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: HDAC2

Gene summary for HDAC2

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

HDAC2

Gene ID

3066

Gene namehistone deacetylase 2
Gene AliasHD2
Cytomap6q21
Gene Typeprotein-coding
GO ID

GO:0000003

UniProtAcc

Q92769


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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
3066HDAC2GSM4909281HumanBreastIDC3.44e-022.93e-010.21
3066HDAC2GSM4909285HumanBreastIDC9.19e-306.25e-010.21
3066HDAC2GSM4909286HumanBreastIDC6.81e-043.76e-010.1081
3066HDAC2GSM4909287HumanBreastIDC6.52e-063.19e-010.2057
3066HDAC2GSM4909293HumanBreastIDC3.45e-053.26e-010.1581
3066HDAC2GSM4909296HumanBreastIDC5.60e-13-2.83e-010.1524
3066HDAC2GSM4909297HumanBreastIDC1.69e-11-1.28e-010.1517
3066HDAC2GSM4909302HumanBreastIDC8.95e-09-2.84e-010.1545
3066HDAC2GSM4909311HumanBreastIDC2.08e-21-2.20e-010.1534
3066HDAC2GSM4909312HumanBreastIDC1.46e-09-9.16e-020.1552
3066HDAC2GSM4909319HumanBreastIDC5.75e-26-2.92e-010.1563
3066HDAC2GSM4909320HumanBreastIDC1.46e-06-2.79e-010.1575
3066HDAC2GSM4909321HumanBreastIDC2.26e-12-2.26e-010.1559
3066HDAC2brca3HumanBreastPrecancer3.44e-043.18e-01-0.0263
3066HDAC2M2HumanBreastIDC1.30e-105.28e-010.21
3066HDAC2NCCBC14HumanBreastDCIS4.60e-09-2.16e-020.2021
3066HDAC2NCCBC5HumanBreastDCIS4.33e-10-7.12e-020.2046
3066HDAC2NCCBC6HumanBreastDCIS2.73e-065.13e-010.2095
3066HDAC2P1HumanBreastIDC1.01e-13-1.51e-010.1527
3066HDAC2P2HumanBreastIDC2.24e-052.71e-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
EndometriumThe 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.AEH: Atypical endometrial hyperplasia
EEC: Endometrioid Cancer
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:00519605Oral cavityOSCCregulation of nervous system development205/7305443/187239.80e-045.11e-03205
GO:000632510Oral cavityOSCCchromatin organization190/7305409/187231.17e-035.97e-03190
GO:00107173Oral cavityOSCCregulation of epithelial to mesenchymal transition54/730599/187231.21e-036.10e-0354
GO:00100015Oral cavityOSCCglial cell differentiation110/7305225/187231.56e-037.45e-03110
GO:000181910Oral cavityOSCCpositive regulation of cytokine production213/7305467/187231.93e-038.96e-03213
GO:00362962Oral cavityOSCCresponse to increased oxygen levels20/730530/187231.99e-039.23e-0320
GO:00456871Oral cavityOSCCpositive regulation of glial cell differentiation26/730542/187232.22e-031.00e-0226
GO:0014013Oral cavityOSCCregulation of gliogenesis54/7305103/187233.85e-031.57e-0254
GO:0070932Oral cavityOSCChistone H3 deacetylation14/730520/187234.95e-031.94e-0214
GO:0032963Oral cavityOSCCcollagen metabolic process54/7305104/187235.00e-031.96e-0254
GO:00313458Oral cavityOSCCnegative regulation of cell projection organization89/7305186/187238.51e-033.09e-0289
GO:001635810Oral cavityOSCCdendrite development113/7305243/187231.00e-023.49e-02113
GO:0032526Oral cavityOSCCresponse to retinoic acid54/7305107/187231.04e-023.54e-0254
GO:00609967Oral cavityOSCCdendritic spine development50/730599/187231.31e-024.34e-0250
GO:00487627Oral cavityOSCCmesenchymal cell differentiation109/7305236/187231.43e-024.69e-02109
GO:0045862110Oral cavityLPpositive regulation of proteolysis165/4623372/187235.40e-178.46e-15165
