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: HDAC1

Gene summary for HDAC1

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

HDAC1

Gene ID

3065

Gene namehistone deacetylase 1
Gene AliasGON-10
Cytomap1p35.2-p35.1
Gene Typeprotein-coding
GO ID

GO:0000122

UniProtAcc

Q13547


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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
3065HDAC1HTA11_2487_2000001011HumanColorectumSER1.39e-086.33e-01-0.1808
3065HDAC1HTA11_1938_2000001011HumanColorectumAD4.02e-157.64e-01-0.0811
3065HDAC1HTA11_347_2000001011HumanColorectumAD1.06e-226.78e-01-0.1954
3065HDAC1HTA11_411_2000001011HumanColorectumSER4.38e-038.61e-01-0.2602
3065HDAC1HTA11_2112_2000001011HumanColorectumSER4.27e-026.72e-01-0.2196
3065HDAC1HTA11_83_2000001011HumanColorectumSER8.32e-106.42e-01-0.1526
3065HDAC1HTA11_696_2000001011HumanColorectumAD1.72e-116.20e-01-0.1464
3065HDAC1HTA11_866_2000001011HumanColorectumAD1.90e-043.99e-01-0.1001
3065HDAC1HTA11_1391_2000001011HumanColorectumAD2.42e-127.82e-01-0.059
3065HDAC1HTA11_2992_2000001011HumanColorectumSER2.36e-035.22e-01-0.1706
3065HDAC1HTA11_546_2000001011HumanColorectumAD7.11e-034.93e-01-0.0842
3065HDAC1HTA11_866_3004761011HumanColorectumAD1.32e-074.96e-010.096
3065HDAC1HTA11_7696_3000711011HumanColorectumAD5.86e-136.67e-010.0674
3065HDAC1HTA11_99999970781_79442HumanColorectumMSS2.73e-085.75e-010.294
3065HDAC1HTA11_99999965062_69753HumanColorectumMSI-H7.39e-038.72e-010.3487
3065HDAC1HTA11_99999965104_69814HumanColorectumMSS5.73e-044.48e-010.281
3065HDAC1HTA11_99999971662_82457HumanColorectumMSS2.45e-209.41e-010.3859
3065HDAC1A015-C-203HumanColorectumFAP3.35e-16-2.66e-01-0.1294
3065HDAC1A002-C-201HumanColorectumFAP6.65e-04-1.02e-010.0324
3065HDAC1A001-C-119HumanColorectumFAP3.02e-02-2.19e-01-0.1557
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check button Transcriptomic changes along malignancy continuum.
TissueExpression DynamicsAbbreviation
Colorectum (GSE201348)The 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.FAP: Familial adenomatous polyposis
CRC: Colorectal cancer
Colorectum (HTA11)The 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.AD: Adenomas
SER: Sessile serrated lesions
MSI-H: Microsatellite-high colorectal cancer
MSS: Microsatellite stable colorectal 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:006219718ProstateBPHcellular response to chemical stress110/3107337/187232.44e-132.40e-11110
GO:004854518ProstateBPHresponse to steroid hormone109/3107339/187239.35e-138.15e-11109
GO:200123418ProstateBPHnegative regulation of apoptotic signaling pathway79/3107224/187237.67e-125.94e-1079
GO:004851110ProstateBPHrhythmic process96/3107298/187231.88e-111.31e-0996
GO:005254718ProstateBPHregulation of peptidase activity133/3107461/187232.08e-111.43e-09133
GO:000762310ProstateBPHcircadian rhythm73/3107210/187231.02e-106.02e-0973
GO:007138316ProstateBPHcellular response to steroid hormone stimulus71/3107204/187231.72e-109.79e-0971
GO:00329228ProstateBPHcircadian regulation of gene expression34/310768/187232.01e-101.12e-0834
GO:00160559ProstateBPHWnt signaling pathway126/3107444/187232.27e-101.23e-08126
GO:01987389ProstateBPHcell-cell signaling by wnt126/3107446/187233.11e-101.67e-08126
GO:007048217ProstateBPHresponse to oxygen levels104/3107347/187233.13e-101.67e-08104
GO:003459918ProstateBPHcellular response to oxidative stress90/3107288/187234.70e-102.43e-0890
