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: SLC9A9

Gene summary for SLC9A9

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

SLC9A9

Gene ID

285195

Gene namesolute carrier family 9 member A9
Gene AliasAUTS16
Cytomap3q24
Gene Typeprotein-coding
GO ID

GO:0006810

UniProtAcc

Q8IVB4


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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
285195SLC9A9LZE4THumanEsophagusESCC7.59e-154.95e-010.0811
285195SLC9A9P2T-EHumanEsophagusESCC3.22e-062.55e-020.1177
285195SLC9A9P4T-EHumanEsophagusESCC1.07e-072.71e-010.1323
285195SLC9A9P8T-EHumanEsophagusESCC4.23e-137.72e-020.0889
285195SLC9A9P9T-EHumanEsophagusESCC1.86e-133.33e-010.1131
285195SLC9A9P10T-EHumanEsophagusESCC1.31e-233.68e-010.116
285195SLC9A9P11T-EHumanEsophagusESCC2.13e-029.54e-020.1426
285195SLC9A9P12T-EHumanEsophagusESCC1.23e-154.47e-010.1122
285195SLC9A9P15T-EHumanEsophagusESCC6.37e-123.30e-010.1149
285195SLC9A9P22T-EHumanEsophagusESCC6.05e-163.31e-010.1236
285195SLC9A9P23T-EHumanEsophagusESCC6.56e-041.34e-010.108
285195SLC9A9P26T-EHumanEsophagusESCC6.37e-254.40e-010.1276
285195SLC9A9P27T-EHumanEsophagusESCC1.95e-163.77e-010.1055
285195SLC9A9P28T-EHumanEsophagusESCC2.21e-195.02e-010.1149
285195SLC9A9P30T-EHumanEsophagusESCC8.82e-271.19e+000.137
285195SLC9A9P32T-EHumanEsophagusESCC8.71e-085.58e-020.1666
285195SLC9A9P42T-EHumanEsophagusESCC2.55e-082.76e-010.1175
285195SLC9A9P47T-EHumanEsophagusESCC7.60e-086.87e-020.1067
285195SLC9A9P48T-EHumanEsophagusESCC7.40e-051.19e-010.0959
285195SLC9A9P52T-EHumanEsophagusESCC2.83e-202.99e-010.1555
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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
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
∗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:190260018EsophagusESCCproton transmembrane transport88/8552157/187235.62e-032.10e-0288
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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
SLC9A9SNVMissense_Mutationrs61734409c.1378A>Gp.Met460Valp.M460VQ8IVB4protein_codingtolerated(0.09)probably_damaging(0.949)TCGA-A8-A09Z-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
SLC9A9SNVMissense_Mutationrs775325802c.926N>Tp.Pro309Leup.P309LQ8IVB4protein_codingdeleterious(0)probably_damaging(0.999)TCGA-AN-A046-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
SLC9A9SNVMissense_Mutationc.717G>Cp.Glu239Aspp.E239DQ8IVB4protein_codingdeleterious(0)probably_damaging(0.992)TCGA-AQ-A0Y5-01Breastbreast invasive carcinomaFemale>=65III/IVChemotherapycytoxanSD
SLC9A9SNVMissense_Mutationc.133C>Gp.Arg45Glyp.R45GQ8IVB4protein_codingdeleterious(0)probably_damaging(0.995)TCGA-BH-A0H5-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapycytoxanCR
SLC9A9deletionFrame_Shift_Delnovelc.985delNp.Ala329LeufsTer4p.A329Lfs*4Q8IVB4protein_codingTCGA-EW-A2FV-01Breastbreast invasive carcinomaFemale<65III/IVChemotherapydocetaxelSD
SLC9A9SNVMissense_Mutationrs761080781c.1115C>Tp.Ala372Valp.A372VQ8IVB4protein_codingdeleterious(0)probably_damaging(0.996)TCGA-2W-A8YY-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinCR
SLC9A9SNVMissense_Mutationnovelc.97C>Tp.Leu33Phep.L33FQ8IVB4protein_codingdeleterious(0.04)probably_damaging(0.998)TCGA-2W-A8YY-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinCR
SLC9A9SNVMissense_Mutationc.1079N>Cp.Arg360Thrp.R360TQ8IVB4protein_codingdeleterious(0)probably_damaging(0.991)TCGA-EK-A3GK-01Cervixcervical & endocervical cancerFemale<65I/IIUnknownUnknownSD
SLC9A9SNVMissense_Mutationc.433N>Gp.His145Aspp.H145DQ8IVB4protein_codingdeleterious(0.01)probably_damaging(0.991)TCGA-JW-A5VL-01Cervixcervical & endocervical cancerFemale<65I/IIUnknownUnknownSD
SLC9A9SNVMissense_Mutationc.1561N>Cp.Glu521Glnp.E521QQ8IVB4protein_codingdeleterious(0.02)benign(0.214)TCGA-Q1-A5R2-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinPR
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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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