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: SLC12A5

Gene summary for SLC12A5

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

SLC12A5

Gene ID

57468

Gene namesolute carrier family 12 member 5
Gene AliasDEE34
Cytomap20q13.12
Gene Typeprotein-coding
GO ID

GO:0003008

UniProtAcc

Q9H2X9


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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
57468SLC12A5LZE6THumanEsophagusESCC2.96e-031.86e-010.0845
57468SLC12A5P10T-EHumanEsophagusESCC1.88e-041.21e-010.116
57468SLC12A5P22T-EHumanEsophagusESCC8.08e-193.49e-010.1236
57468SLC12A5P26T-EHumanEsophagusESCC5.17e-275.62e-010.1276
57468SLC12A5P27T-EHumanEsophagusESCC8.40e-041.13e-010.1055
57468SLC12A5P57T-EHumanEsophagusESCC4.17e-052.02e-010.0926
57468SLC12A5P61T-EHumanEsophagusESCC3.65e-029.02e-020.099
57468SLC12A5P65T-EHumanEsophagusESCC1.50e-122.76e-010.0978
57468SLC12A5P74T-EHumanEsophagusESCC4.76e-195.45e-010.1479
57468SLC12A5P75T-EHumanEsophagusESCC4.19e-254.85e-010.1125
57468SLC12A5P76T-EHumanEsophagusESCC9.74e-224.40e-010.1207
57468SLC12A5P79T-EHumanEsophagusESCC9.02e-112.12e-010.1154
57468SLC12A5P89T-EHumanEsophagusESCC3.85e-031.95e-010.1752
57468SLC12A5P128T-EHumanEsophagusESCC1.37e-041.68e-010.1241
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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:003253520EsophagusESCCregulation of cellular component size227/8552383/187234.77e-088.60e-07227
GO:00069707EsophagusESCCresponse to osmotic stress57/855284/187233.26e-052.70e-0457
GO:000941020EsophagusESCCresponse to xenobiotic stimulus253/8552462/187234.55e-053.58e-04253
GO:000926619EsophagusESCCresponse to temperature stimulus106/8552178/187231.30e-048.84e-04106
GO:00083619EsophagusESCCregulation of cell size107/8552181/187231.81e-041.16e-03107
GO:00352647EsophagusESCCmulticellular organism growth80/8552132/187233.84e-042.22e-0380
GO:0006971EsophagusESCChypotonic response10/855211/187232.54e-031.08e-0210
GO:001635816EsophagusESCCdendrite development130/8552243/187238.33e-032.95e-02130
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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
SLC12A5SNVMissense_Mutationnovelc.2983N>Ap.Gln995Lysp.Q995KQ9H2X9protein_codingtolerated(0.14)benign(0.071)TCGA-A8-A085-01Breastbreast invasive carcinomaMale<65I/IIHormone TherapytamoxiphenSD
SLC12A5SNVMissense_Mutationc.2204N>Tp.Glu735Valp.E735VQ9H2X9protein_codingtolerated(0.06)benign(0.031)TCGA-A8-A08R-01Breastbreast invasive carcinomaFemale<65I/IIUnknownUnknownSD
SLC12A5SNVMissense_Mutationc.907G>Tp.Asp303Tyrp.D303YQ9H2X9protein_codingdeleterious(0.01)possibly_damaging(0.814)TCGA-AO-A0J6-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapydoxorubicinSD
SLC12A5SNVMissense_Mutationnovelc.2450N>Ap.Leu817Glnp.L817QQ9H2X9protein_codingdeleterious(0)benign(0.141)TCGA-B6-A400-01Breastbreast invasive carcinomaFemale<65III/IVUnknownUnknownSD
SLC12A5SNVMissense_Mutationc.508G>Ap.Ala170Thrp.A170TQ9H2X9protein_codingdeleterious(0.05)possibly_damaging(0.461)TCGA-BH-A0B4-01Breastbreast invasive carcinomaMale>=65III/IVHormone TherapytamoxiphenSD
SLC12A5SNVMissense_Mutationc.198N>Cp.Lys66Asnp.K66NQ9H2X9protein_codingdeleterious(0.02)benign(0.03)TCGA-C8-A26Y-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
SLC12A5SNVMissense_Mutationc.2524N>Cp.Glu842Glnp.E842QQ9H2X9protein_codingtolerated(0.06)benign(0.088)TCGA-C8-A26Y-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
SLC12A5SNVMissense_Mutationc.2312N>Tp.Ser771Phep.S771FQ9H2X9protein_codingdeleterious(0)possibly_damaging(0.764)TCGA-D8-A146-01Breastbreast invasive carcinomaFemale<65I/IIUnknownUnknownSD
SLC12A5SNVMissense_Mutationc.598G>Tp.Gly200Trpp.G200WQ9H2X9protein_codingdeleterious(0)probably_damaging(1)TCGA-E2-A10A-01Breastbreast invasive carcinomaFemale<65I/IIHormone TherapyzoladexSD
SLC12A5SNVMissense_Mutationc.2938G>Ap.Glu980Lysp.E980KQ9H2X9protein_codingtolerated(0.18)benign(0.003)TCGA-E2-A1IN-01Breastbreast invasive carcinomaFemale<65I/IIHormone TherapyarimidexSD
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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
57468SLC12A5DRUGGABLE GENOME, TRANSPORTERBUMETANIDEBUMETANIDE
57468SLC12A5DRUGGABLE GENOME, TRANSPORTERinhibitor178101310
57468SLC12A5DRUGGABLE GENOME, TRANSPORTERBUMETANIDEBUMETANIDE
57468SLC12A5DRUGGABLE GENOME, TRANSPORTERinhibitor178101380
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