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: SLC4A11

Gene summary for SLC4A11

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

SLC4A11

Gene ID

83959

Gene namesolute carrier family 4 member 11
Gene AliasBTR1
Cytomap20p13
Gene Typeprotein-coding
GO ID

GO:0006810

UniProtAcc

Q8NBS3


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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
83959SLC4A11LZE7THumanEsophagusESCC6.67e-063.53e-010.0667
83959SLC4A11P2T-EHumanEsophagusESCC5.76e-04-1.03e-010.1177
83959SLC4A11P4T-EHumanEsophagusESCC9.57e-056.49e-030.1323
83959SLC4A11P8T-EHumanEsophagusESCC4.58e-109.88e-020.0889
83959SLC4A11P9T-EHumanEsophagusESCC1.25e-02-6.78e-020.1131
83959SLC4A11P10T-EHumanEsophagusESCC6.48e-07-3.07e-020.116
83959SLC4A11P12T-EHumanEsophagusESCC8.03e-122.30e-010.1122
83959SLC4A11P16T-EHumanEsophagusESCC1.08e-07-1.16e-020.1153
83959SLC4A11P22T-EHumanEsophagusESCC1.60e-04-1.20e-010.1236
83959SLC4A11P23T-EHumanEsophagusESCC1.14e-051.47e-010.108
83959SLC4A11P24T-EHumanEsophagusESCC4.92e-06-8.38e-020.1287
83959SLC4A11P26T-EHumanEsophagusESCC2.01e-144.02e-010.1276
83959SLC4A11P27T-EHumanEsophagusESCC6.84e-081.92e-010.1055
83959SLC4A11P28T-EHumanEsophagusESCC5.02e-142.50e-010.1149
83959SLC4A11P30T-EHumanEsophagusESCC4.22e-052.64e-010.137
83959SLC4A11P31T-EHumanEsophagusESCC7.58e-051.36e-010.1251
83959SLC4A11P32T-EHumanEsophagusESCC1.80e-02-1.30e-010.1666
83959SLC4A11P40T-EHumanEsophagusESCC4.16e-023.57e-020.109
83959SLC4A11P42T-EHumanEsophagusESCC4.34e-04-1.92e-020.1175
83959SLC4A11P47T-EHumanEsophagusESCC2.16e-04-9.02e-020.1067
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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
∗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:0006979111EsophagusESCCresponse to oxidative stress303/8552446/187237.15e-221.30e-19303
GO:0062197111EsophagusESCCcellular response to chemical stress234/8552337/187235.37e-195.97e-17234
GO:0034599111EsophagusESCCcellular response to oxidative stress197/8552288/187233.76e-152.15e-13197
GO:007121419EsophagusESCCcellular response to abiotic stimulus206/8552331/187237.52e-101.88e-08206
GO:010400419EsophagusESCCcellular response to environmental stimulus206/8552331/187237.52e-101.88e-08206
GO:00069707EsophagusESCCresponse to osmotic stress57/855284/187233.26e-052.70e-0457
GO:005188110EsophagusESCCregulation of mitochondrial membrane potential51/855274/187234.42e-053.51e-0451
GO:00488638EsophagusESCCstem cell differentiation122/8552206/187235.95e-054.59e-04122
GO:00714707EsophagusESCCcellular response to osmotic stress31/855241/187239.32e-056.68e-0431
GO:200073614EsophagusESCCregulation of stem cell differentiation39/855258/187237.43e-043.86e-0339
GO:0006971EsophagusESCChypotonic response10/855211/187232.54e-031.08e-0210
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
SLC4A11SNVMissense_Mutationnovelc.279N>Cp.Glu93Aspp.E93DQ8NBS3protein_codingtolerated(0.12)benign(0.205)TCGA-A7-A4SA-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapydoxorubicinCR
SLC4A11SNVMissense_Mutationnovelc.1552G>Cp.Glu518Glnp.E518QQ8NBS3protein_codingdeleterious(0)probably_damaging(0.999)TCGA-AN-A0XW-01Breastbreast invasive carcinomaFemale<65III/IVUnknownUnknownSD
SLC4A11SNVMissense_Mutationc.2657N>Tp.Pro886Leup.P886LQ8NBS3protein_codingdeleterious(0)probably_damaging(0.966)TCGA-BH-A0BZ-01Breastbreast invasive carcinomaFemale<65III/IVChemotherapydoxorubicinCR
SLC4A11insertionIn_Frame_Insnovelc.2208_2209insGAGCATACATTGACCTTCCTTTATTTAAGAAAGCAGAGAGTAAGAp.Gly736_Leu737insGluHisThrLeuThrPheLeuTyrLeuArgLysGlnArgValArgp.G736_L737insEHTLTFLYLRKQRVRQ8NBS3protein_codingTCGA-B6-A0I8-01Breastbreast invasive carcinomaFemale<65I/IIUnknownUnknownPD
SLC4A11SNVMissense_Mutationc.448N>Cp.Glu150Glnp.E150QQ8NBS3protein_codingdeleterious(0)probably_damaging(0.999)TCGA-IR-A3LK-01Cervixcervical & endocervical cancerFemale>=65I/IIChemotherapycisplatinPD
SLC4A11SNVMissense_Mutationnovelc.39N>Cp.Glu13Aspp.E13DQ8NBS3protein_codingdeleterious_low_confidence(0.04)probably_damaging(0.987)TCGA-VS-A958-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinCR
SLC4A11SNVMissense_Mutationrs761571805c.925C>Tp.Arg309Cysp.R309CQ8NBS3protein_codingdeleterious(0)probably_damaging(0.992)TCGA-VS-A9UL-01Cervixcervical & endocervical cancerFemale>=65III/IVUnknownUnknownPD
SLC4A11SNVMissense_Mutationc.560N>Ap.Ala187Aspp.A187DQ8NBS3protein_codingtolerated(0.14)possibly_damaging(0.804)TCGA-AA-3492-01Colorectumcolon adenocarcinomaFemale>=65I/IIUnknownUnknownSD
SLC4A11SNVMissense_Mutationrs752287261c.559N>Ap.Ala187Thrp.A187TQ8NBS3protein_codingtolerated(0.32)benign(0.063)TCGA-AA-3695-01Colorectumcolon adenocarcinomaFemale<65III/IVUnknownUnknownSD
SLC4A11SNVMissense_Mutationrs138917586c.2455G>Ap.Ala819Thrp.A819TQ8NBS3protein_codingdeleterious(0)probably_damaging(0.999)TCGA-AA-A010-01Colorectumcolon adenocarcinomaFemale<65I/IIChemotherapyfolinicCR
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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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