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: BAAT

Gene summary for BAAT

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

BAAT

Gene ID

570

Gene namebile acid-CoA:amino acid N-acyltransferase
Gene AliasBACAT
Cytomap9q31.1
Gene Typeprotein-coding
GO ID

GO:0001889

UniProtAcc

Q14032


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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
570BAATNAFLD1HumanLiverNAFLD9.23e-191.51e+00-0.04
570BAATS41HumanLiverCirrhotic1.39e-077.91e-01-0.0343
570BAATS43HumanLiverCirrhotic2.35e-06-8.81e-03-0.0187
570BAATS44HumanLiverHCC1.78e-024.27e-01-0.0083
570BAATHCC1_MengHumanLiverHCC6.90e-48-3.39e-010.0246
570BAATHCC2_MengHumanLiverHCC8.77e-14-4.63e-010.0107
570BAATcirrhotic1HumanLiverCirrhotic1.45e-13-1.02e-010.0202
570BAATcirrhotic2HumanLiverCirrhotic2.02e-12-1.51e-020.0201
570BAATcirrhotic3HumanLiverCirrhotic8.62e-03-1.90e-010.0215
570BAATHCC1HumanLiverHCC2.56e-124.19e+000.5336
570BAATHCC2HumanLiverHCC3.61e-345.53e+000.5341
570BAATPt13.aHumanLiverHCC3.51e-071.38e-010.021
570BAATPt13.bHumanLiverHCC9.61e-172.77e-010.0251
570BAATPt14.bHumanLiverHCC5.02e-093.04e-010.018
570BAATPt14.dHumanLiverHCC1.02e-02-7.43e-020.0143
570BAATS027HumanLiverHCC2.00e-081.52e+000.2446
570BAATS028HumanLiverHCC3.19e-271.63e+000.2503
570BAATS029HumanLiverHCC2.15e-211.83e+000.2581
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check button Transcriptomic changes along malignancy continuum.
TissueExpression DynamicsAbbreviation
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
∗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:00066316LiverNAFLDfatty acid metabolic process92/1882390/187233.38e-153.29e-1292
GO:00160535LiverNAFLDorganic acid biosynthetic process77/1882316/187231.03e-136.69e-1177
GO:00463945LiverNAFLDcarboxylic acid biosynthetic process75/1882314/187236.37e-133.39e-1075
GO:00082023LiverNAFLDsteroid metabolic process69/1882319/187235.90e-101.28e-0769
GO:00065203LiverNAFLDcellular amino acid metabolic process63/1882284/187231.14e-092.17e-0763
GO:19016053LiverNAFLDalpha-amino acid metabolic process46/1882195/187232.74e-082.86e-0646
GO:00610087LiverNAFLDhepaticobiliary system development38/1882150/187235.94e-085.42e-0638
GO:0008206LiverNAFLDbile acid metabolic process19/188249/187239.82e-087.76e-0619
GO:00018897LiverNAFLDliver development37/1882147/187231.06e-078.12e-0637
GO:00092596LiverNAFLDribonucleotide metabolic process72/1882385/187231.51e-071.09e-0572
GO:00196936LiverNAFLDribose phosphate metabolic process73/1882396/187232.23e-071.53e-0573
GO:00091177LiverNAFLDnucleotide metabolic process85/1882489/187233.31e-072.18e-0585
GO:00723303LiverNAFLDmonocarboxylic acid biosynthetic process46/1882214/187235.06e-073.07e-0546
GO:00067537LiverNAFLDnucleoside phosphate metabolic process85/1882497/187236.69e-073.83e-0585
GO:00725217LiverNAFLDpurine-containing compound metabolic process74/1882416/187237.73e-074.27e-0574
GO:00091507LiverNAFLDpurine ribonucleotide metabolic process67/1882368/187231.10e-065.44e-0567
GO:00061637LiverNAFLDpurine nucleotide metabolic process70/1882396/187231.93e-068.23e-0570
GO:0006699LiverNAFLDbile acid biosynthetic process14/188236/187234.59e-061.75e-0414
GO:00067904LiverNAFLDsulfur compound metabolic process58/1882339/187233.79e-059.38e-0458
