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:00196939CervixCCribose phosphate metabolic process72/2311396/187234.49e-044.48e-0372
GO:00092599CervixCCribonucleotide metabolic process70/2311385/187235.35e-045.18e-0370
GO:00463908CervixCCribose phosphate biosynthetic process39/2311190/187239.02e-047.77e-0339
GO:000915010CervixCCpurine ribonucleotide metabolic process66/2311368/187231.09e-039.07e-0366
GO:00092608CervixCCribonucleotide biosynthetic process37/2311182/187231.44e-031.13e-0237
GO:00091529CervixCCpurine ribonucleotide biosynthetic process34/2311169/187232.62e-031.81e-0234
GO:000616310CervixCCpurine nucleotide metabolic process67/2311396/187234.41e-032.69e-0267
GO:007252110CervixCCpurine-containing compound metabolic process69/2311416/187236.27e-033.54e-0269
GO:000911710CervixCCnucleotide metabolic process79/2311489/187237.16e-033.85e-0279
GO:0006753110EsophagusESCCnucleoside phosphate metabolic process288/8552497/187231.80e-083.50e-07288
GO:0019693111EsophagusESCCribose phosphate metabolic process234/8552396/187234.24e-087.76e-07234
GO:0009117111EsophagusESCCnucleotide metabolic process282/8552489/187234.70e-088.50e-07282
GO:00066433EsophagusESCCmembrane lipid metabolic process130/8552203/187239.29e-081.54e-06130
GO:00067906EsophagusESCCsulfur compound metabolic process201/8552339/187232.64e-073.94e-06201
GO:0009259111EsophagusESCCribonucleotide metabolic process224/8552385/187234.41e-076.00e-06224
GO:0072521111EsophagusESCCpurine-containing compound metabolic process238/8552416/187231.20e-061.49e-05238
GO:0009150111EsophagusESCCpurine ribonucleotide metabolic process213/8552368/187231.40e-061.69e-05213
GO:0046390110EsophagusESCCribose phosphate biosynthetic process119/8552190/187231.73e-062.06e-05119
GO:00442725EsophagusESCCsulfur compound biosynthetic process96/8552148/187231.86e-062.16e-0596
GO:0006163111EsophagusESCCpurine nucleotide metabolic process226/8552396/187232.81e-063.21e-05226
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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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