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: ABCC9

Gene summary for ABCC9

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

ABCC9

Gene ID

10060

Gene nameATP binding cassette subfamily C member 9
Gene AliasABC37
Cytomap12p12.1
Gene Typeprotein-coding
GO ID

GO:0002376

UniProtAcc

A0A024RAV7


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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
10060ABCC9NAFLD1HumanLiverNAFLD2.07e-054.51e-01-0.04
10060ABCC9S43HumanLiverCirrhotic1.01e-03-1.12e-01-0.0187
10060ABCC9HCC1_MengHumanLiverHCC1.90e-08-2.50e-010.0246
10060ABCC9HCC2_MengHumanLiverHCC2.32e-08-2.52e-010.0107
10060ABCC9cirrhotic1HumanLiverCirrhotic1.08e-04-2.37e-010.0202
10060ABCC9cirrhotic2HumanLiverCirrhotic2.74e-04-2.24e-010.0201
10060ABCC9HCC1HumanLiverHCC1.02e-063.04e+000.5336
10060ABCC9HCC2HumanLiverHCC1.77e-233.79e+000.5341
10060ABCC9HCC5HumanLiverHCC3.34e-021.59e+000.4932
10060ABCC9Pt13.bHumanLiverHCC1.02e-04-1.71e-020.0251
10060ABCC9Pt14.dHumanLiverHCC4.74e-03-2.11e-010.0143
10060ABCC9RNA-P17T-P17T-4HumanLungIAC2.87e-024.51e-010.343
10060ABCC9RNA-P17T-P17T-6HumanLungIAC2.18e-055.95e-010.3385
10060ABCC9RNA-P6T2-P6T2-1HumanLungIAC8.86e-093.84e-01-0.0166
10060ABCC9RNA-P6T2-P6T2-2HumanLungIAC2.47e-093.59e-01-0.0132
10060ABCC9RNA-P6T2-P6T2-3HumanLungIAC6.47e-134.27e-01-0.013
10060ABCC9RNA-P6T2-P6T2-4HumanLungIAC3.70e-114.25e-01-0.0121
10060ABCC9RNA-P7T1-P7T1-1HumanLungAIS3.61e-034.57e-01-0.0961
10060ABCC9RNA-P7T1-P7T1-2HumanLungAIS9.95e-045.11e-01-0.0876
10060ABCC9RNA-P7T1-P7T1-3HumanLungAIS2.14e-056.05e-01-0.0822
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check button Transcriptomic changes along malignancy continuum.
TissueExpression DynamicsAbbreviation
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
LungThe 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.AAH: Atypical adenomatous hyperplasia
AIS: Adenocarcinoma in situ
IAC: Invasive lung adenocarcinoma
MIA: Minimally invasive adenocarcinoma
∗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:00466837LiverNAFLDresponse to organophosphorus28/1882131/187239.05e-051.82e-0328
GO:00030182LiverNAFLDvascular process in circulatory system46/1882263/187231.36e-042.58e-0346
GO:00140747LiverNAFLDresponse to purine-containing compound29/1882148/187233.34e-045.13e-0329
GO:01501043LiverNAFLDtransport across blood-brain barrier17/188287/187235.46e-034.20e-0217
GO:00102322LiverNAFLDvascular transport17/188288/187236.15e-034.61e-0217
GO:00096155LiverCirrhoticresponse to virus126/4634367/187232.10e-052.77e-04126
GO:001407411LiverCirrhoticresponse to purine-containing compound53/4634148/187231.70e-031.08e-0253
GO:0051607LiverCirrhoticdefense response to virus84/4634265/187236.02e-033.00e-0284
GO:0140546LiverCirrhoticdefense response to symbiont84/4634265/187236.02e-033.00e-0284
GO:004668311LiverCirrhoticresponse to organophosphorus45/4634131/187238.57e-033.97e-0245
GO:000961511LiverHCCresponse to virus210/7958367/187237.32e-091.86e-07210
GO:00516071LiverHCCdefense response to virus151/7958265/187231.27e-061.85e-05151
GO:01405461LiverHCCdefense response to symbiont151/7958265/187231.27e-061.85e-05151
GO:001407421LiverHCCresponse to purine-containing compound84/7958148/187233.19e-042.26e-0384
GO:004668321LiverHCCresponse to organophosphorus73/7958131/187231.52e-038.05e-0373
GO:015010411LiverHCCtransport across blood-brain barrier50/795887/187233.42e-031.55e-0250
GO:001023211LiverHCCvascular transport50/795888/187234.69e-032.02e-0250
GO:00096156LungIACresponse to virus61/2061367/187236.75e-049.12e-0361
