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: SLC9A2

Gene summary for SLC9A2

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

SLC9A2

Gene ID

6549

Gene namesolute carrier family 9 member A2
Gene AliasNHE2
Cytomap2q12.1
Gene Typeprotein-coding
GO ID

GO:0006810

UniProtAcc

Q9UBY0


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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
6549SLC9A2HTA11_3410_2000001011HumanColorectumAD1.55e-33-7.96e-010.0155
6549SLC9A2HTA11_2487_2000001011HumanColorectumSER1.17e-10-6.22e-01-0.1808
6549SLC9A2HTA11_2951_2000001011HumanColorectumAD2.85e-04-6.59e-010.0216
6549SLC9A2HTA11_1938_2000001011HumanColorectumAD3.16e-02-4.95e-01-0.0811
6549SLC9A2HTA11_347_2000001011HumanColorectumAD1.48e-116.68e-01-0.1954
6549SLC9A2HTA11_3361_2000001011HumanColorectumAD1.18e-03-5.54e-01-0.1207
6549SLC9A2HTA11_696_2000001011HumanColorectumAD4.09e-05-4.20e-01-0.1464
6549SLC9A2HTA11_1391_2000001011HumanColorectumAD5.01e-10-5.87e-01-0.059
6549SLC9A2HTA11_5216_2000001011HumanColorectumSER3.67e-06-7.27e-01-0.1462
6549SLC9A2HTA11_866_3004761011HumanColorectumAD3.41e-29-8.45e-010.096
6549SLC9A2HTA11_4255_2000001011HumanColorectumSER2.78e-02-6.15e-010.0446
6549SLC9A2HTA11_9408_2000001011HumanColorectumAD6.75e-08-1.09e+000.0451
6549SLC9A2HTA11_8622_2000001021HumanColorectumSER8.16e-11-8.49e-010.0528
6549SLC9A2HTA11_10711_2000001011HumanColorectumAD6.49e-05-4.61e-010.0338
6549SLC9A2HTA11_6818_2000001011HumanColorectumAD1.56e-04-5.73e-010.0112
6549SLC9A2HTA11_11156_2000001011HumanColorectumAD1.73e-06-1.02e+000.0397
6549SLC9A2HTA11_6818_2000001021HumanColorectumAD3.33e-13-6.76e-010.0588
6549SLC9A2HTA11_99999965104_69814HumanColorectumMSS1.34e-28-1.12e+000.281
6549SLC9A2HTA11_99999971662_82457HumanColorectumMSS1.40e-65-1.16e+000.3859
6549SLC9A2HTA11_99999973899_84307HumanColorectumMSS2.86e-22-1.12e+000.2585
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check button Transcriptomic changes along malignancy continuum.
TissueExpression DynamicsAbbreviation
Colorectum (GSE201348)The 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.FAP: Familial adenomatous polyposis
CRC: Colorectal cancer
Colorectum (HTA11)The 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.AD: Adenomas
SER: Sessile serrated lesions
MSI-H: Microsatellite-high colorectal cancer
MSS: Microsatellite stable colorectal cancer
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:1902600ColorectumADproton transmembrane transport66/3918157/187231.59e-091.17e-0766
GO:0030004ColorectumADcellular monovalent inorganic cation homeostasis36/3918103/187236.80e-046.95e-0336
GO:0030641ColorectumADregulation of cellular pH29/391881/187231.42e-031.22e-0229
GO:0051453ColorectumADregulation of intracellular pH26/391875/187234.04e-032.82e-0226
GO:0006885ColorectumADregulation of pH30/391891/187234.95e-033.32e-0230
GO:0055067ColorectumADmonovalent inorganic cation homeostasis45/3918151/187236.19e-033.88e-0245
GO:19026001ColorectumSERproton transmembrane transport60/2897157/187233.12e-127.08e-1060
GO:00300041ColorectumSERcellular monovalent inorganic cation homeostasis31/2897103/187231.31e-042.66e-0331
