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: SLC9A3R2

Gene summary for SLC9A3R2

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

SLC9A3R2

Gene ID

9351

Gene nameSLC9A3 regulator 2
Gene AliasE3KARP
Cytomap16p13.3
Gene Typeprotein-coding
GO ID

GO:0008104

UniProtAcc

Q15599


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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
9351SLC9A3R2AEH-subject1HumanEndometriumAEH5.26e-06-3.07e-01-0.3059
9351SLC9A3R2AEH-subject2HumanEndometriumAEH8.80e-10-1.94e-01-0.2525
9351SLC9A3R2AEH-subject3HumanEndometriumAEH6.29e-08-3.41e-01-0.2576
9351SLC9A3R2AEH-subject4HumanEndometriumAEH4.49e-16-4.85e-01-0.2657
9351SLC9A3R2AEH-subject5HumanEndometriumAEH2.49e-14-4.61e-01-0.2953
9351SLC9A3R2EEC-subject1HumanEndometriumEEC1.78e-19-4.33e-01-0.2682
9351SLC9A3R2EEC-subject2HumanEndometriumEEC2.50e-03-2.89e-01-0.2607
9351SLC9A3R2EEC-subject3HumanEndometriumEEC1.66e-38-4.16e-01-0.2525
9351SLC9A3R2GSM5276934HumanEndometriumEEC6.25e-31-5.73e-01-0.0913
9351SLC9A3R2GSM5276937HumanEndometriumEEC1.88e-11-4.18e-01-0.0897
9351SLC9A3R2GSM6177620_NYU_UCEC1_lib1_lib1HumanEndometriumEEC1.61e-26-4.62e-01-0.1869
9351SLC9A3R2GSM6177620_NYU_UCEC1_lib2_lib2HumanEndometriumEEC2.89e-24-4.82e-01-0.1875
9351SLC9A3R2GSM6177620_NYU_UCEC1_lib3_lib3HumanEndometriumEEC2.63e-29-5.62e-01-0.1883
9351SLC9A3R2GSM6177621_NYU_UCEC2_lib1_lib1HumanEndometriumEEC3.91e-35-4.96e-01-0.1934
9351SLC9A3R2GSM6177622_NYU_UCEC3_lib1_lib1HumanEndometriumEEC4.67e-34-4.68e-01-0.1917
9351SLC9A3R2GSM6177622_NYU_UCEC3_lib2_lib2HumanEndometriumEEC8.97e-41-3.27e-01-0.1916
9351SLC9A3R2GSM6177623_NYU_UCEC3_VisHumanEndometriumEEC1.27e-03-1.66e-01-0.1269
9351SLC9A3R2LZE5THumanEsophagusESCC6.70e-031.81e-010.0514
9351SLC9A3R2LZE20THumanEsophagusESCC1.26e-051.38e-010.0662
9351SLC9A3R2LZE22THumanEsophagusESCC6.94e-096.46e-010.068
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check button Transcriptomic changes along malignancy continuum.
TissueExpression DynamicsAbbreviation
EndometriumThe 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.AEH: Atypical endometrial hyperplasia
EEC: Endometrioid 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
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
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:007265914EndometriumAEHprotein localization to plasma membrane63/2100284/187237.58e-083.92e-0663
GO:19907789EndometriumAEHprotein localization to cell periphery68/2100333/187236.38e-072.38e-0568
GO:007265915EndometriumEECprotein localization to plasma membrane64/2168284/187231.05e-075.05e-0664
GO:199077814EndometriumEECprotein localization to cell periphery69/2168333/187239.71e-073.31e-0569
GO:0072659110EsophagusESCCprotein localization to plasma membrane193/8552284/187231.95e-141.03e-12193
GO:199077819EsophagusESCCprotein localization to cell periphery217/8552333/187234.08e-131.88e-11217
GO:199077811LiverCirrhoticprotein localization to cell periphery135/4634333/187231.18e-106.21e-09135
GO:007265911LiverCirrhoticprotein localization to plasma membrane119/4634284/187231.30e-106.80e-09119
GO:007265921LiverHCCprotein localization to plasma membrane177/7958284/187231.02e-114.18e-10177
