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: DLAT

Gene summary for DLAT

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

DLAT

Gene ID

1737

Gene namedihydrolipoamide S-acetyltransferase
Gene AliasDLTA
Cytomap11q23.1
Gene Typeprotein-coding
GO ID

GO:0005975

UniProtAcc

P10515


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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
1737DLATLZE7THumanEsophagusESCC2.56e-027.37e-020.0667
1737DLATLZE24THumanEsophagusESCC2.25e-042.51e-010.0596
1737DLATP2T-EHumanEsophagusESCC2.12e-141.12e-010.1177
1737DLATP4T-EHumanEsophagusESCC3.37e-174.34e-010.1323
1737DLATP5T-EHumanEsophagusESCC1.25e-143.90e-010.1327
1737DLATP8T-EHumanEsophagusESCC3.31e-035.07e-020.0889
1737DLATP9T-EHumanEsophagusESCC1.88e-131.50e-010.1131
1737DLATP10T-EHumanEsophagusESCC2.13e-061.12e-010.116
1737DLATP11T-EHumanEsophagusESCC8.45e-093.69e-010.1426
1737DLATP12T-EHumanEsophagusESCC2.86e-213.32e-010.1122
1737DLATP15T-EHumanEsophagusESCC1.07e-071.24e-010.1149
1737DLATP16T-EHumanEsophagusESCC9.27e-162.33e-010.1153
1737DLATP17T-EHumanEsophagusESCC4.47e-031.69e-010.1278
1737DLATP20T-EHumanEsophagusESCC2.83e-099.93e-020.1124
1737DLATP21T-EHumanEsophagusESCC1.35e-316.07e-010.1617
1737DLATP22T-EHumanEsophagusESCC1.96e-063.90e-020.1236
1737DLATP23T-EHumanEsophagusESCC2.08e-103.03e-010.108
1737DLATP24T-EHumanEsophagusESCC4.47e-081.73e-010.1287
1737DLATP26T-EHumanEsophagusESCC3.00e-091.66e-010.1276
1737DLATP28T-EHumanEsophagusESCC8.68e-071.61e-010.1149
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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
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
∗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:0006091110EsophagusESCCgeneration of precursor metabolites and energy331/8552490/187233.86e-238.45e-21331
GO:0045333110EsophagusESCCcellular respiration173/8552230/187234.53e-205.99e-18173
GO:0009060110EsophagusESCCaerobic respiration145/8552189/187232.16e-182.21e-16145
GO:0015980110EsophagusESCCenergy derivation by oxidation of organic compounds220/8552318/187231.20e-171.09e-15220
GO:0006753110EsophagusESCCnucleoside phosphate metabolic process288/8552497/187231.80e-083.50e-07288
GO:0019693111EsophagusESCCribose phosphate metabolic process234/8552396/187234.24e-087.76e-07234
GO:0009117111EsophagusESCCnucleotide metabolic process282/8552489/187234.70e-088.50e-07282
GO:00059969EsophagusESCCmonosaccharide metabolic process159/8552257/187231.11e-071.81e-06159
GO:00193189EsophagusESCChexose metabolic process147/8552237/187232.63e-073.94e-06147
GO:00067906EsophagusESCCsulfur compound metabolic process201/8552339/187232.64e-073.94e-06201
GO:0009259111EsophagusESCCribonucleotide metabolic process224/8552385/187234.41e-076.00e-06224
GO:00060997EsophagusESCCtricarboxylic acid cycle27/855230/187234.54e-076.15e-0627
GO:0072521111EsophagusESCCpurine-containing compound metabolic process238/8552416/187231.20e-061.49e-05238
GO:0009150111EsophagusESCCpurine ribonucleotide metabolic process213/8552368/187231.40e-061.69e-05213
GO:0046390110EsophagusESCCribose phosphate biosynthetic process119/8552190/187231.73e-062.06e-05119
GO:00442725EsophagusESCCsulfur compound biosynthetic process96/8552148/187231.86e-062.16e-0596
GO:0006163111EsophagusESCCpurine nucleotide metabolic process226/8552396/187232.81e-063.21e-05226
GO:000916516EsophagusESCCnucleotide biosynthetic process150/8552254/187231.12e-051.06e-04150
GO:0009260110EsophagusESCCribonucleotide biosynthetic process112/8552182/187231.12e-051.06e-04112
GO:190129316EsophagusESCCnucleoside phosphate biosynthetic process151/8552256/187231.15e-051.08e-04151
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check button Enriched KEGG pathways.
