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: SLC12A7

Gene summary for SLC12A7

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

SLC12A7

Gene ID

10723

Gene namesolute carrier family 12 member 7
Gene AliasKCC4
Cytomap5p15.33
Gene Typeprotein-coding
GO ID

GO:0006810

UniProtAcc

Q9Y666


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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
10723SLC12A7HTA11_3410_2000001011HumanColorectumAD6.63e-031.72e-010.0155
10723SLC12A7HTA11_2487_2000001011HumanColorectumSER5.90e-074.07e-01-0.1808
10723SLC12A7HTA11_1938_2000001011HumanColorectumAD9.42e-106.06e-01-0.0811
10723SLC12A7HTA11_78_2000001011HumanColorectumAD1.57e-023.15e-01-0.1088
10723SLC12A7HTA11_347_2000001011HumanColorectumAD1.03e-144.37e-01-0.1954
10723SLC12A7HTA11_411_2000001011HumanColorectumSER6.66e-035.84e-01-0.2602
10723SLC12A7HTA11_3361_2000001011HumanColorectumAD7.23e-074.55e-01-0.1207
10723SLC12A7HTA11_83_2000001011HumanColorectumSER1.12e-085.71e-01-0.1526
10723SLC12A7HTA11_696_2000001011HumanColorectumAD6.11e-114.50e-01-0.1464
10723SLC12A7HTA11_866_2000001011HumanColorectumAD1.46e-104.37e-01-0.1001
10723SLC12A7HTA11_1391_2000001011HumanColorectumAD3.11e-228.08e-01-0.059
10723SLC12A7HTA11_546_2000001011HumanColorectumAD4.46e-023.34e-01-0.0842
10723SLC12A7HTA11_866_3004761011HumanColorectumAD6.20e-124.98e-010.096
10723SLC12A7HTA11_10711_2000001011HumanColorectumAD5.42e-032.37e-010.0338
10723SLC12A7HTA11_7696_3000711011HumanColorectumAD1.43e-052.77e-010.0674
10723SLC12A7HTA11_6818_2000001011HumanColorectumAD3.29e-023.08e-010.0112
10723SLC12A7HTA11_6818_2000001021HumanColorectumAD1.01e-084.60e-010.0588
10723SLC12A7HTA11_99999970781_79442HumanColorectumMSS1.51e-063.96e-010.294
10723SLC12A7HTA11_99999971662_82457HumanColorectumMSS6.67e-349.71e-010.3859
10723SLC12A7HTA11_99999973899_84307HumanColorectumMSS1.29e-034.73e-010.2585
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check button Transcriptomic changes along malignancy continuum.
TissueExpression DynamicsAbbreviation
Colorectum (GSE201348)The 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.FAP: Familial adenomatous polyposis
CRC: Colorectal cancer
Colorectum (HTA11)The 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.AD: Adenomas
SER: Sessile serrated lesions
MSI-H: Microsatellite-high colorectal cancer
MSS: Microsatellite stable colorectal 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
LungThe 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.AAH: Atypical adenomatous hyperplasia
AIS: Adenocarcinoma in situ
IAC: Invasive lung adenocarcinoma
MIA: Minimally invasive adenocarcinoma
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:0032535ColorectumADregulation of cellular component size142/3918383/187231.74e-133.41e-11142
GO:0008361ColorectumADregulation of cell size56/3918181/187239.61e-049.07e-0356
GO:0055067ColorectumADmonovalent inorganic cation homeostasis45/3918151/187236.19e-033.88e-0245
GO:0015698ColorectumADinorganic anion transport52/3918180/187236.83e-034.22e-0252
GO:00325351ColorectumSERregulation of cellular component size115/2897383/187233.04e-131.10e-10115
GO:00550671ColorectumSERmonovalent inorganic cation homeostasis37/2897151/187232.48e-032.33e-0237
GO:00325352ColorectumMSSregulation of cellular component size127/3467383/187233.44e-125.79e-10127
GO:00083611ColorectumMSSregulation of cell size50/3467181/187231.65e-031.49e-0250
GO:003253520EsophagusESCCregulation of cellular component size227/8552383/187234.77e-088.60e-07227
GO:00083619EsophagusESCCregulation of cell size107/8552181/187231.81e-041.16e-03107
GO:003253522LiverHCCregulation of cellular component size217/7958383/187231.28e-083.14e-07217
GO:00083614LiverHCCregulation of cell size95/7958181/187234.15e-031.81e-0295
GO:00325357LungIACregulation of cellular component size65/2061383/187232.56e-044.26e-0365
GO:00083615LungIACregulation of cell size33/2061181/187232.47e-032.33e-0233
GO:003253519Oral cavityOSCCregulation of cellular component size201/7305383/187234.80e-088.88e-07201
GO:00083618Oral cavityOSCCregulation of cell size92/7305181/187237.86e-044.26e-0392
GO:003253523Oral cavityEOLPregulation of cellular component size83/2218383/187232.73e-081.12e-0683
GO:000836113Oral cavityEOLPregulation of cell size35/2218181/187232.30e-031.42e-0235
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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
SLC12A7SNVMissense_Mutationrs367928357c.1642N>Ap.Gly548Argp.G548RQ9Y666protein_codingdeleterious(0.02)possibly_damaging(0.797)TCGA-A2-A3XY-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapyadriamycinPD
SLC12A7SNVMissense_Mutationnovelc.1888N>Gp.Met630Valp.M630VQ9Y666protein_codingdeleterious(0.01)probably_damaging(0.924)TCGA-A2-A4S0-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
SLC12A7SNVMissense_Mutationnovelc.1073A>Gp.Gln358Argp.Q358RQ9Y666protein_codingtolerated(0.57)benign(0.001)TCGA-A7-A6VV-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapycyclophosphamideCR
SLC12A7SNVMissense_Mutationrs559843361c.2353G>Ap.Gly785Serp.G785SQ9Y666protein_codingdeleterious(0)possibly_damaging(0.518)TCGA-AN-A0AK-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
SLC12A7SNVMissense_Mutationrs141825245c.1145C>Tp.Thr382Metp.T382MQ9Y666protein_codingtolerated(0.15)benign(0.003)TCGA-AR-A0TT-01Breastbreast invasive carcinomaFemale<65III/IVChemotherapydoxorubicinSD
SLC12A7SNVMissense_Mutationc.1856C>Gp.Ser619Cysp.S619CQ9Y666protein_codingdeleterious(0)probably_damaging(0.982)TCGA-D8-A13Y-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapydoxorubicinSD
SLC12A7SNVMissense_Mutationrs765374153c.2719N>Ap.Glu907Lysp.E907KQ9Y666protein_codingtolerated(0.05)benign(0.038)TCGA-E2-A10C-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapycytoxanSD
SLC12A7SNVMissense_Mutationrs200716950c.1997G>Ap.Arg666Hisp.R666HQ9Y666protein_codingdeleterious(0)probably_damaging(0.987)TCGA-2W-A8YY-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinCR
SLC12A7SNVMissense_Mutationnovelc.1708C>Tp.Leu570Phep.L570FQ9Y666protein_codingdeleterious(0)possibly_damaging(0.859)TCGA-2W-A8YY-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinCR
SLC12A7SNVMissense_Mutationrs139987489c.604G>Ap.Gly202Serp.G202SQ9Y666protein_codingdeleterious(0)probably_damaging(0.997)TCGA-2W-A8YY-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinCR
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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
10723SLC12A7DRUGGABLE GENOME, TRANSPORTER, EXTERNAL SIDE OF PLASMA MEMBRANEinhibitor178101310
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