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: HACD3

Gene summary for HACD3

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

HACD3

Gene ID

51495

Gene name3-hydroxyacyl-CoA dehydratase 3
Gene AliasB-IND1
Cytomap15q22.31
Gene Typeprotein-coding
GO ID

GO:0000038

UniProtAcc

Q9P035


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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
51495HACD3GSM4909282HumanBreastIDC7.06e-245.52e-01-0.0288
51495HACD3GSM4909285HumanBreastIDC3.41e-061.47e-010.21
51495HACD3GSM4909291HumanBreastIDC3.15e-095.08e-010.1753
51495HACD3GSM4909293HumanBreastIDC4.69e-061.59e-010.1581
51495HACD3GSM4909296HumanBreastIDC1.27e-027.02e-020.1524
51495HACD3GSM4909297HumanBreastIDC5.79e-04-2.64e-020.1517
51495HACD3GSM4909298HumanBreastIDC5.58e-092.79e-010.1551
51495HACD3GSM4909306HumanBreastIDC2.66e-104.07e-010.1564
51495HACD3GSM4909307HumanBreastIDC8.65e-042.12e-010.1569
51495HACD3GSM4909308HumanBreastIDC1.78e-124.93e-010.158
51495HACD3GSM4909311HumanBreastIDC6.80e-14-1.47e-010.1534
51495HACD3GSM4909312HumanBreastIDC1.74e-051.17e-010.1552
51495HACD3GSM4909317HumanBreastIDC3.32e-053.56e-010.1355
51495HACD3GSM4909319HumanBreastIDC8.31e-17-2.49e-010.1563
51495HACD3GSM4909321HumanBreastIDC2.54e-112.04e-010.1559
51495HACD3brca2HumanBreastPrecancer4.63e-133.07e-01-0.024
51495HACD3NCCBC14HumanBreastDCIS1.92e-064.56e-020.2021
51495HACD3NCCBC5HumanBreastDCIS1.95e-09-6.55e-020.2046
51495HACD3P1HumanBreastIDC1.05e-093.15e-020.1527
51495HACD3P2HumanBreastIDC3.19e-02-1.78e-010.21
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check button Transcriptomic changes along malignancy continuum.
TissueExpression DynamicsAbbreviation
BreastThe 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.IDC: Invasive ductal carcinoma
DCIS: Ductal carcinoma in situ
Precancer(BRCA1-mut): Precancerous lesion from BRCA1 mutation carriers
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
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:00160329BreastPrecancerviral process58/1080415/187233.42e-103.16e-0858
GO:00190589BreastPrecancerviral life cycle47/1080317/187232.42e-091.99e-0747
GO:00507929BreastPrecancerregulation of viral process27/1080164/187237.59e-073.05e-0527
GO:00190799BreastPrecancerviral genome replication22/1080131/187235.63e-061.66e-0422
GO:19039009BreastPrecancerregulation of viral life cycle23/1080148/187231.31e-053.30e-0423
GO:00485249BreastPrecancerpositive regulation of viral process12/108065/187233.00e-044.34e-0312
GO:00450697BreastPrecancerregulation of viral genome replication13/108085/187231.12e-031.23e-0213
GO:00463946BreastPrecancercarboxylic acid biosynthetic process32/1080314/187231.30e-031.38e-0232
GO:00723304BreastPrecancermonocarboxylic acid biosynthetic process24/1080214/187231.41e-031.48e-0224
GO:00160536BreastPrecancerorganic acid biosynthetic process32/1080316/187231.44e-031.50e-0232
GO:00066335BreastPrecancerfatty acid biosynthetic process19/1080163/187232.74e-032.42e-0219
GO:00072496BreastPrecancerI-kappaB kinase/NF-kappaB signaling27/1080281/187236.58e-034.53e-0227
GO:001603214BreastIDCviral process75/1434415/187231.98e-124.02e-1075
GO:001905814BreastIDCviral life cycle61/1434317/187231.61e-112.77e-0961
GO:001907914BreastIDCviral genome replication32/1434131/187232.82e-092.46e-0732
GO:005079214BreastIDCregulation of viral process36/1434164/187236.55e-095.03e-0736
GO:190390014BreastIDCregulation of viral life cycle30/1434148/187237.25e-073.35e-0530
GO:004506913BreastIDCregulation of viral genome replication20/143485/187234.77e-061.63e-0420
GO:004852413BreastIDCpositive regulation of viral process17/143465/187235.31e-061.75e-0417
GO:00450706BreastIDCpositive regulation of viral genome replication9/143430/187232.89e-044.39e-039
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check button Enriched KEGG pathways.
