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: SLC12A9

Gene summary for SLC12A9

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

SLC12A9

Gene ID

56996

Gene namesolute carrier family 12 member 9
Gene AliasCCC6
Cytomap7q22.1
Gene Typeprotein-coding
GO ID

GO:0006810

UniProtAcc

Q9BXP2


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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
56996SLC12A9LZE22THumanEsophagusESCC1.21e-033.61e-010.068
56996SLC12A9LZE24THumanEsophagusESCC4.20e-102.76e-010.0596
56996SLC12A9P1T-EHumanEsophagusESCC7.27e-134.51e-010.0875
56996SLC12A9P2T-EHumanEsophagusESCC4.05e-588.88e-010.1177
56996SLC12A9P4T-EHumanEsophagusESCC3.25e-102.07e-010.1323
56996SLC12A9P5T-EHumanEsophagusESCC1.25e-089.82e-020.1327
56996SLC12A9P8T-EHumanEsophagusESCC1.22e-162.87e-010.0889
56996SLC12A9P9T-EHumanEsophagusESCC1.45e-112.56e-010.1131
56996SLC12A9P10T-EHumanEsophagusESCC2.79e-162.88e-010.116
56996SLC12A9P11T-EHumanEsophagusESCC3.13e-062.66e-010.1426
56996SLC12A9P12T-EHumanEsophagusESCC5.03e-224.52e-010.1122
56996SLC12A9P15T-EHumanEsophagusESCC1.83e-285.67e-010.1149
56996SLC12A9P16T-EHumanEsophagusESCC3.83e-274.59e-010.1153
56996SLC12A9P17T-EHumanEsophagusESCC2.68e-021.78e-010.1278
56996SLC12A9P19T-EHumanEsophagusESCC1.20e-053.47e-010.1662
56996SLC12A9P20T-EHumanEsophagusESCC5.35e-366.02e-010.1124
56996SLC12A9P21T-EHumanEsophagusESCC4.23e-284.65e-010.1617
56996SLC12A9P22T-EHumanEsophagusESCC2.24e-061.37e-010.1236
56996SLC12A9P23T-EHumanEsophagusESCC7.55e-367.92e-010.108
56996SLC12A9P24T-EHumanEsophagusESCC5.97e-112.35e-010.1287
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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
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
SkinThe 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.AK: Actinic keratosis
cSCC: Cutaneous squamous cell carcinoma
SCCIS:squamous cell carcinoma in situ
ThyroidThe 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.ATC: Anaplastic thyroid cancer
HT: Hashimoto's thyroiditis
PTC: Papillary thyroid cancer
∗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:003253520EsophagusESCCregulation of cellular component size227/8552383/187234.77e-088.60e-07227
GO:00083619EsophagusESCCregulation of cell size107/8552181/187231.81e-041.16e-03107
GO:003253522LiverHCCregulation of cellular component size217/7958383/187231.28e-083.14e-07217
GO:00083614LiverHCCregulation of cell size95/7958181/187234.15e-031.81e-0295
GO:003253519Oral cavityOSCCregulation of cellular component size201/7305383/187234.80e-088.88e-07201
GO:00083618Oral cavityOSCCregulation of cell size92/7305181/187237.86e-044.26e-0392
GO:0032535110Oral cavityLPregulation of cellular component size128/4623383/187236.56e-058.80e-04128
GO:0032535111SkincSCCregulation of cellular component size131/4864383/187231.89e-041.59e-03131
GO:0032535112ThyroidPTCregulation of cellular component size181/5968383/187231.70e-105.64e-09181
GO:000836115ThyroidPTCregulation of cell size83/5968181/187235.45e-054.84e-0483
GO:003253526ThyroidATCregulation of cellular component size191/6293383/187232.51e-118.69e-10191
GO:000836122ThyroidATCregulation of cell size89/6293181/187231.01e-051.00e-0489
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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
SLC12A9SNVMissense_Mutationc.1576N>Ap.His526Asnp.H526NQ9BXP2protein_codingdeleterious(0)probably_damaging(0.998)TCGA-A8-A08J-01Breastbreast invasive carcinomaFemale<65III/IVUnknownUnknownPD
SLC12A9SNVMissense_Mutationc.692N>Ap.Ser231Tyrp.S231YQ9BXP2protein_codingdeleterious(0.03)probably_damaging(0.935)TCGA-AC-A23H-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownPD
SLC12A9SNVMissense_Mutationnovelc.1855N>Tp.Leu619Phep.L619FQ9BXP2protein_codingtolerated(0.1)benign(0.414)TCGA-AR-A5QM-01Breastbreast invasive carcinomaFemale<65I/IIHormone TherapyanastrozolePD
SLC12A9insertionFrame_Shift_Insnovelc.712_713insCCCTTCTTp.His238ProfsTer13p.H238Pfs*13Q9BXP2protein_codingTCGA-AN-A0FX-01Breastbreast invasive carcinomaFemale<65I/IIUnknownUnknownSD
SLC12A9insertionIn_Frame_Insnovelc.713_714insTTTATTTATTTATTTTGAGATGGAGTCTTGp.His238_Phe239insLeuPheIleTyrPheGluMetGluSerCysp.H238_F239insLFIYFEMESCQ9BXP2protein_codingTCGA-AN-A0FX-01Breastbreast invasive carcinomaFemale<65I/IIUnknownUnknownSD
SLC12A9insertionFrame_Shift_Insnovelc.712_713insCAGTTTTTGTGGAGCTGGGGTTTCACAATGTTGCCCAGGTTAGTTTTp.His238ProfsTer26p.H238Pfs*26Q9BXP2protein_codingTCGA-AO-A03T-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapycyclophosphamideSD
SLC12A9insertionFrame_Shift_Insnovelc.2147_2148insTTTGCACAACAGAp.Gly717LeufsTer51p.G717Lfs*51Q9BXP2protein_codingTCGA-AQ-A04J-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapycytoxanSD
SLC12A9SNVMissense_Mutationc.643G>Ap.Gly215Argp.G215RQ9BXP2protein_codingtolerated(0.19)benign(0.014)TCGA-2W-A8YY-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinCR
SLC12A9SNVMissense_Mutationc.1954N>Ap.Asp652Asnp.D652NQ9BXP2protein_codingtolerated(0.46)benign(0.001)TCGA-Q1-A5R2-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinPR
SLC12A9SNVMissense_Mutationnovelc.2300G>Tp.Arg767Leup.R767LQ9BXP2protein_codingdeleterious(0)probably_damaging(1)TCGA-5M-AAT4-01Colorectumcolon adenocarcinomaMale>=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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