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: SLC12A6

Gene summary for SLC12A6

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

SLC12A6

Gene ID

9990

Gene namesolute carrier family 12 member 6
Gene AliasACCPN
Cytomap15q14
Gene Typeprotein-coding
GO ID

GO:0001525

UniProtAcc

A0A024R9K8


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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
9990SLC12A6LZE4THumanEsophagusESCC1.00e-072.54e-010.0811
9990SLC12A6LZE20THumanEsophagusESCC1.08e-021.55e-010.0662
9990SLC12A6LZE22THumanEsophagusESCC9.48e-031.59e-010.068
9990SLC12A6LZE24THumanEsophagusESCC3.69e-051.42e-010.0596
9990SLC12A6LZE21THumanEsophagusESCC2.15e-075.03e-010.0655
9990SLC12A6P1T-EHumanEsophagusESCC4.19e-074.16e-010.0875
9990SLC12A6P4T-EHumanEsophagusESCC9.62e-111.33e-010.1323
9990SLC12A6P5T-EHumanEsophagusESCC2.33e-029.88e-030.1327
9990SLC12A6P8T-EHumanEsophagusESCC1.19e-101.37e-010.0889
9990SLC12A6P9T-EHumanEsophagusESCC9.04e-102.45e-010.1131
9990SLC12A6P10T-EHumanEsophagusESCC5.70e-121.19e-010.116
9990SLC12A6P12T-EHumanEsophagusESCC8.33e-202.22e-010.1122
9990SLC12A6P15T-EHumanEsophagusESCC3.14e-082.52e-010.1149
9990SLC12A6P20T-EHumanEsophagusESCC2.91e-071.63e-010.1124
9990SLC12A6P22T-EHumanEsophagusESCC1.39e-107.70e-020.1236
9990SLC12A6P23T-EHumanEsophagusESCC2.88e-123.31e-010.108
9990SLC12A6P26T-EHumanEsophagusESCC8.19e-071.82e-010.1276
9990SLC12A6P27T-EHumanEsophagusESCC1.52e-101.47e-010.1055
9990SLC12A6P28T-EHumanEsophagusESCC1.19e-143.14e-010.1149
9990SLC12A6P30T-EHumanEsophagusESCC3.19e-175.47e-010.137
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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
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
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:0062197111EsophagusESCCcellular response to chemical stress234/8552337/187235.37e-195.97e-17234
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:003253520EsophagusESCCregulation of cellular component size227/8552383/187234.77e-088.60e-07227
GO:00069707EsophagusESCCresponse to osmotic stress57/855284/187233.26e-052.70e-0457
GO:00714707EsophagusESCCcellular response to osmotic stress31/855241/187239.32e-056.68e-0431
GO:00083619EsophagusESCCregulation of cell size107/8552181/187231.81e-041.16e-03107
GO:0006971EsophagusESCChypotonic response10/855211/187232.54e-031.08e-0210
GO:00714724EsophagusESCCcellular response to salt stress10/855212/187238.94e-033.12e-0210
GO:006219722LiverHCCcellular response to chemical stress216/7958337/187236.86e-165.44e-14216
GO:003253522LiverHCCregulation of cellular component size217/7958383/187231.28e-083.14e-07217
GO:007121421LiverHCCcellular response to abiotic stimulus183/7958331/187231.59e-062.26e-05183
GO:010400421LiverHCCcellular response to environmental stimulus183/7958331/187231.59e-062.26e-05183
GO:00069702LiverHCCresponse to osmotic stress52/795884/187232.58e-041.92e-0352
GO:00714701LiverHCCcellular response to osmotic stress28/795841/187237.54e-044.55e-0328
GO:00083614LiverHCCregulation of cell size95/7958181/187234.15e-031.81e-0295
GO:006219720Oral cavityOSCCcellular response to chemical stress204/7305337/187236.89e-165.19e-14204
GO:007121416Oral cavityOSCCcellular response to abiotic stimulus186/7305331/187231.38e-104.10e-09186
GO:010400416Oral cavityOSCCcellular response to environmental stimulus186/7305331/187231.38e-104.10e-09186
GO:003253519Oral cavityOSCCregulation of cellular component size201/7305383/187234.80e-088.88e-07201
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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
SLC12A6SNVMissense_Mutationc.1307C>Ap.Pro436Hisp.P436HQ9UHW9protein_codingdeleterious(0)probably_damaging(0.996)TCGA-A2-A25A-01Breastbreast invasive carcinomaFemale<65I/IIUnspecificCytoxanSD
SLC12A6SNVMissense_Mutationc.2169N>Cp.Glu723Aspp.E723DQ9UHW9protein_codingdeleterious(0)possibly_damaging(0.9)TCGA-A8-A079-01Breastbreast invasive carcinomaFemale>=65III/IVChemotherapy5-fluorouracilSD
SLC12A6SNVMissense_Mutationc.180N>Ap.Met60Ilep.M60IQ9UHW9protein_codingtolerated_low_confidence(0.39)benign(0)TCGA-A8-A09D-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapydoxorubicinCR
SLC12A6SNVMissense_Mutationc.2983G>Ap.Glu995Lysp.E995KQ9UHW9protein_codingdeleterious(0)probably_damaging(0.968)TCGA-AC-A23H-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownPD
SLC12A6SNVMissense_Mutationnovelc.2108C>Tp.Ala703Valp.A703VQ9UHW9protein_codingdeleterious(0.01)probably_damaging(0.976)TCGA-AN-A046-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
SLC12A6SNVMissense_Mutationc.409N>Ap.Glu137Lysp.E137KQ9UHW9protein_codingdeleterious(0.01)possibly_damaging(0.463)TCGA-AR-A2LH-01Breastbreast invasive carcinomaFemale<65III/IVChemotherapyadriamycinPD
SLC12A6SNVMissense_Mutationc.2784C>Gp.Phe928Leup.F928LQ9UHW9protein_codingdeleterious(0.01)possibly_damaging(0.813)TCGA-D8-A140-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapydoxorubicin+cyclophosphamidSD
SLC12A6SNVMissense_Mutationnovelc.323N>Cp.Gly108Alap.G108AQ9UHW9protein_codingdeleterious(0.05)benign(0.234)TCGA-EW-A3U0-01Breastbreast invasive carcinomaFemale<65III/IVChemotherapycisplatinCR
SLC12A6SNVMissense_Mutationc.1307N>Ap.Pro436Hisp.P436HQ9UHW9protein_codingdeleterious(0)probably_damaging(0.996)TCGA-EW-A6SD-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapytchSD
SLC12A6insertionIn_Frame_Insnovelc.3254_3255insAGTACCp.His1085delinsGlnValProp.H1085delinsQVPQ9UHW9protein_codingTCGA-A8-A097-01Breastbreast invasive carcinomaFemale>=65I/IIHormone TherapytamoxiphenSD
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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
9990SLC12A6DRUGGABLE GENOME, EXTERNAL SIDE OF PLASMA MEMBRANE, TRANSPORTERinhibitor178101310
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