Pathway IDTissueDisease StageDescriptionGene RatioBg Ratiopvaluep.adjustqvalueCount
hsa012129EsophagusESCCFatty acid metabolism41/420557/84655.13e-041.75e-038.98e-0441
hsa0121214EsophagusESCCFatty acid metabolism41/420557/84655.13e-041.75e-038.98e-0441
hsa012126LiverNAFLDFatty acid metabolism17/104357/84653.43e-045.93e-034.78e-0317
hsa0121211LiverNAFLDFatty acid metabolism17/104357/84653.43e-045.93e-034.78e-0317
hsa012122LiverCirrhoticFatty acid metabolism32/253057/84653.12e-052.47e-041.52e-0432
hsa01040LiverCirrhoticBiosynthesis of unsaturated fatty acids14/253027/84651.36e-024.25e-022.62e-0214
hsa012123LiverCirrhoticFatty acid metabolism32/253057/84653.12e-052.47e-041.52e-0432
hsa010401LiverCirrhoticBiosynthesis of unsaturated fatty acids14/253027/84651.36e-024.25e-022.62e-0214
hsa012124LiverHCCFatty acid metabolism45/402057/84651.05e-061.10e-056.09e-0645
hsa000622LiverHCCFatty acid elongation20/402027/84654.58e-031.36e-027.55e-0320
hsa010402LiverHCCBiosynthesis of unsaturated fatty acids19/402027/84651.37e-023.33e-021.85e-0219
hsa012125LiverHCCFatty acid metabolism45/402057/84651.05e-061.10e-056.09e-0645
hsa0006211LiverHCCFatty acid elongation20/402027/84654.58e-031.36e-027.55e-0320
hsa010403LiverHCCBiosynthesis of unsaturated fatty acids19/402027/84651.37e-023.33e-021.85e-0219
hsa012128Oral cavityOSCCFatty acid metabolism35/370457/84655.37e-031.29e-026.55e-0335
hsa0121213Oral cavityOSCCFatty acid metabolism35/370457/84655.37e-031.29e-026.55e-0335
hsa012127ProstateBPHFatty acid metabolism19/171857/84651.44e-024.17e-022.58e-0219
hsa0121212ProstateBPHFatty acid metabolism19/171857/84651.44e-024.17e-022.58e-0219
hsa0121221ProstateTumorFatty acid metabolism23/179157/84657.60e-043.59e-032.23e-0323
hsa010404ProstateTumorBiosynthesis of unsaturated fatty acids12/179127/84655.53e-031.93e-021.19e-0212
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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
HACD3SNVMissense_Mutationrs775563054c.233N>Gp.Val78Glyp.V78GQ9P035protein_codingdeleterious(0)probably_damaging(0.969)TCGA-A2-A1G4-01Breastbreast invasive carcinomaFemale>=65III/IVChemotherapyadriamycinSD
HACD3SNVMissense_Mutationrs775563054c.233T>Gp.Val78Glyp.V78GQ9P035protein_codingdeleterious(0)probably_damaging(0.969)TCGA-BH-A1EX-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownPD
HACD3SNVMissense_Mutationrs775563054c.233N>Gp.Val78Glyp.V78GQ9P035protein_codingdeleterious(0)probably_damaging(0.969)TCGA-C8-A12X-01Breastbreast invasive carcinomaFemale<65I/IIUnknownUnknownSD
HACD3SNVMissense_Mutationrs775563054c.233N>Gp.Val78Glyp.V78GQ9P035protein_codingdeleterious(0)probably_damaging(0.969)TCGA-D8-A1Y3-01Breastbreast invasive carcinomaFemale<65III/IVChemotherapydoxorubicine+cyclophosphamideSD
HACD3SNVMissense_Mutationrs775563054c.233N>Gp.Val78Glyp.V78GQ9P035protein_codingdeleterious(0)probably_damaging(0.969)TCGA-EW-A1IW-01Breastbreast invasive carcinomaFemale>=65I/IIHormone TherapyaromasinSD
HACD3SNVMissense_Mutationnovelc.231N>Tp.Gln77Hisp.Q77HQ9P035protein_codingdeleterious(0)probably_damaging(0.999)TCGA-JL-A3YW-01Breastbreast invasive carcinomaFemale<65I/IIUnknownUnknownSD
HACD3deletionFrame_Shift_Delnovelc.736delNp.Phe246LeufsTer19p.F246Lfs*19Q9P035protein_codingTCGA-D8-A27V-01Breastbreast invasive carcinomaFemale<65I/IIHormone TherapytamoxiphenSD
HACD3deletionFrame_Shift_Delnovelc.767delNp.Phe257SerfsTer8p.F257Sfs*8Q9P035protein_codingTCGA-EW-A2FV-01Breastbreast invasive carcinomaFemale<65III/IVChemotherapydocetaxelSD
HACD3SNVMissense_Mutationc.1074G>Tp.Lys358Asnp.K358NQ9P035protein_codingdeleterious(0)probably_damaging(0.998)TCGA-VS-A9V3-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinPD
HACD3deletionFrame_Shift_Delnovelc.1073delAp.Lys358ArgfsTer17p.K358Rfs*17Q9P035protein_codingTCGA-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
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