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:0010717ProstateBPHregulation of epithelial to mesenchymal transition28/310799/187232.42e-031.31e-0228
GO:000223715ProstateBPHresponse to molecule of bacterial origin81/3107363/187232.63e-031.41e-0281
GO:00109776ProstateBPHnegative regulation of neuron projection development36/3107137/187232.64e-031.41e-0236
GO:00107182ProstateBPHpositive regulation of epithelial to mesenchymal transition17/310752/187233.30e-031.71e-0217
GO:00420634ProstateBPHgliogenesis68/3107301/187234.06e-032.02e-0268
GO:00140755ProstateBPHresponse to amine16/310749/187234.35e-032.14e-0216
GO:2000273ProstateBPHpositive regulation of signaling receptor activity15/310745/187234.57e-032.19e-0215
GO:00423032ProstateBPHmolting cycle28/3107107/187237.85e-033.43e-0228
GO:00426332ProstateBPHhair cycle28/3107107/187237.85e-033.43e-0228
GO:19019842ProstateBPHnegative regulation of protein acetylation9/310724/187231.14e-024.64e-029
GO:000697919ProstateTumorresponse to oxidative stress144/3246446/187235.75e-158.52e-13144
GO:005109819ProstateTumorregulation of binding122/3246363/187232.86e-143.63e-12122
GO:004586219ProstateTumorpositive regulation of proteolysis124/3246372/187233.46e-144.31e-12124
GO:006219719ProstateTumorcellular response to chemical stress112/3246337/187237.53e-137.67e-11112
GO:004851115ProstateTumorrhythmic process99/3246298/187231.65e-111.21e-0999
GO:000762315ProstateTumorcircadian rhythm75/3246210/187231.09e-106.79e-0975
GO:004254218ProstateTumorresponse to hydrogen peroxide57/3246146/187233.91e-102.06e-0857
GO:003292213ProstateTumorcircadian regulation of gene expression34/324668/187236.70e-103.39e-0834
GO:000030219ProstateTumorresponse to reactive oxygen species76/3246222/187237.85e-103.84e-0876
GO:003459919ProstateTumorcellular response to oxidative stress92/3246288/187238.68e-104.22e-0892
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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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