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: SLC9A3R1

Gene summary for SLC9A3R1

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

SLC9A3R1

Gene ID

9368

Gene nameSLC9A3 regulator 1
Gene AliasEBP50
Cytomap17q25.1
Gene Typeprotein-coding
GO ID

GO:0000165

UniProtAcc

O14745


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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
9368SLC9A3R1C06HumanOral cavityOSCC1.10e-081.84e+000.2699
9368SLC9A3R1C07HumanOral cavityOSCC8.61e-061.05e+000.2491
9368SLC9A3R1C08HumanOral cavityOSCC1.49e-751.92e+000.1919
9368SLC9A3R1C09HumanOral cavityOSCC6.17e-269.10e-010.1431
9368SLC9A3R1LN22HumanOral cavityOSCC5.64e-222.35e+000.1733
9368SLC9A3R1LN38HumanOral cavityOSCC2.33e-051.53e+000.168
9368SLC9A3R1LN46HumanOral cavityOSCC7.21e-157.77e-010.1666
9368SLC9A3R1LP15HumanOral cavityLP1.24e-122.36e+000.2174
9368SLC9A3R1LP17HumanOral cavityLP2.39e-111.67e+000.2349
9368SLC9A3R1SYSMH1HumanOral cavityOSCC1.36e-431.37e+000.1127
9368SLC9A3R1SYSMH2HumanOral cavityOSCC1.01e-216.68e-010.2326
9368SLC9A3R1SYSMH3HumanOral cavityOSCC2.49e-288.88e-010.2442
9368SLC9A3R1SYSMH4HumanOral cavityOSCC5.95e-082.02e-010.1226
9368SLC9A3R1SYSMH5HumanOral cavityOSCC1.47e-054.08e-010.0647
9368SLC9A3R1SYSMH6HumanOral cavityOSCC9.88e-104.46e-010.1275
9368SLC9A3R1P4_S8_cSCCHumanSkincSCC1.83e-029.59e-02-0.3095
9368SLC9A3R1P5_S10_cSCCHumanSkincSCC2.85e-203.67e-01-0.299
9368SLC9A3R1P1_cSCCHumanSkincSCC6.00e-341.03e+000.0292
9368SLC9A3R1P2_cSCCHumanSkincSCC1.58e-103.67e-01-0.024
9368SLC9A3R1P4_cSCCHumanSkincSCC2.17e-357.00e-01-0.00290000000000005
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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
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
GCThe 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.CAG: Chronic atrophic gastritis
CAG with IM: Chronic atrophic gastritis with intestinal metaplasia
CSG: Chronic superficial gastritis
GC: Gastric cancer
SIM: Severe intestinal metaplasia
WIM: Wild intestinal metaplasia
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
ProstateThe 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.BPH: Benign Prostatic Hyperplasia
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:00971939BreastPrecancerintrinsic apoptotic signaling pathway59/1080288/187238.07e-183.60e-1559
GO:20012339BreastPrecancerregulation of apoptotic signaling pathway65/1080356/187237.70e-173.17e-1465
GO:20012429BreastPrecancerregulation of intrinsic apoptotic signaling pathway41/1080164/187236.48e-162.31e-1341
GO:19026008BreastPrecancerproton transmembrane transport39/1080157/187234.18e-151.18e-1239
GO:20012445BreastPrecancerpositive regulation of intrinsic apoptotic signaling pathway17/108058/187231.59e-081.12e-0617
GO:20012356BreastPrecancerpositive regulation of apoptotic signaling pathway24/1080126/187231.98e-071.01e-0524
GO:00487329BreastPrecancergland development49/1080436/187236.11e-061.73e-0449
GO:00702933BreastPrecancerrenal absorption6/108017/187232.59e-043.83e-036
GO:00085445BreastPrecancerepidermis development35/1080324/187232.71e-043.96e-0335
GO:00099136BreastPrecancerepidermal cell differentiation23/1080202/187231.43e-031.50e-0223
GO:00434912BreastPrecancerprotein kinase B signaling23/1080211/187232.53e-032.30e-0223
GO:00158336BreastPrecancerpeptide transport27/1080264/187232.84e-032.49e-0227
GO:00347673BreastPrecancerpositive regulation of ion transmembrane transport19/1080167/187233.60e-032.98e-0219
GO:00071638BreastPrecancerestablishment or maintenance of cell polarity23/1080218/187233.82e-033.06e-0223
GO:00109596BreastPrecancerregulation of metal ion transport37/1080406/187234.07e-033.22e-0237
GO:00020649BreastPrecancerepithelial cell development23/1080220/187234.28e-033.35e-0223
GO:00228985BreastPrecancerregulation of transmembrane transporter activity27/1080278/187235.72e-034.11e-0227
GO:00226049BreastPrecancerregulation of cell morphogenesis29/1080309/187236.88e-034.67e-0229
GO:200123314BreastIDCregulation of apoptotic signaling pathway82/1434356/187236.27e-205.93e-1782
GO:009719314BreastIDCintrinsic apoptotic signaling pathway69/1434288/187236.32e-182.99e-1569
