynamicsAbbreviation
BreastThe 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.IDC: Invasive ductal carcinoma
DCIS: Ductal carcinoma in situ
Precancer(BRCA1-mut): Precancerous lesion from BRCA1 mutation carriers
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:190547513BreastIDCregulation of protein localization to membrane28/1434175/187231.56e-042.71e-0328
GO:001095913BreastIDCregulation of metal ion transport52/1434406/187231.76e-042.97e-0352
GO:003241111BreastIDCpositive regulation of transporter activity20/1434120/187237.64e-049.27e-0320
GO:190547713BreastIDCpositive regulation of protein localization to membrane18/1434106/187231.10e-031.21e-0218
GO:00432703BreastIDCpositive regulation of ion transport36/1434275/187231.11e-031.22e-0236
GO:190382914BreastIDCpositive regulation of cellular protein localization36/1434276/187231.19e-031.28e-0236
GO:002289812BreastIDCregulation of transmembrane transporter activity36/1434278/187231.35e-031.40e-0236
GO:003241411BreastIDCpositive regulation of ion transmembrane transporter activity18/1434109/187231.53e-031.53e-0218
GO:003476711BreastIDCpositive regulation of ion transmembrane transport24/1434167/187232.07e-031.95e-0224
GO:190307613BreastIDCregulation of protein localization to plasma membrane17/1434104/187232.28e-032.09e-0217
GO:190437513BreastIDCregulation of protein localization to cell periphery19/1434125/187233.06e-032.60e-0219
GO:0051924BreastIDCregulation of calcium ion transport32/1434255/187233.94e-033.22e-0232
GO:00324125BreastIDCregulation of ion transmembrane transporter activity33/1434267/187234.38e-033.40e-0233
GO:00324096BreastIDCregulation of transporter activity37/1434310/187234.77e-033.66e-0237
GO:00347644BreastIDCpositive regulation of transmembrane transport28/1434219/187235.19e-033.86e-0228
GO:0051928BreastIDCpositive regulation of calcium ion transport18/1434122/187235.35e-033.95e-0218
GO:00030125BreastIDCmuscle system process50/1434452/187235.52e-034.05e-0250
GO:00726599BreastIDCprotein localization to plasma membrane34/1434284/187236.33e-034.47e-0234
GO:001095921BreastDCISregulation of metal ion transport50/1390406/187232.86e-044.22e-0350
GO:190382924BreastDCISpositive regulation of cellular protein localization37/1390276/187233.40e-044.87e-0337
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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
STAC2SNVMissense_Mutationnovelc.365N>Cp.Ser122Thrp.S122TQ6ZMT1protein_codingtolerated(1)benign(0.082)TCGA-3C-AALI-01Breastbreast invasive carcinomaFemale<65I/IIUnspecificPoly EComplete Response
STAC2SNVMissense_Mutationnovelc.1077C>Gp.Cys359Trpp.C359WQ6ZMT1protein_codingdeleterious(0.01)possibly_damaging(0.787)TCGA-AO-A124-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapydoxorubicinSD
STAC2SNVMissense_Mutationc.811N>Ap.Pro271Thrp.P271TQ6ZMT1protein_codingtolerated(0.59)benign(0)TCGA-D8-A140-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapydoxorubicin+cyclophosphamidSD
STAC2deletionFrame_Shift_Delc.1006_1012delNNNNNNNp.Asp336LeufsTer12p.D336Lfs*12Q6ZMT1protein_codingTCGA-E9-A1R2-01Breastbreast invasive carcinomaFemale<65III/IVChemotherapytaxotereCR
STAC2SNVMissense_Mutationnovelc.734N>Ap.Gly245Aspp.G245DQ6ZMT1protein_codingtolerated(0.1)benign(0.12)TCGA-2W-A8YY-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinCR
STAC2SNVMissense_Mutationc.1003G>Tp.Gly335Cysp.G335CQ6ZMT1protein_codingdeleterious(0.01)probably_damaging(1)TCGA-DS-A7WF-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinPD
STAC2SNVMissense_Mutationc.666C>Ap.Phe222Leup.F222LQ6ZMT1protein_codingtolerated(0.3)benign(0)TCGA-EA-A43B-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinCR
STAC2SNVMissense_Mutationc.1216N>Cp.Asp406Hisp.D406HQ6ZMT1protein_codingdeleterious(0)possibly_damaging(0.463)TCGA-EK-A2H0-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinCR
STAC2SNVMissense_Mutationnovelc.1113G>Ap.Met371Ilep.M371IQ6ZMT1protein_codingtolerated(0.57)benign(0.009)TCGA-ZJ-AAXT-01Cervixcervical & endocervical cancerFemale<65III/IVUnknownUnknownSD
STAC2SNVMissense_Mutationnovelc.935C>Tp.Ala312Valp.A312VQ6ZMT1protein_codingdeleterious(0.01)possibly_damaging(0.5)TCGA-5M-AAT6-01Colorectumcolon adenocarcinomaFemale<65III/IVUnknownUnknownPD
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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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