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: ACLY

Gene summary for ACLY

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

ACLY

Gene ID

47

Gene nameATP citrate lyase
Gene AliasACL
Cytomap17q21.2
Gene Typeprotein-coding
GO ID

GO:0006066

UniProtAcc

A0A024R1T9


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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
47ACLYLZE2THumanEsophagusESCC5.40e-054.67e-010.082
47ACLYLZE4THumanEsophagusESCC4.34e-062.76e-010.0811
47ACLYLZE5THumanEsophagusESCC2.62e-029.73e-020.0514
47ACLYLZE7THumanEsophagusESCC2.41e-075.77e-010.0667
47ACLYLZE8THumanEsophagusESCC2.02e-081.16e-010.067
47ACLYLZE20THumanEsophagusESCC2.62e-022.39e-020.0662
47ACLYLZE24THumanEsophagusESCC7.83e-154.71e-010.0596
47ACLYLZE21THumanEsophagusESCC1.19e-053.33e-010.0655
47ACLYLZE6THumanEsophagusESCC2.94e-022.16e-010.0845
47ACLYP1T-EHumanEsophagusESCC8.34e-123.20e-010.0875
47ACLYP2T-EHumanEsophagusESCC4.39e-201.94e-010.1177
47ACLYP4T-EHumanEsophagusESCC9.28e-164.33e-010.1323
47ACLYP5T-EHumanEsophagusESCC1.89e-205.12e-010.1327
47ACLYP8T-EHumanEsophagusESCC8.36e-272.94e-010.0889
47ACLYP9T-EHumanEsophagusESCC6.92e-101.76e-010.1131
47ACLYP10T-EHumanEsophagusESCC3.31e-172.25e-010.116
47ACLYP11T-EHumanEsophagusESCC1.75e-136.10e-010.1426
47ACLYP12T-EHumanEsophagusESCC4.54e-223.82e-010.1122
47ACLYP15T-EHumanEsophagusESCC2.63e-205.30e-010.1149
47ACLYP16T-EHumanEsophagusESCC9.66e-102.69e-010.1153
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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
ProstateThe 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.BPH: Benign Prostatic Hyperplasia
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.