GO:0006979110Oral cavityLPresponse to oxidative stress181/4623446/187235.74e-146.10e-12181
GO:0000302110Oral cavityLPresponse to reactive oxygen species95/4623222/187232.23e-099.98e-0895
GO:0051098110Oral cavityLPregulation of binding140/4623363/187232.47e-091.10e-07140
GO:0042542110Oral cavityLPresponse to hydrogen peroxide68/4623146/187236.95e-092.81e-0768
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check button Enriched KEGG pathways.
Pathway IDTissueDisease StageDescriptionGene RatioBg Ratiopvaluep.adjustqvalueCount
hsa0501616BreastPrecancerHuntington disease98/684306/84652.85e-352.25e-331.72e-3398
hsa0516918BreastPrecancerEpstein-Barr virus infection35/684202/84651.15e-051.26e-049.64e-0535
hsa05031BreastPrecancerAmphetamine addiction14/68469/84651.05e-037.35e-035.63e-0314
hsa052036BreastPrecancerViral carcinogenesis27/684204/84657.19e-034.06e-023.11e-0227
hsa0501617BreastPrecancerHuntington disease98/684306/84652.85e-352.25e-331.72e-3398
hsa0516919BreastPrecancerEpstein-Barr virus infection35/684202/84651.15e-051.26e-049.64e-0535
hsa050311BreastPrecancerAmphetamine addiction14/68469/84651.05e-037.35e-035.63e-0314
hsa0520312BreastPrecancerViral carcinogenesis27/684204/84657.19e-034.06e-023.11e-0227
hsa0501623BreastIDCHuntington disease103/867306/84655.14e-304.17e-283.12e-28103
hsa0516922BreastIDCEpstein-Barr virus infection45/867202/84653.16e-076.05e-064.52e-0645
hsa050312BreastIDCAmphetamine addiction18/86769/84651.42e-041.36e-031.01e-0318
hsa0491916BreastIDCThyroid hormone signaling pathway23/867121/84652.45e-031.69e-021.27e-0223
hsa0520322BreastIDCViral carcinogenesis34/867204/84652.82e-031.86e-021.39e-0234
hsa0522010BreastIDCChronic myeloid leukemia15/86776/84659.24e-034.37e-023.27e-0215
hsa0501633BreastIDCHuntington disease103/867306/84655.14e-304.17e-283.12e-28103
hsa0516932BreastIDCEpstein-Barr virus infection45/867202/84653.16e-076.05e-064.52e-0645
hsa050313BreastIDCAmphetamine addiction18/86769/84651.42e-041.36e-031.01e-0318
hsa0491917BreastIDCThyroid hormone signaling pathway23/867121/84652.45e-031.69e-021.27e-0223
hsa0520332BreastIDCViral carcinogenesis34/867204/84652.82e-031.86e-021.39e-0234
hsa0522013BreastIDCChronic myeloid leukemia15/86776/84659.24e-034.37e-023.27e-0215
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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
HDAC2STMColorectumCRCLINC01594,FMNL3,GRM8, etc.3.25e-01The 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.
HDAC2ASCColorectumCRCLINC01594,FMNL3,GRM8, etc.3.29e-01The 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.
HDAC2ASCColorectumFAPLINC01594,FMNL3,GRM8, etc.2.90e-01The 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.
HDAC2ASCColorectumSERESD,MT-ND3,RPL39, etc.1.19e-01The 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.
HDAC2AT2LLungIACCD24,DBN1,SPINT2, etc.4.95e-01The 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.
HDAC2STMProstateHealthyPHF10,ITGB1BP1,NSDHL, etc.4.66e-01The 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.
HDAC2MESCStomachSIMRPARP-AS1,SLC38A11,SOX4, etc.1.20e-01The 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.
∗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