GO:005254818ProstateBPHregulation of endopeptidase activity122/3107432/187236.10e-102.91e-08122
GO:004440318ProstateBPHbiological process involved in symbiotic interaction90/3107290/187236.98e-103.25e-0890
GO:200124318ProstateBPHnegative regulation of intrinsic apoptotic signaling pathway40/310798/187231.03e-083.44e-0740
GO:00301119ProstateBPHregulation of Wnt signaling pathway95/3107328/187231.23e-083.99e-0795
GO:003052110ProstateBPHandrogen receptor signaling pathway23/310744/187235.88e-081.57e-0623
GO:00107208ProstateBPHpositive regulation of cell development86/3107298/187237.11e-081.85e-0686
GO:003051810ProstateBPHintracellular steroid hormone receptor signaling pathway43/3107116/187238.48e-082.12e-0643
GO:00608289ProstateBPHregulation of canonical Wnt signaling pathway75/3107253/187231.47e-073.43e-0675
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check button Enriched KEGG pathways.
Pathway IDTissueDisease StageDescriptionGene RatioBg Ratiopvaluep.adjustqvalueCount
hsa05016ColorectumADHuntington disease147/2092306/84651.93e-199.26e-185.91e-18147
hsa04919ColorectumADThyroid hormone signaling pathway51/2092121/84651.71e-051.73e-041.10e-0451
hsa04213ColorectumADLongevity regulating pathway - multiple species27/209262/84658.72e-045.96e-033.80e-0327
hsa05220ColorectumADChronic myeloid leukemia31/209276/84651.41e-038.46e-035.39e-0331
hsa050161ColorectumADHuntington disease147/2092306/84651.93e-199.26e-185.91e-18147
hsa049191ColorectumADThyroid hormone signaling pathway51/2092121/84651.71e-051.73e-041.10e-0451
hsa042131ColorectumADLongevity regulating pathway - multiple species27/209262/84658.72e-045.96e-033.80e-0327
hsa052201ColorectumADChronic myeloid leukemia31/209276/84651.41e-038.46e-035.39e-0331
hsa050162ColorectumSERHuntington disease127/1580306/84653.29e-211.37e-199.92e-20127
hsa049192ColorectumSERThyroid hormone signaling pathway40/1580121/84651.02e-041.06e-037.67e-0440
hsa04350ColorectumSERTGF-beta signaling pathway31/1580108/84657.00e-033.77e-022.74e-0231
hsa042132ColorectumSERLongevity regulating pathway - multiple species20/158062/84657.15e-033.77e-022.74e-0220
hsa050163ColorectumSERHuntington disease127/1580306/84653.29e-211.37e-199.92e-20127
hsa049193ColorectumSERThyroid hormone signaling pathway40/1580121/84651.02e-041.06e-037.67e-0440
hsa043501ColorectumSERTGF-beta signaling pathway31/1580108/84657.00e-033.77e-022.74e-0231
hsa042133ColorectumSERLongevity regulating pathway - multiple species20/158062/84657.15e-033.77e-022.74e-0220
hsa050164ColorectumMSSHuntington disease141/1875306/84652.90e-211.62e-199.92e-20141
hsa049194ColorectumMSSThyroid hormone signaling pathway46/1875121/84655.04e-054.97e-043.05e-0446
hsa042134ColorectumMSSLongevity regulating pathway - multiple species27/187562/84651.33e-041.17e-037.18e-0427
hsa052202ColorectumMSSChronic myeloid leukemia29/187576/84651.10e-036.27e-033.84e-0329
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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
HDAC1MVABreastADJMARCKSL1,HYAL2,PLVAP, etc.2.42e-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.
HDAC1PVABreastADJMARCKSL1,HYAL2,PLVAP, etc.4.04e-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.
HDAC1PVABreastHealthyMARCKSL1,HYAL2,PLVAP, etc.3.11e-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.
HDAC1MVABreastHealthyMARCKSL1,HYAL2,PLVAP, etc.1.26e-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.
HDAC1MSC.ADIPOBreastIDCMARCKSL1,HYAL2,PLVAP, etc.3.82e-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.