GO:19035222LungIACregulation of blood circulation43/2061256/187233.18e-032.77e-0243
GO:00466838LungAISresponse to organophosphorus24/1849131/187232.14e-032.30e-0224
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check button Enriched KEGG pathways.
Pathway IDTissueDisease StageDescriptionGene RatioBg Ratiopvaluep.adjustqvalueCount
hsa02010LiverNAFLDABC transporters16/104345/84654.97e-051.16e-039.37e-0416
hsa020101LiverNAFLDABC transporters16/104345/84654.97e-051.16e-039.37e-0416
hsa020102LiverHCCABC transporters29/402045/84651.62e-023.88e-022.16e-0229
hsa020103LiverHCCABC transporters29/402045/84651.62e-023.88e-022.16e-0229
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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
ABCC9SNVMissense_Mutationc.3496A>Tp.Ser1166Cysp.S1166CO60706protein_codingtolerated(0.09)probably_damaging(0.927)TCGA-A2-A0CL-01Breastbreast invasive carcinomaFemale<65III/IVChemotherapycytoxanSD
ABCC9SNVMissense_Mutationc.2799N>Cp.Glu933Aspp.E933DO60706protein_codingdeleterious(0.02)possibly_damaging(0.681)TCGA-AC-A5EH-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
ABCC9SNVMissense_Mutationrs374849789c.325G>Ap.Val109Metp.V109MO60706protein_codingtolerated(0.16)benign(0.036)TCGA-AC-A8OQ-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
ABCC9SNVMissense_Mutationc.2066C>Gp.Ser689Cysp.S689CO60706protein_codingdeleterious(0.02)probably_damaging(0.957)TCGA-AN-A0AR-01Breastbreast invasive carcinomaFemale<65I/IIUnknownUnknownSD
ABCC9SNVMissense_Mutationc.2234G>Ap.Arg745Lysp.R745KO60706protein_codingtolerated(0.94)benign(0.025)TCGA-AO-A0JC-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapyfluorouracilSD
ABCC9SNVMissense_Mutationc.280N>Cp.Asp94Hisp.D94HO60706protein_codingdeleterious(0.02)benign(0.035)TCGA-AR-A0TX-01Breastbreast invasive carcinomaFemale<65I/IIUnknownUnknownSD
ABCC9SNVMissense_Mutationnovelc.3833N>Tp.Ala1278Valp.A1278VO60706protein_codingdeleterious(0)probably_damaging(0.988)TCGA-B6-A3ZX-01Breastbreast invasive carcinomaFemale<65III/IVChemotherapycyclophosphamidePD
ABCC9SNVMissense_Mutationnovelc.1484N>Tp.Thr495Ilep.T495IO60706protein_codingtolerated(0.07)possibly_damaging(0.672)TCGA-BH-A0HF-01Breastbreast invasive carcinomaFemale>=65I/IIHormone TherapyarimidexSD
ABCC9SNVMissense_Mutationrs773377070c.4637N>Ap.Arg1546Hisp.R1546HO60706protein_codingdeleterious(0.01)benign(0.42)TCGA-C8-A1HE-01Breastbreast invasive carcinomaFemale<65I/IIUnknownUnknownSD
ABCC9SNVMissense_Mutationc.1190N>Cp.Arg397Thrp.R397TO60706protein_codingdeleterious(0)probably_damaging(0.972)TCGA-C8-A26Z-01Breastbreast invasive carcinomaFemale<65I/IIHormone TherapytamoxiphenCR
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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
10060ABCC9TRANSPORTER, DRUGGABLE GENOME, ABC TRANSPORTERCHEMBL2105160NAMINIDIL
10060ABCC9TRANSPORTER, DRUGGABLE GENOME, ABC TRANSPORTERallosteric modulator252827466
10060ABCC9TRANSPORTER, DRUGGABLE GENOME, ABC TRANSPORTERTolbutamideTOLBUTAMIDE
10060ABCC9TRANSPORTER, DRUGGABLE GENOME, ABC TRANSPORTERCHEMBL1200338PINACIDIL
10060ABCC9TRANSPORTER, DRUGGABLE GENOME, ABC TRANSPORTERRepaglinideREPAGLINIDE
10060ABCC9TRANSPORTER, DRUGGABLE GENOME, ABC TRANSPORTERmontelukastMONTELUKAST28940478
10060ABCC9TRANSPORTER, DRUGGABLE GENOME, ABC TRANSPORTERNicorandilNICORANDIL
10060ABCC9TRANSPORTER, DRUGGABLE GENOME, ABC TRANSPORTERGlimepirideGLIMEPIRIDE
10060ABCC9TRANSPORTER, DRUGGABLE GENOME, ABC TRANSPORTERCHEMBL802MINOXIDIL
10060ABCC9TRANSPORTER, DRUGGABLE GENOME, ABC TRANSPORTERCHEMBL2104449SARAKALIM
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