GO:00311003LiverNAFLDanimal organ regeneration20/188276/187234.33e-051.06e-0320
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check button Enriched KEGG pathways.
Pathway IDTissueDisease StageDescriptionGene RatioBg Ratiopvaluep.adjustqvalueCount
hsa00120LiverNAFLDPrimary bile acid biosynthesis9/104317/84656.10e-051.33e-031.07e-039
hsa04146LiverNAFLDPeroxisome19/104382/84654.37e-034.10e-023.30e-0219
hsa049762LiverNAFLDBile secretion20/104389/84655.08e-034.43e-023.57e-0220
hsa001201LiverNAFLDPrimary bile acid biosynthesis9/104317/84656.10e-051.33e-031.07e-039
hsa041461LiverNAFLDPeroxisome19/104382/84654.37e-034.10e-023.30e-0219
hsa0497611LiverNAFLDBile secretion20/104389/84655.08e-034.43e-023.57e-0220
hsa041462LiverCirrhoticPeroxisome36/253082/84654.79e-031.74e-021.07e-0236
hsa041463LiverCirrhoticPeroxisome36/253082/84654.79e-031.74e-021.07e-0236
hsa041464LiverHCCPeroxisome58/402082/84651.57e-051.05e-045.85e-0558
hsa010402LiverHCCBiosynthesis of unsaturated fatty acids19/402027/84651.37e-023.33e-021.85e-0219
hsa041465LiverHCCPeroxisome58/402082/84651.57e-051.05e-045.85e-0558
hsa010403LiverHCCBiosynthesis of unsaturated fatty acids19/402027/84651.37e-023.33e-021.85e-0219
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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
BAATSNVMissense_Mutationrs745550591c.43N>Ap.Glu15Lysp.E15KQ14032protein_codingdeleterious(0.01)possibly_damaging(0.883)TCGA-A8-A09G-01Breastbreast invasive carcinomaFemale>=65III/IVUnknownUnknownSD
BAATSNVMissense_Mutationnovelc.1211N>Tp.Arg404Ilep.R404IQ14032protein_codingtolerated(0.06)possibly_damaging(0.447)TCGA-AN-A046-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
BAATSNVMissense_Mutationnovelc.920N>Ap.Ser307Asnp.S307NQ14032protein_codingtolerated(0.62)benign(0.007)TCGA-AR-A0U0-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
BAATSNVMissense_Mutationc.286N>Ap.Val96Metp.V96MQ14032protein_codingdeleterious(0.01)probably_damaging(1)TCGA-BH-A0HF-01Breastbreast invasive carcinomaFemale>=65I/IIHormone TherapyarimidexSD
BAATinsertionFrame_Shift_Insnovelc.902_903insTAAGAAGp.Thr302LysfsTer15p.T302Kfs*15Q14032protein_codingTCGA-A2-A04V-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapycytoxanPD
BAATinsertionNonsense_Mutationnovelc.921_922insTAATAp.Gln308Terp.Q308*Q14032protein_codingTCGA-AR-A0U0-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
BAATSNVMissense_Mutationc.169G>Cp.Glu57Glnp.E57QQ14032protein_codingtolerated(0.1)probably_damaging(0.96)TCGA-C5-A2LX-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinSD
BAATSNVMissense_Mutationc.12N>Cp.Leu4Phep.L4FQ14032protein_codingdeleterious(0.01)probably_damaging(0.937)TCGA-EK-A2RC-01Cervixcervical & endocervical cancerFemale<65I/IIUnknownUnknownSD
BAATSNVMissense_Mutationc.1140N>Cp.Leu380Phep.L380FQ14032protein_codingtolerated(0.13)benign(0.015)TCGA-IR-A3LL-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinCR
BAATSNVMissense_Mutationnovelc.276G>Cp.Leu92Phep.L92FQ14032protein_codingdeleterious(0.02)benign(0.086)TCGA-VS-A9V5-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycarboplatinPD
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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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