HDAC1LYMENDBreastIDCMARCKSL1,HYAL2,PLVAP, etc.2.15e-02The 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.
HDAC1MVABreastPrecancerMARCKSL1,HYAL2,PLVAP, etc.3.08e-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.
HDAC1PVABreastPrecancerMARCKSL1,HYAL2,PLVAP, etc.2.51e-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.
HDAC1TH1LungADJCHI3L2,CORO1A,GZMK, etc.1.14e-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.
HDAC1NKTPancreasADJAL354740.1,AC022217.2,GYS1, etc.3.65e-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
HDAC1SNVMissense_Mutationnovelc.286N>Ap.Val96Ilep.V96IQ13547protein_codingtolerated(0.06)benign(0.275)TCGA-A7-A5ZW-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapycyclophosphamideCR
HDAC1SNVMissense_Mutationrs760852226c.1126G>Ap.Ala376Thrp.A376TQ13547protein_codingtolerated(0.07)possibly_damaging(0.522)TCGA-AN-A046-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
HDAC1SNVMissense_Mutationc.1135N>Tp.Val379Phep.V379FQ13547protein_codingdeleterious(0)probably_damaging(0.997)TCGA-AN-A0FJ-01Breastbreast invasive carcinomaFemale<65III/IVUnknownUnknownSD
HDAC1SNVMissense_Mutationnovelc.1171G>Ap.Glu391Lysp.E391KQ13547protein_codingdeleterious(0.04)benign(0.103)TCGA-AN-A0FV-01Breastbreast invasive carcinomaFemale<65I/IIUnknownUnknownSD
HDAC1SNVMissense_Mutationnovelc.608N>Gp.Glu203Glyp.E203GQ13547protein_codingdeleterious(0)possibly_damaging(0.465)TCGA-BH-A8G0-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapytaxotereCR
HDAC1SNVMissense_Mutationc.1273N>Cp.Glu425Glnp.E425QQ13547protein_codingdeleterious(0.05)benign(0.205)TCGA-C8-A12T-01Breastbreast invasive carcinomaFemale<65I/IIUnknownUnknownSD
HDAC1insertionNonsense_Mutationnovelc.673_674insGTTGp.Asn225SerfsTer2p.N225Sfs*2Q13547protein_codingTCGA-AO-A0J6-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapydoxorubicinSD
HDAC1insertionFrame_Shift_Insnovelc.674_675insACTGTTCCATp.Asn225LysfsTer12p.N225Kfs*12Q13547protein_codingTCGA-AO-A0J6-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapydoxorubicinSD
HDAC1SNVMissense_Mutationnovelc.259T>Cp.Tyr87Hisp.Y87HQ13547protein_codingtolerated(0.21)probably_damaging(0.972)TCGA-AA-3710-01Colorectumcolon adenocarcinomaFemale>=65I/IIUnknownUnknownSD
HDAC1SNVMissense_Mutationc.476C>Tp.Ala159Valp.A159VQ13547protein_codingdeleterious(0)benign(0.22)TCGA-CK-4951-01Colorectumcolon adenocarcinomaFemale>=65I/IIUnknownUnknownPD
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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
3065HDAC1DRUGGABLE GENOME, CLINICALLY ACTIONABLE, ENZYMEinhibitor310264675CUDC-101
3065HDAC1DRUGGABLE GENOME, CLINICALLY ACTIONABLE, ENZYMEPMID28092474-Compound-32h
3065HDAC1DRUGGABLE GENOME, CLINICALLY ACTIONABLE, ENZYMEinhibitor348353661
3065HDAC1DRUGGABLE GENOME, CLINICALLY ACTIONABLE, ENZYMEinhibitorROMIDEPSINROMIDEPSIN
3065HDAC1DRUGGABLE GENOME, CLINICALLY ACTIONABLE, ENZYMEinhibitor187051807SCRIPTAID
3065HDAC1DRUGGABLE GENOME, CLINICALLY ACTIONABLE, ENZYMEPMID28092474-Compound-34a
3065HDAC1DRUGGABLE GENOME, CLINICALLY ACTIONABLE, ENZYMEinhibitor252166602NANATINOSTAT
3065HDAC1DRUGGABLE GENOME, CLINICALLY ACTIONABLE, ENZYMEPMID29671355-Compound-27
3065HDAC1DRUGGABLE GENOME, CLINICALLY ACTIONABLE, ENZYMEinhibitorPANOBINOSTATPANOBINOSTAT
3065HDAC1DRUGGABLE GENOME, CLINICALLY ACTIONABLE, ENZYMECHIDAMIDECHIDAMIDE
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