HDAC2SNVMissense_Mutationc.502N>Tp.His168Tyrp.H168YQ92769protein_codingdeleterious(0.04)possibly_damaging(0.828)TCGA-A7-A0DA-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapyadriamycinSD
HDAC2SNVMissense_Mutationc.523N>Ap.Asp175Asnp.D175NQ92769protein_codingdeleterious(0.03)probably_damaging(0.915)TCGA-BH-A0BR-01Breastbreast invasive carcinomaFemale<65I/IIUnknownUnknownSD
HDAC2deletionNonsense_Mutationc.459_463delNNNNNp.Tyr153Terp.Y153*Q92769protein_codingTCGA-AR-A0TU-01Breastbreast invasive carcinomaFemale<65I/IIUnspecificDoxorubicinSD
HDAC2SNVMissense_Mutationnovelc.691G>Ap.Asp231Asnp.D231NQ92769protein_codingdeleterious(0)probably_damaging(0.999)TCGA-MA-AA3Z-01Cervixcervical & endocervical cancerFemale<65I/IIUnknownUnknownSD
HDAC2deletionFrame_Shift_Delnovelc.883_884delNNp.Pro295IlefsTer13p.P295Ifs*13Q92769protein_codingTCGA-MA-AA3Y-01Cervixcervical & endocervical cancerFemale<65I/IIUnknownUnknownSD
HDAC2SNVMissense_Mutationc.875N>Gp.Phe292Cysp.F292CQ92769protein_codingdeleterious(0)probably_damaging(0.973)TCGA-CA-6717-01Colorectumcolon adenocarcinomaMale<65I/IIChemotherapyoxaliplatinCR
HDAC2SNVMissense_Mutationc.1229N>Tp.Ala410Valp.A410VQ92769protein_codingtolerated(0.32)benign(0.423)TCGA-F4-6703-01Colorectumcolon adenocarcinomaMale<65I/IIUnknownUnknownSD
HDAC2SNVMissense_Mutationc.230T>Cp.Leu77Prop.L77PQ92769protein_codingdeleterious(0)probably_damaging(1)TCGA-NH-A50T-01Colorectumcolon adenocarcinomaFemale>=65I/IIUnknownUnknownSD
HDAC2SNVMissense_Mutationnovelc.1001N>Gp.Tyr334Cysp.Y334CQ92769protein_codingdeleterious(0)possibly_damaging(0.761)TCGA-EI-6917-01Colorectumrectum adenocarcinomaMale<65III/IVChemotherapy5fluorouracil+oxaciplatina+l-folinianSD
HDAC2SNVMissense_Mutationnovelc.1271N>Tp.Ser424Phep.S424FQ92769protein_codingdeleterious(0.01)probably_damaging(0.997)TCGA-A5-A0G2-01Endometriumuterine corpus endometrioid carcinomaFemale<65III/IVUnknownUnknownSD
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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
3066HDAC2DRUGGABLE GENOME, CLINICALLY ACTIONABLE, ENZYME, TRANSCRIPTION FACTOR2-ENE-VALPROATECHEMBL11748717566732
3066HDAC2DRUGGABLE GENOME, CLINICALLY ACTIONABLE, ENZYME, TRANSCRIPTION FACTORinhibitor187051807SCRIPTAID
3066HDAC2DRUGGABLE GENOME, CLINICALLY ACTIONABLE, ENZYME, TRANSCRIPTION FACTORinhibitorBELINOSTATBELINOSTAT
3066HDAC2DRUGGABLE GENOME, CLINICALLY ACTIONABLE, ENZYME, TRANSCRIPTION FACTORinhibitor187051797APICIDIN
3066HDAC2DRUGGABLE GENOME, CLINICALLY ACTIONABLE, ENZYME, TRANSCRIPTION FACTORPAZOPANIBPAZOPANIB28221861
3066HDAC2DRUGGABLE GENOME, CLINICALLY ACTIONABLE, ENZYME, TRANSCRIPTION FACTORPRACINOSTATPRACINOSTAT
3066HDAC2DRUGGABLE GENOME, CLINICALLY ACTIONABLE, ENZYME, TRANSCRIPTION FACTORinhibitor187051798BELINOSTAT
3066HDAC2DRUGGABLE GENOME, CLINICALLY ACTIONABLE, ENZYME, TRANSCRIPTION FACTORinhibitorSODIUM PHENYLBUTYRATE
3066HDAC2DRUGGABLE GENOME, CLINICALLY ACTIONABLE, ENZYME, TRANSCRIPTION FACTORVORINOSTATVORINOSTAT24694055,19344175,19966789,26211462,23622981,22260166,17447750,20491440,21548582,24074025,23672185,19084294
3066HDAC2DRUGGABLE GENOME, CLINICALLY ACTIONABLE, ENZYME, TRANSCRIPTION FACTORPANOBINOSTATPANOBINOSTAT
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