GO:199077821LiverHCCprotein localization to cell periphery200/7958333/187236.07e-112.23e-09200
GO:007265918Oral cavityOSCCprotein localization to plasma membrane169/7305284/187231.69e-127.21e-11169
GO:199077816Oral cavityOSCCprotein localization to cell periphery190/7305333/187231.46e-115.13e-10190
GO:007265919Oral cavityLPprotein localization to plasma membrane119/4623284/187231.11e-106.44e-09119
GO:199077817Oral cavityLPprotein localization to cell periphery133/4623333/187234.42e-102.21e-08133
GO:007265916ProstateBPHprotein localization to plasma membrane89/3107284/187235.00e-102.56e-0889
GO:199077810ProstateBPHprotein localization to cell periphery95/3107333/187232.78e-088.13e-0795
GO:007265917ProstateTumorprotein localization to plasma membrane90/3246284/187232.07e-098.99e-0890
GO:199077815ProstateTumorprotein localization to cell periphery97/3246333/187235.88e-081.75e-0697
GO:0072659112ThyroidPTCprotein localization to plasma membrane153/5968284/187239.90e-156.50e-13153
GO:1990778111ThyroidPTCprotein localization to cell periphery172/5968333/187233.71e-142.30e-12172
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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
SLC9A3R2SNVMissense_Mutationc.334C>Ap.Leu112Ilep.L112IQ15599protein_codingtolerated(0.53)benign(0.003)TCGA-AC-A5EH-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
SLC9A3R2SNVMissense_Mutationrs754722358c.329G>Ap.Arg110Glnp.R110QQ15599protein_codingtolerated(0.52)benign(0.001)TCGA-2W-A8YY-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinCR
SLC9A3R2SNVMissense_Mutationnovelc.965C>Tp.Ala322Valp.A322VQ15599protein_codingdeleterious(0.01)probably_damaging(0.993)TCGA-2W-A8YY-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinCR
SLC9A3R2SNVMissense_Mutationc.685G>Ap.Asp229Asnp.D229NQ15599protein_codingdeleterious(0)probably_damaging(0.974)TCGA-CK-4951-01Colorectumcolon adenocarcinomaFemale>=65I/IIUnknownUnknownPD
SLC9A3R2SNVMissense_Mutationrs192036446c.656G>Ap.Arg219Glnp.R219QQ15599protein_codingdeleterious(0.05)benign(0.003)TCGA-CK-6746-01Colorectumcolon adenocarcinomaFemale>=65I/IIUnknownUnknownSD
SLC9A3R2SNVMissense_Mutationnovelc.232N>Ap.Ala78Thrp.A78TQ15599protein_codingdeleterious(0.03)possibly_damaging(0.503)TCGA-A5-A0G1-01Endometriumuterine corpus endometrioid carcinomaFemale>=65I/IIUnknownUnknownSD
SLC9A3R2SNVMissense_Mutationrs41292275c.713N>Ap.Arg238Glnp.R238QQ15599protein_codingdeleterious(0.02)benign(0.007)TCGA-A5-A0G1-01Endometriumuterine corpus endometrioid carcinomaFemale>=65I/IIUnknownUnknownSD
SLC9A3R2SNVMissense_Mutationc.334N>Ap.Leu112Ilep.L112IQ15599protein_codingtolerated(0.53)benign(0.003)TCGA-AP-A059-01Endometriumuterine corpus endometrioid carcinomaFemale>=65I/IIUnknownUnknownSD
SLC9A3R2SNVMissense_Mutationc.259G>Cp.Val87Leup.V87LQ15599protein_codingdeleterious(0.02)probably_damaging(0.998)TCGA-AP-A1DR-01Endometriumuterine corpus endometrioid carcinomaFemale<65III/IVChemotherapycisplatinSD
SLC9A3R2SNVMissense_Mutationnovelc.806N>Tp.Ser269Phep.S269FQ15599protein_codingdeleterious(0.02)benign(0.022)TCGA-AX-A2H4-01Endometriumuterine corpus endometrioid carcinomaFemale>=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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