GO:00306411ColorectumSERregulation of cellular pH24/289781/187239.20e-041.11e-0224
GO:00550671ColorectumSERmonovalent inorganic cation homeostasis37/2897151/187232.48e-032.33e-0237
GO:00514531ColorectumSERregulation of intracellular pH21/289775/187233.97e-033.26e-0221
GO:00068851ColorectumSERregulation of pH24/289791/187235.03e-033.88e-0224
GO:19026002ColorectumMSSproton transmembrane transport57/3467157/187231.00e-074.81e-0657
GO:00300042ColorectumMSScellular monovalent inorganic cation homeostasis31/3467103/187232.94e-032.27e-0231
GO:00306412ColorectumMSSregulation of cellular pH25/346781/187234.97e-033.46e-0225
GO:0035725ColorectumFAPsodium ion transmembrane transport44/2622178/187239.31e-051.60e-0344
GO:19026004ColorectumFAPproton transmembrane transport39/2622157/187232.03e-042.92e-0339
GO:00300043ColorectumFAPcellular monovalent inorganic cation homeostasis28/2622103/187233.23e-044.15e-0328
GO:0006814ColorectumFAPsodium ion transport54/2622245/187233.98e-044.85e-0354
GO:00514532ColorectumFAPregulation of intracellular pH22/262275/187234.38e-045.21e-0322
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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
SLC9A2SNVMissense_Mutationnovelc.1390N>Tp.Ala464Serp.A464SQ9UBY0protein_codingtolerated(0.07)benign(0.248)TCGA-A7-A0DB-01Breastbreast invasive carcinomaFemale<65I/IIHormone TherapyarimidexSD
SLC9A2SNVMissense_Mutationc.1883N>Gp.Thr628Argp.T628RQ9UBY0protein_codingtolerated(0.1)benign(0.244)TCGA-AO-A124-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapydoxorubicinSD
SLC9A2SNVMissense_Mutationc.2306N>Gp.Ser769Cysp.S769CQ9UBY0protein_codingdeleterious(0.03)possibly_damaging(0.62)TCGA-D8-A1JA-01Breastbreast invasive carcinomaFemale<65III/IVChemotherapyadriamycinPD
SLC9A2SNVMissense_Mutationnovelc.538N>Gp.Asn180Aspp.N180DQ9UBY0protein_codingdeleterious(0.04)probably_damaging(0.999)TCGA-D8-A1JK-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
SLC9A2SNVMissense_Mutationc.1583N>Gp.Asp528Glyp.D528GQ9UBY0protein_codingdeleterious(0)possibly_damaging(0.752)TCGA-D8-A1X7-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapyHormone Therapydoxorubicine+cyclophosphamide+tamoxifenSD
SLC9A2SNVMissense_Mutationc.1880N>Gp.Asp627Glyp.D627GQ9UBY0protein_codingdeleterious(0.04)benign(0.001)TCGA-EW-A1IZ-01Breastbreast invasive carcinomaFemale<65III/IVChemotherapytaxotereSD
SLC9A2SNVMissense_Mutationrs201412062c.486N>Gp.Phe162Leup.F162LQ9UBY0protein_codingdeleterious(0)probably_damaging(0.998)TCGA-OL-A5RW-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapyadriamycinCR
SLC9A2insertionFrame_Shift_Insrs748701652c.2236_2237insCp.Thr749AsnfsTer22p.T749Nfs*22Q9UBY0protein_codingTCGA-A8-A07R-01Breastbreast invasive carcinomaFemale>=65III/IVAncillaryzoledronicSD
SLC9A2insertionFrame_Shift_Insrs748701652c.2236_2237insCp.Thr749AsnfsTer22p.T749Nfs*22Q9UBY0protein_codingTCGA-AN-A04C-01Breastbreast invasive carcinomaFemale<65I/IIUnknownUnknownSD
SLC9A2insertionFrame_Shift_Insrs748701652c.2236_2237insCp.Thr749AsnfsTer22p.T749Nfs*22Q9UBY0protein_codingTCGA-BH-A0BR-01Breastbreast invasive carcinomaFemale<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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