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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:00060844SkincSCCacetyl-CoA metabolic process16/486435/187239.09e-034.16e-0216
GO:001969327ThyroidPTCribose phosphate metabolic process176/5968396/187238.28e-081.70e-06176
GO:000915028ThyroidPTCpurine ribonucleotide metabolic process165/5968368/187231.03e-072.05e-06165
GO:007252127ThyroidPTCpurine-containing compound metabolic process182/5968416/187231.92e-073.51e-06182
GO:000925927ThyroidPTCribonucleotide metabolic process170/5968385/187232.32e-074.08e-06170
GO:000616327ThyroidPTCpurine nucleotide metabolic process170/5968396/187232.02e-062.75e-05170
GO:000675325ThyroidPTCnucleoside phosphate metabolic process205/5968497/187235.24e-066.35e-05205
GO:000911725ThyroidPTCnucleotide metabolic process202/5968489/187235.46e-066.60e-05202
GO:000915224ThyroidPTCpurine ribonucleotide biosynthetic process78/5968169/187236.88e-056.01e-0478
GO:004639024ThyroidPTCribose phosphate biosynthetic process85/5968190/187231.30e-041.03e-0385
GO:000926024ThyroidPTCribonucleotide biosynthetic process81/5968182/187232.27e-041.65e-0381
GO:00723505ThyroidPTCtricarboxylic acid metabolic process11/596814/187234.45e-042.95e-0311
GO:007252219ThyroidPTCpurine-containing compound biosynthetic process86/5968200/187235.85e-043.72e-0386
GO:000616419ThyroidPTCpurine nucleotide biosynthetic process81/5968191/187231.35e-037.65e-0381
GO:00442726ThyroidPTCsulfur compound biosynthetic process63/5968148/187233.91e-031.87e-0263
GO:001969328ThyroidATCribose phosphate metabolic process184/6293396/187235.87e-081.05e-06184
GO:000915029ThyroidATCpurine ribonucleotide metabolic process172/6293368/187239.58e-081.64e-06172
GO:000925928ThyroidATCribonucleotide metabolic process178/6293385/187231.47e-072.39e-06178
GO:007252128ThyroidATCpurine-containing compound metabolic process189/6293416/187232.83e-074.29e-06189
GO:0006753111ThyroidATCnucleoside phosphate metabolic process219/6293497/187235.92e-078.29e-06219
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check button Enriched KEGG pathways.
Pathway IDTissueDisease StageDescriptionGene RatioBg Ratiopvaluep.adjustqvalueCount
hsa0002010LiverCirrhoticCitrate cycle (TCA cycle)21/253030/84656.56e-066.24e-053.84e-0521
hsa0002011LiverCirrhoticCitrate cycle (TCA cycle)21/253030/84656.56e-066.24e-053.84e-0521
hsa0002021LiverHCCCitrate cycle (TCA cycle)28/402030/84651.08e-071.44e-068.02e-0728
hsa0002031LiverHCCCitrate cycle (TCA cycle)28/402030/84651.08e-071.44e-068.02e-0728
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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
ACLYSNVMissense_Mutationc.2996C>Tp.Pro999Leup.P999LP53396protein_codingdeleterious(0)possibly_damaging(0.691)TCGA-A2-A0SU-01Breastbreast invasive carcinomaFemale>=65I/IIHormone TherapyarimidexSD
ACLYSNVMissense_Mutationc.2543G>Ap.Arg848Glnp.R848QP53396protein_codingdeleterious(0)probably_damaging(0.978)TCGA-A2-A0SV-01Breastbreast invasive carcinomaFemale<65III/IVOther, specify in notesBisphosphonate therapyzometaPD
ACLYSNVMissense_Mutationnovelc.1285N>Ap.Pro429Thrp.P429TP53396protein_codingtolerated(0.12)benign(0.399)TCGA-A7-A4SB-01Breastbreast invasive carcinomaFemale<65III/IVChemotherapydocetaxelCR
ACLYSNVMissense_Mutationnovelc.2798A>Gp.Asp933Glyp.D933GP53396protein_codingdeleterious(0.04)possibly_damaging(0.735)TCGA-AC-A8OP-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
ACLYSNVMissense_Mutationc.604N>Tp.Ile202Phep.I202FP53396protein_codingdeleterious(0.01)probably_damaging(0.998)TCGA-E2-A1B0-01Breastbreast invasive carcinomaFemale<65III/IVChemotherapycytoxanSD
ACLYinsertionFrame_Shift_Insnovelc.1181_1182insGGCAGCGAGAp.Gly395AlafsTer67p.G395Afs*67P53396protein_codingTCGA-A7-A0CJ-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapycytoxanSD
ACLYSNVMissense_Mutationc.22N>Cp.Glu8Glnp.E8QP53396protein_codingdeleterious(0)probably_damaging(0.991)TCGA-C5-A1M7-01Cervixcervical & endocervical cancerFemale<65I/IIUnknownUnknownSD
ACLYSNVMissense_Mutationnovelc.940C>Ap.Gln314Lysp.Q314KP53396protein_codingtolerated(0.85)benign(0.007)TCGA-C5-A902-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinSD
ACLYSNVMissense_Mutationrs782078720c.1384N>Ap.Asp462Asnp.D462NP53396protein_codingtolerated(0.52)benign(0)TCGA-DR-A0ZM-01Cervixcervical & endocervical cancerFemale<65III/IVUnspecificCisplatinSD
ACLYSNVMissense_Mutationrs387907386c.1484N>Ap.Arg495Hisp.R495HP53396protein_codingtolerated(0.07)benign(0.3)TCGA-EA-A410-01Cervixcervical & endocervical cancerFemale<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
47ACLYENZYME, DRUGGABLE GENOMEETC-1002BEMPEDOIC ACID
47ACLYENZYME, DRUGGABLE GENOMEGLUCAGONGLUCAGON489538
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