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

Home

Download

Statistics

Help

Contact

Center for Computational Systems Medicine
leaf

Gene summary

leaf

Malignant transformation analysis

leaf

Malignant transformation related pathway analysis

leaf

Cell-cell communication analysis

leaf

Single-cell gene regulatory network inference analysis

leaf

Somatic mutation of malignant transformation related genes

leaf

Related drugs of malignant transformation related genes

Gene: SLC12A4

Gene summary for SLC12A4

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

SLC12A4

Gene ID

6560

Gene namesolute carrier family 12 member 4
Gene AliasCTC-479C5.17
Cytomap16q22.1
Gene Typeprotein-coding
GO ID

GO:0006810

UniProtAcc

B4DF30


Top

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
6560SLC12A4LZE4THumanEsophagusESCC6.46e-034.45e-020.0811
6560SLC12A4LZE24THumanEsophagusESCC8.17e-099.81e-020.0596
6560SLC12A4P1T-EHumanEsophagusESCC1.08e-043.33e-010.0875
6560SLC12A4P2T-EHumanEsophagusESCC2.02e-111.56e-010.1177
6560SLC12A4P4T-EHumanEsophagusESCC7.12e-057.04e-020.1323
6560SLC12A4P5T-EHumanEsophagusESCC2.40e-151.41e-010.1327
6560SLC12A4P8T-EHumanEsophagusESCC5.74e-101.20e-010.0889
6560SLC12A4P9T-EHumanEsophagusESCC2.33e-064.23e-020.1131
6560SLC12A4P10T-EHumanEsophagusESCC4.33e-097.86e-020.116
6560SLC12A4P11T-EHumanEsophagusESCC2.10e-134.12e-010.1426
6560SLC12A4P12T-EHumanEsophagusESCC2.55e-097.31e-020.1122
6560SLC12A4P15T-EHumanEsophagusESCC5.31e-111.15e-010.1149
6560SLC12A4P16T-EHumanEsophagusESCC7.23e-056.36e-020.1153
6560SLC12A4P17T-EHumanEsophagusESCC7.20e-072.19e-010.1278
6560SLC12A4P19T-EHumanEsophagusESCC1.44e-045.83e-010.1662
6560SLC12A4P20T-EHumanEsophagusESCC1.76e-039.36e-030.1124
6560SLC12A4P21T-EHumanEsophagusESCC1.60e-142.84e-010.1617
6560SLC12A4P22T-EHumanEsophagusESCC7.91e-055.79e-020.1236
6560SLC12A4P23T-EHumanEsophagusESCC2.21e-071.90e-010.108
6560SLC12A4P24T-EHumanEsophagusESCC4.88e-071.03e-010.1287
Page: 1 2 3 4 5 

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
SkinThe 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.AK: Actinic keratosis
cSCC: Cutaneous squamous cell carcinoma
SCCIS:squamous cell carcinoma in situ
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.

Top

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).
Page: 1 2 3 4 5 6 7 8 9 

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:00083619EsophagusESCCregulation of cell size107/8552181/187231.81e-041.16e-03107
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:0032535110Oral cavityLPregulation of cellular component size128/4623383/187236.56e-058.80e-04128
GO:0032535111SkincSCCregulation of cellular component size131/4864383/187231.89e-041.59e-03131
GO:0032535112ThyroidPTCregulation of cellular component size181/5968383/187231.70e-105.64e-09181
GO:000836115ThyroidPTCregulation of cell size83/5968181/187235.45e-054.84e-0483
GO:003253526ThyroidATCregulation of cellular component size191/6293383/187232.51e-118.69e-10191
GO:000836122ThyroidATCregulation of cell size89/6293181/187231.01e-051.00e-0489
Page: 1 

check button Enriched KEGG pathways.
Pathway IDTissueDisease StageDescriptionGene RatioBg Ratiopvaluep.adjustqvalueCount
Page: 1 

Top

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
Page: 1 

Top

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.
Page: 1 

Top

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
SLC12A4SNVMissense_Mutationnovelc.1724N>Tp.Ser575Phep.S575FQ9UP95protein_codingdeleterious(0.04)benign(0.288)TCGA-5L-AAT1-01Breastbreast invasive carcinomaFemale<65III/IVHormone TherapyletrozolSD
SLC12A4SNVMissense_Mutationc.245N>Gp.Ser82Trpp.S82WQ9UP95protein_codingdeleterious(0)probably_damaging(0.987)TCGA-A2-A0D0-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapycytoxanSD
SLC12A4SNVMissense_Mutationrs751840065c.719N>Tp.Ser240Leup.S240LQ9UP95protein_codingtolerated(0.06)benign(0.045)TCGA-AC-A23H-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownPD
SLC12A4SNVMissense_Mutationnovelc.2771C>Ap.Thr924Asnp.T924NQ9UP95protein_codingdeleterious(0)probably_damaging(0.981)TCGA-C8-A3M8-01Breastbreast invasive carcinomaFemale>=65I/IIHormone TherapytamoxiphenCR
SLC12A4deletionFrame_Shift_Delnovelc.1146delGp.Trp383GlyfsTer24p.W383Gfs*24Q9UP95protein_codingTCGA-D8-A27V-01Breastbreast invasive carcinomaFemale<65I/IIHormone TherapytamoxiphenSD
SLC12A4deletionFrame_Shift_Delnovelc.664delGp.Ala222ProfsTer6p.A222Pfs*6Q9UP95protein_codingTCGA-D8-A27V-01Breastbreast invasive carcinomaFemale<65I/IIHormone TherapytamoxiphenSD
SLC12A4SNVMissense_Mutationnovelc.1875G>Cp.Met625Ilep.M625IQ9UP95protein_codingdeleterious(0.03)benign(0.242)TCGA-C5-A2LY-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinSD
SLC12A4SNVMissense_Mutationrs751840065c.719N>Tp.Ser240Leup.S240LQ9UP95protein_codingtolerated(0.06)benign(0.045)TCGA-DS-A0VM-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinPD
SLC12A4SNVMissense_Mutationc.266N>Cp.Val89Alap.V89AQ9UP95protein_codingtolerated(1)benign(0.001)TCGA-FU-A3HZ-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinCR
SLC12A4SNVMissense_Mutationnovelc.2823N>Cp.Met941Ilep.M941IQ9UP95protein_codingtolerated(0.12)benign(0.406)TCGA-VS-A958-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinCR
Page: 1 2 3 4 5 6 7 8 9 10 11 

Top

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
6560SLC12A4EXTERNAL SIDE OF PLASMA MEMBRANE, DRUGGABLE GENOME, TRANSPORTERinhibitor178101310
6560SLC12A4EXTERNAL SIDE OF PLASMA MEMBRANE, DRUGGABLE GENOME, TRANSPORTERBUMETANIDEBUMETANIDE
6560SLC12A4EXTERNAL SIDE OF PLASMA MEMBRANE, DRUGGABLE GENOME, TRANSPORTERBUMETANIDEBUMETANIDE
Page: 1