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: SLC37A4

Gene summary for SLC37A4

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

SLC37A4

Gene ID

2542

Gene namesolute carrier family 37 member 4
Gene AliasCDG2W
Cytomap11q23.3
Gene Typeprotein-coding
GO ID

GO:0005975

UniProtAcc

A0A024R3H9


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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
2542SLC37A4LZE4THumanEsophagusESCC2.98e-028.42e-020.0811
2542SLC37A4LZE22D1HumanEsophagusHGIN2.23e-072.48e-010.0595
2542SLC37A4LZE22THumanEsophagusESCC8.90e-106.90e-010.068
2542SLC37A4LZE24THumanEsophagusESCC1.39e-062.00e-010.0596
2542SLC37A4P2T-EHumanEsophagusESCC1.72e-081.55e-010.1177
2542SLC37A4P4T-EHumanEsophagusESCC3.48e-113.20e-010.1323
2542SLC37A4P5T-EHumanEsophagusESCC3.70e-121.27e-010.1327
2542SLC37A4P8T-EHumanEsophagusESCC6.07e-061.42e-010.0889
2542SLC37A4P11T-EHumanEsophagusESCC1.16e-083.76e-010.1426
2542SLC37A4P12T-EHumanEsophagusESCC5.41e-152.39e-010.1122
2542SLC37A4P15T-EHumanEsophagusESCC8.47e-059.10e-020.1149
2542SLC37A4P16T-EHumanEsophagusESCC9.65e-141.80e-010.1153
2542SLC37A4P17T-EHumanEsophagusESCC1.58e-072.12e-010.1278
2542SLC37A4P21T-EHumanEsophagusESCC1.78e-152.51e-010.1617
2542SLC37A4P22T-EHumanEsophagusESCC3.53e-088.06e-020.1236
2542SLC37A4P23T-EHumanEsophagusESCC4.31e-091.81e-010.108
2542SLC37A4P24T-EHumanEsophagusESCC7.15e-051.27e-010.1287
2542SLC37A4P26T-EHumanEsophagusESCC1.59e-092.88e-010.1276
2542SLC37A4P27T-EHumanEsophagusESCC1.88e-031.46e-010.1055
2542SLC37A4P28T-EHumanEsophagusESCC1.65e-029.81e-020.1149
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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
∗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:00059969EsophagusESCCmonosaccharide metabolic process159/8552257/187231.11e-071.81e-06159
GO:00193189EsophagusESCChexose metabolic process147/8552237/187232.63e-073.94e-06147
GO:00060069EsophagusESCCglucose metabolic process119/8552196/187231.51e-051.36e-04119
GO:00160514EsophagusESCCcarbohydrate biosynthetic process117/8552202/187232.96e-041.79e-03117
GO:00463643EsophagusESCCmonosaccharide biosynthetic process52/855282/187239.03e-044.61e-0352
GO:00193193EsophagusESCChexose biosynthetic process49/855278/187231.69e-037.81e-0349
GO:00060943EsophagusESCCgluconeogenesis46/855275/187234.54e-031.78e-0246
GO:000599612LiverCirrhoticmonosaccharide metabolic process104/4634257/187231.74e-086.32e-07104
GO:001931812LiverCirrhotichexose metabolic process97/4634237/187232.67e-089.16e-0797
GO:000600611LiverCirrhoticglucose metabolic process82/4634196/187231.01e-072.93e-0682
GO:00463641LiverCirrhoticmonosaccharide biosynthetic process37/463482/187234.52e-055.30e-0437
GO:00160511LiverCirrhoticcarbohydrate biosynthetic process73/4634202/187231.91e-041.77e-0373
GO:00193191LiverCirrhotichexose biosynthetic process33/463478/187234.94e-043.96e-0333
GO:00060941LiverCirrhoticgluconeogenesis32/463475/187235.00e-043.98e-0332
GO:000599621LiverHCCmonosaccharide metabolic process167/7958257/187232.31e-131.25e-11167
GO:001931821LiverHCChexose metabolic process155/7958237/187237.63e-133.90e-11155
GO:000600621LiverHCCglucose metabolic process128/7958196/187238.60e-113.06e-09128
GO:00463642LiverHCCmonosaccharide biosynthetic process58/795882/187232.08e-073.75e-0658
GO:00193192LiverHCChexose biosynthetic process54/795878/187231.61e-062.27e-0554
GO:00060942LiverHCCgluconeogenesis52/795875/187232.34e-063.14e-0552
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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
SLC37A4SNVMissense_Mutationc.275N>Cp.Ile92Thrp.I92Tprotein_codingdeleterious(0)benign(0.095)TCGA-D8-A1XK-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapydoxorubicine+cyclophosphamideSD
SLC37A4SNVMissense_Mutationc.1193G>Cp.Gly398Alap.G398Aprotein_codingdeleterious(0)probably_damaging(0.971)TCGA-E2-A1IN-01Breastbreast invasive carcinomaFemale<65I/IIHormone TherapyarimidexSD
SLC37A4insertionFrame_Shift_Insnovelc.3_4insAp.Ala2SerfsTer47p.A2Sfs*47protein_codingTCGA-A8-A079-01Breastbreast invasive carcinomaFemale>=65III/IVChemotherapy5-fluorouracilSD
SLC37A4deletionFrame_Shift_Delc.1230delNp.Lys411SerfsTer14p.K411Sfs*14protein_codingTCGA-D8-A1JD-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapyadriamycinSD
SLC37A4deletionFrame_Shift_Delnovelc.1171delGp.Val391TrpfsTer34p.V391Wfs*34protein_codingTCGA-EW-A2FV-01Breastbreast invasive carcinomaFemale<65III/IVChemotherapydocetaxelSD
SLC37A4SNVMissense_Mutationc.44N>Tp.Ser15Leup.S15Lprotein_codingtolerated(0.58)benign(0)TCGA-EK-A2H0-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinCR
SLC37A4SNVMissense_Mutationc.326N>Gp.Leu109Argp.L109Rprotein_codingdeleterious(0)probably_damaging(0.924)TCGA-FU-A3HZ-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinCR
SLC37A4SNVMissense_Mutationc.44N>Tp.Ser15Leup.S15Lprotein_codingtolerated(0.58)benign(0)TCGA-ZJ-A8QQ-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinSD
SLC37A4SNVMissense_Mutationnovelc.67N>Ap.Leu23Metp.L23Mprotein_codingtolerated(0.08)possibly_damaging(0.811)TCGA-A6-2672-01Colorectumcolon adenocarcinomaFemale>=65III/IVUnknownUnknownSD
SLC37A4SNVMissense_Mutationc.229N>Tp.Arg77Cysp.R77Cprotein_codingdeleterious(0)benign(0.393)TCGA-A6-5656-01Colorectumcolon adenocarcinomaMale>=65I/IIUnknownUnknownSD
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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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