Pathway IDTissueDisease StageDescriptionGene RatioBg Ratiopvaluep.adjustqvalueCount
hsa0120023EsophagusESCCCarbon metabolism79/4205115/84652.50e-051.21e-046.22e-0579
hsa0062023EsophagusESCCPyruvate metabolism32/420547/84658.11e-031.94e-029.94e-0332
hsa0001016EsophagusESCCGlycolysis / Gluconeogenesis42/420567/84652.15e-024.78e-022.45e-0242
hsa0120033EsophagusESCCCarbon metabolism79/4205115/84652.50e-051.21e-046.22e-0579
hsa0062033EsophagusESCCPyruvate metabolism32/420547/84658.11e-031.94e-029.94e-0332
hsa0001017EsophagusESCCGlycolysis / Gluconeogenesis42/420567/84652.15e-024.78e-022.45e-0242
hsa0120041LiverHCCCarbon metabolism89/4020115/84653.92e-116.56e-103.65e-1089
hsa0002021LiverHCCCitrate cycle (TCA cycle)28/402030/84651.08e-071.44e-068.02e-0728
hsa0062021LiverHCCPyruvate metabolism37/402047/84651.10e-058.03e-054.46e-0537
hsa0001022LiverHCCGlycolysis / Gluconeogenesis43/402067/84654.26e-031.29e-027.15e-0343
hsa00785LiverHCCLipoic acid metabolism14/402019/84651.89e-024.40e-022.45e-0214
hsa0120051LiverHCCCarbon metabolism89/4020115/84653.92e-116.56e-103.65e-1089
hsa0002031LiverHCCCitrate cycle (TCA cycle)28/402030/84651.08e-071.44e-068.02e-0728
hsa0062031LiverHCCPyruvate metabolism37/402047/84651.10e-058.03e-054.46e-0537
hsa0001032LiverHCCGlycolysis / Gluconeogenesis43/402067/84654.26e-031.29e-027.15e-0343
hsa007851LiverHCCLipoic acid metabolism14/402019/84651.89e-024.40e-022.45e-0214
hsa0002012Oral cavityOSCCCitrate cycle (TCA cycle)26/370430/84651.38e-067.46e-063.80e-0626
hsa0120014Oral cavityOSCCCarbon metabolism74/3704115/84656.10e-063.05e-051.55e-0574
hsa006209Oral cavityOSCCPyruvate metabolism31/370447/84651.74e-034.73e-032.41e-0331
hsa0001014Oral cavityOSCCGlycolysis / Gluconeogenesis40/370467/84656.08e-031.44e-027.31e-0340
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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
DLATSNVMissense_Mutationrs782324198c.1555N>Ap.Ala519Thrp.A519TP10515protein_codingtolerated(0.66)benign(0.001)TCGA-AN-A0AK-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
DLATSNVMissense_Mutationrs782025464c.1897N>Tp.Ala633Serp.A633SP10515protein_codingtolerated(0.25)benign(0.113)TCGA-OL-A6VQ-01Breastbreast invasive carcinomaFemale<65I/IIUnknownUnknownSD
DLATdeletionFrame_Shift_Delc.716delNp.Val242TrpfsTer5p.V242Wfs*5P10515protein_codingTCGA-D8-A1XK-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapydoxorubicine+cyclophosphamideSD
DLATdeletionFrame_Shift_Delnovelc.884delNp.Glu297ArgfsTer15p.E297Rfs*15P10515protein_codingTCGA-D8-A27V-01Breastbreast invasive carcinomaFemale<65I/IIHormone TherapytamoxiphenSD
DLATSNVMissense_Mutationc.343N>Cp.Glu115Glnp.E115QP10515protein_codingdeleterious(0)probably_damaging(0.977)TCGA-LP-A4AW-01Cervixcervical & endocervical cancerFemale<65I/IIUnknownUnknownSD
DLATSNVMissense_Mutationnovelc.1487N>Tp.Ser496Phep.S496FP10515protein_codingdeleterious(0)probably_damaging(1)TCGA-ZJ-AAX8-01Cervixcervical & endocervical cancerFemale<65III/IVUnknownUnknownSD
DLATSNVMissense_Mutationc.1105G>Tp.Gly369Trpp.G369WP10515protein_codingdeleterious(0)probably_damaging(0.999)TCGA-A6-5661-01Colorectumcolon adenocarcinomaFemale>=65I/IIUnknownUnknownSD
DLATSNVMissense_Mutationrs781951438c.605N>Tp.Ser202Leup.S202LP10515protein_codingtolerated(0.19)benign(0)TCGA-A6-6653-01Colorectumcolon adenocarcinomaMale>=65I/IIUnknownUnknownSD
DLATSNVMissense_Mutationrs782632175c.1477N>Ap.Glu493Lysp.E493KP10515protein_codingdeleterious(0)probably_damaging(0.978)TCGA-AA-3510-01Colorectumcolon adenocarcinomaMale>=65I/IIUnknownUnknownSD
DLATSNVMissense_Mutationrs782767621c.611C>Ap.Pro204Hisp.P204HP10515protein_codingdeleterious(0.01)benign(0.235)TCGA-EI-6507-01Colorectumrectum 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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