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: SLC9C1

Gene summary for SLC9C1

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

SLC9C1

Gene ID

285335

Gene namesolute carrier family 9 member C1
Gene AliasNHE
Cytomap3q13.2
Gene Typeprotein-coding
GO ID

GO:0000003

UniProtAcc

Q4G0N8


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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
285335SLC9C1HTA11_1938_2000001011HumanColorectumAD7.58e-096.09e-01-0.0811
285335SLC9C1HTA11_78_2000001011HumanColorectumAD1.28e-127.75e-01-0.1088
285335SLC9C1HTA11_347_2000001011HumanColorectumAD2.54e-267.89e-01-0.1954
285335SLC9C1HTA11_411_2000001011HumanColorectumSER1.10e-091.19e+00-0.2602
285335SLC9C1HTA11_2112_2000001011HumanColorectumSER2.08e-071.11e+00-0.2196
285335SLC9C1HTA11_3361_2000001011HumanColorectumAD1.64e-034.78e-01-0.1207
285335SLC9C1HTA11_83_2000001011HumanColorectumSER2.09e-076.03e-01-0.1526
285335SLC9C1HTA11_696_2000001011HumanColorectumAD5.36e-145.28e-01-0.1464
285335SLC9C1HTA11_866_2000001011HumanColorectumAD2.58e-115.24e-01-0.1001
285335SLC9C1HTA11_1391_2000001011HumanColorectumAD4.84e-074.57e-01-0.059
285335SLC9C1HTA11_6818_2000001021HumanColorectumAD5.58e-055.15e-010.0588
285335SLC9C1HTA11_99999970781_79442HumanColorectumMSS4.96e-043.10e-010.294
285335SLC9C1HTA11_99999971662_82457HumanColorectumMSS1.26e-043.28e-010.3859
285335SLC9C1A015-C-203HumanColorectumFAP2.46e-03-1.03e-01-0.1294
285335SLC9C1A015-C-104HumanColorectumFAP1.66e-02-9.67e-02-0.1899
285335SLC9C1A002-C-116HumanColorectumFAP2.34e-02-1.04e-01-0.0452
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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
∗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
SLC9C1SNVMissense_Mutationnovelc.1998G>Cp.Met666Ilep.M666IQ4G0N8protein_codingdeleterious(0.02)benign(0.007)TCGA-5L-AAT0-01Breastbreast invasive carcinomaFemale<65I/IIHormone TherapytamoxiphenSD
SLC9C1SNVMissense_Mutationc.951N>Ap.His317Glnp.H317QQ4G0N8protein_codingtolerated(0.58)benign(0.185)TCGA-A2-A25B-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapytaxoterePD
SLC9C1SNVMissense_Mutationc.589N>Ap.Gln197Lysp.Q197KQ4G0N8protein_codingtolerated(0.43)benign(0.027)TCGA-A8-A079-01Breastbreast invasive carcinomaFemale>=65III/IVChemotherapy5-fluorouracilSD
SLC9C1SNVMissense_Mutationc.692N>Cp.Gln231Prop.Q231PQ4G0N8protein_codingdeleterious(0.01)possibly_damaging(0.834)TCGA-A8-A08T-01Breastbreast invasive carcinomaFemale<65III/IVUnknownUnknownPD
SLC9C1SNVMissense_Mutationc.1513N>Ap.Glu505Lysp.E505KQ4G0N8protein_codingdeleterious(0.01)possibly_damaging(0.612)TCGA-AC-A23H-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownPD
SLC9C1SNVMissense_Mutationnovelc.2767N>Cp.Gly923Argp.G923RQ4G0N8protein_codingtolerated(0.19)possibly_damaging(0.454)TCGA-AC-A62V-01Breastbreast invasive carcinomaMale<65III/IVTargeted Molecular therapydenosumabPD
SLC9C1SNVMissense_Mutationc.101N>Tp.Arg34Leup.R34LQ4G0N8protein_codingtolerated(1)benign(0)TCGA-AN-A0AK-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
SLC9C1SNVMissense_Mutationc.2571C>Gp.Ile857Metp.I857MQ4G0N8protein_codingdeleterious(0.02)possibly_damaging(0.564)TCGA-AR-A1AU-01Breastbreast invasive carcinomaFemale<65III/IVChemotherapydoxorubicinSD
SLC9C1SNVMissense_Mutationnovelc.604N>Tp.His202Tyrp.H202YQ4G0N8protein_codingtolerated(0.67)benign(0.001)TCGA-BH-A0HF-01Breastbreast invasive carcinomaFemale>=65I/IIHormone TherapyarimidexSD
SLC9C1SNVMissense_Mutationc.373C>Ap.His125Asnp.H125NQ4G0N8protein_codingdeleterious(0.01)benign(0.006)TCGA-EW-A1J6-01Breastbreast invasive carcinomaFemale>=65I/IIHormone TherapyfemaraSD
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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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