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check button Enriched KEGG pathways.
Pathway IDTissueDisease StageDescriptionGene RatioBg Ratiopvaluep.adjustqvalueCount
hsa0513018BreastPrecancerPathogenic Escherichia coli infection38/684197/84653.12e-075.81e-064.45e-0638
hsa0453018BreastPrecancerTight junction31/684169/84651.13e-051.26e-049.64e-0531
hsa0513019BreastPrecancerPathogenic Escherichia coli infection38/684197/84653.12e-075.81e-064.45e-0638
hsa0453019BreastPrecancerTight junction31/684169/84651.13e-051.26e-049.64e-0531
hsa0453024BreastIDCTight junction38/867169/84652.07e-063.20e-052.39e-0538
hsa0513024BreastIDCPathogenic Escherichia coli infection42/867197/84652.66e-063.92e-052.94e-0542
hsa0453034BreastIDCTight junction38/867169/84652.07e-063.20e-052.39e-0538
hsa0513034BreastIDCPathogenic Escherichia coli infection42/867197/84652.66e-063.92e-052.94e-0542
hsa0513043BreastDCISPathogenic Escherichia coli infection42/846197/84651.40e-062.15e-051.59e-0542
hsa0453044BreastDCISTight junction37/846169/84653.07e-064.20e-053.09e-0537
hsa0513053BreastDCISPathogenic Escherichia coli infection42/846197/84651.40e-062.15e-051.59e-0542
hsa0453054BreastDCISTight junction37/846169/84653.07e-064.20e-053.09e-0537
hsa04530ColorectumADTight junction76/2092169/84655.49e-099.69e-086.18e-0876
hsa05130ColorectumADPathogenic Escherichia coli infection79/2092197/84651.05e-061.36e-058.65e-0679
hsa04928ColorectumADParathyroid hormone synthesis, secretion and action38/2092106/84656.60e-032.77e-021.76e-0238
hsa045301ColorectumADTight junction76/2092169/84655.49e-099.69e-086.18e-0876
hsa051301ColorectumADPathogenic Escherichia coli infection79/2092197/84651.05e-061.36e-058.65e-0679
hsa049281ColorectumADParathyroid hormone synthesis, secretion and action38/2092106/84656.60e-032.77e-021.76e-0238
hsa045302ColorectumSERTight junction59/1580169/84653.24e-075.98e-064.34e-0659
hsa051302ColorectumSERPathogenic Escherichia coli infection60/1580197/84653.63e-054.31e-043.13e-0460
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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
SLC9A3R1SNVMissense_Mutationrs775971197c.560N>Gp.Pro187Argp.P187RO14745protein_codingdeleterious(0)probably_damaging(0.998)TCGA-A8-A09Z-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
SLC9A3R1SNVMissense_Mutationnovelc.592C>Gp.Arg198Glyp.R198GO14745protein_codingdeleterious(0)probably_damaging(0.996)TCGA-AC-A62V-01Breastbreast invasive carcinomaMale<65III/IVTargeted Molecular therapydenosumabPD
SLC9A3R1SNVMissense_Mutationnovelc.1073T>Cp.Leu358Prop.L358PO14745protein_codingdeleterious(0)probably_damaging(0.996)TCGA-B6-A0IB-01Breastbreast invasive carcinomaFemale<65III/IVUnknownUnknownPD
SLC9A3R1SNVMissense_Mutationnovelc.112N>Cp.Tyr38Hisp.Y38HO14745protein_codingdeleterious(0)possibly_damaging(0.886)TCGA-JL-A3YW-01Breastbreast invasive carcinomaFemale<65I/IIUnknownUnknownSD
SLC9A3R1SNVMissense_Mutationc.548A>Tp.Asp183Valp.D183VO14745protein_codingdeleterious(0)probably_damaging(0.989)TCGA-AA-3715-01Colorectumcolon adenocarcinomaMale>=65I/IIUnknownUnknownPD
SLC9A3R1SNVMissense_Mutationnovelc.789N>Tp.Glu263Aspp.E263DO14745protein_codingtolerated(0.55)benign(0.001)TCGA-A5-A0G2-01Endometriumuterine corpus endometrioid carcinomaFemale<65III/IVUnknownUnknownSD
SLC9A3R1SNVMissense_Mutationnovelc.766N>Tp.Pro256Serp.P256SO14745protein_codingdeleterious(0.01)possibly_damaging(0.858)TCGA-AP-A1DK-01Endometriumuterine corpus endometrioid carcinomaFemale<65I/IIUnknownUnknownSD
SLC9A3R1SNVMissense_Mutationc.454N>Tp.Pro152Serp.P152SO14745protein_codingdeleterious(0)probably_damaging(0.999)TCGA-AX-A0J1-01Endometriumuterine corpus endometrioid carcinomaFemale>=65I/IIUnknownUnknownSD
SLC9A3R1SNVMissense_Mutationc.782N>Gp.Asn261Serp.N261SO14745protein_codingtolerated(0.07)benign(0.059)TCGA-BS-A0V8-01Endometriumuterine corpus endometrioid carcinomaFemale>=65I/IIUnknownUnknownSD
SLC9A3R1SNVMissense_Mutationnovelc.624N>Tp.Glu208Aspp.E208DO14745protein_codingdeleterious(0.03)benign(0.137)TCGA-DF-A2KN-01Endometriumuterine corpus endometrioid carcinomaFemaleUnknownI/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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