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:000609017Oral cavityOSCCpyruvate metabolic process57/7305106/187231.42e-036.84e-0357
GO:00338654Oral cavityOSCCnucleoside bisphosphate metabolic process66/7305128/187232.58e-031.13e-0266
GO:00338754Oral cavityOSCCribonucleoside bisphosphate metabolic process66/7305128/187232.58e-031.13e-0266
GO:00340324Oral cavityOSCCpurine nucleoside bisphosphate metabolic process66/7305128/187232.58e-031.13e-0266
GO:00060842Oral cavityOSCCacetyl-CoA metabolic process22/730535/187233.65e-031.51e-0222
GO:00060852Oral cavityOSCCacetyl-CoA biosynthetic process13/730518/187234.45e-031.79e-0213
GO:00066373Oral cavityOSCCacyl-CoA metabolic process50/730596/187236.24e-032.35e-0250
GO:00353833Oral cavityOSCCthioester metabolic process50/730596/187236.24e-032.35e-0250
GO:000926017Oral cavityOSCCribonucleotide biosynthetic process88/7305182/187236.29e-032.35e-0288
GO:000906019Oral cavityLPaerobic respiration111/4623189/187231.68e-235.85e-21111
GO:004533319Oral cavityLPcellular respiration124/4623230/187231.35e-213.38e-19124
GO:000609119Oral cavityLPgeneration of precursor metabolites and energy214/4623490/187231.12e-202.60e-18214
GO:001598019Oral cavityLPenergy derivation by oxidation of organic compounds145/4623318/187232.44e-163.64e-14145
GO:000609912Oral cavityLPtricarboxylic acid cycle22/462330/187232.86e-081.04e-0622
GO:000675319Oral cavityLPnucleoside phosphate metabolic process161/4623497/187235.31e-057.39e-04161
GO:0009117110Oral cavityLPnucleotide metabolic process158/4623489/187237.17e-059.49e-04158
GO:0019693110Oral cavityLPribose phosphate metabolic process128/4623396/187233.26e-043.28e-03128
GO:000599613Oral cavityLPmonosaccharide metabolic process86/4623257/187239.13e-047.79e-0386
GO:0072521110Oral cavityLPpurine-containing compound metabolic process130/4623416/187231.30e-031.05e-02130
GO:004639018Oral cavityLPribose phosphate biosynthetic process65/4623190/187231.97e-031.47e-0265
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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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