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: HACD2

Gene summary for HACD2

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

HACD2

Gene ID

201562

Gene name3-hydroxyacyl-CoA dehydratase 2
Gene AliasPTPLB
Cytomap3q21.1
Gene Typeprotein-coding
GO ID

GO:0000038

UniProtAcc

Q6Y1H2


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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
201562HACD2CCI_2HumanCervixCC1.24e-056.79e-010.5249
201562HACD2CCI_3HumanCervixCC2.10e-067.09e-010.516
201562HACD2TumorHumanCervixCC1.44e-033.35e-010.1241
201562HACD2sample3HumanCervixCC7.90e-083.52e-010.1387
201562HACD2T3HumanCervixCC4.02e-124.10e-010.1389
201562HACD2LZE2THumanEsophagusESCC1.99e-055.94e-010.082
201562HACD2LZE4THumanEsophagusESCC2.44e-093.05e-010.0811
201562HACD2LZE7THumanEsophagusESCC9.36e-051.82e-010.0667
201562HACD2LZE20THumanEsophagusESCC3.66e-071.70e-010.0662
201562HACD2LZE22THumanEsophagusESCC8.11e-032.61e-010.068
201562HACD2LZE24THumanEsophagusESCC6.51e-163.37e-010.0596
201562HACD2LZE21THumanEsophagusESCC2.09e-031.05e-010.0655
201562HACD2P1T-EHumanEsophagusESCC1.01e-084.39e-010.0875
201562HACD2P2T-EHumanEsophagusESCC8.51e-376.96e-010.1177
201562HACD2P4T-EHumanEsophagusESCC4.98e-173.14e-010.1323
201562HACD2P5T-EHumanEsophagusESCC2.20e-347.22e-010.1327
201562HACD2P8T-EHumanEsophagusESCC4.23e-377.55e-010.0889
201562HACD2P9T-EHumanEsophagusESCC2.51e-172.95e-010.1131
201562HACD2P10T-EHumanEsophagusESCC8.93e-387.60e-010.116
201562HACD2P11T-EHumanEsophagusESCC1.04e-259.49e-010.1426
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check button Transcriptomic changes along malignancy continuum.
TissueExpression DynamicsAbbreviation
CervixThe 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.CC: Cervix cancer
HSIL_HPV: HPV-infected high-grade squamous intraepithelial lesions
N_HPV: HPV-infected normal cervix
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
∗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:00066374EsophagusESCCacyl-CoA metabolic process55/855296/187231.45e-024.71e-0255
GO:00353834EsophagusESCCthioester metabolic process55/855296/187231.45e-024.71e-0255
GO:000663112LiverCirrhoticfatty acid metabolic process165/4634390/187231.29e-141.26e-12165
GO:001605312LiverCirrhoticorganic acid biosynthetic process139/4634316/187234.28e-143.83e-12139
GO:004639412LiverCirrhoticcarboxylic acid biosynthetic process137/4634314/187231.40e-131.14e-11137
GO:000675312LiverCirrhoticnucleoside phosphate metabolic process190/4634497/187231.10e-116.96e-10190
GO:000911712LiverCirrhoticnucleotide metabolic process187/4634489/187231.55e-119.63e-10187
GO:001969312LiverCirrhoticribose phosphate metabolic process156/4634396/187235.83e-113.23e-09156
GO:000925912LiverCirrhoticribonucleotide metabolic process151/4634385/187231.72e-108.70e-09151
GO:007233011LiverCirrhoticmonocarboxylic acid biosynthetic process93/4634214/187231.43e-096.16e-0893
GO:007252112LiverCirrhoticpurine-containing compound metabolic process156/4634416/187233.74e-091.52e-07156
GO:000915012LiverCirrhoticpurine ribonucleotide metabolic process141/4634368/187234.22e-091.70e-07141
GO:000679011LiverCirrhoticsulfur compound metabolic process129/4634339/187233.06e-081.04e-06129
GO:000616312LiverCirrhoticpurine nucleotide metabolic process146/4634396/187234.12e-081.34e-06146
GO:000663311LiverCirrhoticfatty acid biosynthetic process70/4634163/187232.57e-076.41e-0670
GO:00442721LiverCirrhoticsulfur compound biosynthetic process58/4634148/187236.93e-057.83e-0458
GO:00463905LiverCirrhoticribose phosphate biosynthetic process71/4634190/187237.09e-057.98e-0471
GO:00092605LiverCirrhoticribonucleotide biosynthetic process68/4634182/187231.00e-041.05e-0368
GO:00091654LiverCirrhoticnucleotide biosynthetic process89/4634254/187231.45e-041.40e-0389
GO:19012934LiverCirrhoticnucleoside phosphate biosynthetic process89/4634256/187231.97e-041.82e-0389
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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
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
hsa0121221ProstateTumorFatty acid metabolism23/179157/84657.60e-043.59e-032.23e-0323
hsa010404ProstateTumorBiosynthesis of unsaturated fatty acids12/179127/84655.53e-031.93e-021.19e-0212
hsa0121231ProstateTumorFatty acid metabolism23/179157/84657.60e-043.59e-032.23e-0323
hsa0104011ProstateTumorBiosynthesis 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
HACD2SNVMissense_Mutationc.632C>Tp.Ser211Phep.S211FQ6Y1H2protein_codingdeleterious(0)probably_damaging(0.999)TCGA-AR-A1AJ-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
HACD2SNVMissense_Mutationc.722N>Ap.Arg241Lysp.R241KQ6Y1H2protein_codingtolerated(0.39)benign(0.02)TCGA-B6-A0IJ-01Breastbreast invasive carcinomaFemale<65I/IIUnknownUnknownSD
HACD2SNVMissense_Mutationnovelc.516N>Ap.Phe172Leup.F172LQ6Y1H2protein_codingdeleterious(0)probably_damaging(0.967)TCGA-AA-A00N-01Colorectumcolon adenocarcinomaMale>=65I/IIUnknownUnknownPD
HACD2SNVMissense_Mutationnovelc.569N>Tp.Ala190Valp.A190VQ6Y1H2protein_codingdeleterious(0)probably_damaging(0.998)TCGA-AZ-4315-01Colorectumcolon adenocarcinomaMale<65I/IIUnknownUnknownSD
HACD2SNVMissense_Mutationnovelc.620N>Cp.Lys207Thrp.K207TQ6Y1H2protein_codingdeleterious(0.05)possibly_damaging(0.867)TCGA-CA-6717-01Colorectumcolon adenocarcinomaMale<65I/IIChemotherapyoxaliplatinCR
HACD2SNVMissense_Mutationnovelc.755N>Tp.Lys252Ilep.K252IQ6Y1H2protein_codingdeleterious(0)possibly_damaging(0.854)TCGA-AJ-A3EL-01Endometriumuterine corpus endometrioid carcinomaFemale<65I/IIUnknownUnknownSD
HACD2SNVMissense_Mutationnovelc.658C>Ap.Leu220Ilep.L220IQ6Y1H2protein_codingtolerated(0.79)benign(0.034)TCGA-AX-A2HC-01Endometriumuterine corpus endometrioid carcinomaFemale<65III/IVChemotherapypaclitaxelPD
HACD2SNVMissense_Mutationc.630C>Ap.Phe210Leup.F210LQ6Y1H2protein_codingtolerated(0.11)benign(0.123)TCGA-BS-A0TC-01Endometriumuterine corpus endometrioid carcinomaFemale>=65I/IIUnknownUnknownSD
HACD2SNVMissense_Mutationnovelc.734N>Ap.Ser245Tyrp.S245YQ6Y1H2protein_codingdeleterious(0.01)benign(0.196)TCGA-BS-A0UV-01Endometriumuterine corpus endometrioid carcinomaFemale<65III/IVUnknownUnknownSD
HACD2SNVMissense_Mutationc.163G>Tp.Val55Phep.V55FQ6Y1H2protein_codingtolerated(0.17)benign(0.021)TCGA-D1-A16X-01Endometriumuterine corpus endometrioid carcinomaFemale<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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