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

Home

Download

Statistics

Help

Contact

Center for Computational Systems Medicine
leaf

Gene summary

leaf

Malignant transformation analysis

leaf

Malignant transformation related pathway analysis

leaf

Cell-cell communication analysis

leaf

Single-cell gene regulatory network inference analysis

leaf

Somatic mutation of malignant transformation related genes

leaf

Related drugs of malignant transformation related genes

Gene: HDAC7

Gene summary for HDAC7

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

HDAC7

Gene ID

51564

Gene namehistone deacetylase 7
Gene AliasHD7
Cytomap12q13.11
Gene Typeprotein-coding
GO ID

GO:0000122

UniProtAcc

Q8WUI4


Top

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
51564HDAC7LZE5THumanEsophagusESCC1.00e-022.77e-010.0514
51564HDAC7LZE7THumanEsophagusESCC2.31e-063.25e-010.0667
51564HDAC7LZE8THumanEsophagusESCC2.30e-032.07e-010.067
51564HDAC7LZE20THumanEsophagusESCC1.49e-216.30e-010.0662
51564HDAC7LZE22THumanEsophagusESCC9.68e-042.22e-010.068
51564HDAC7LZE24THumanEsophagusESCC4.29e-184.92e-010.0596
51564HDAC7P1T-EHumanEsophagusESCC6.72e-166.39e-010.0875
51564HDAC7P2T-EHumanEsophagusESCC7.66e-274.69e-010.1177
51564HDAC7P4T-EHumanEsophagusESCC1.51e-051.38e-010.1323
51564HDAC7P5T-EHumanEsophagusESCC2.60e-162.58e-010.1327
51564HDAC7P8T-EHumanEsophagusESCC2.22e-224.78e-010.0889
51564HDAC7P10T-EHumanEsophagusESCC4.68e-132.54e-010.116
51564HDAC7P11T-EHumanEsophagusESCC1.61e-114.44e-010.1426
51564HDAC7P12T-EHumanEsophagusESCC2.98e-172.71e-010.1122
51564HDAC7P15T-EHumanEsophagusESCC3.16e-163.66e-010.1149
51564HDAC7P16T-EHumanEsophagusESCC1.57e-091.66e-010.1153
51564HDAC7P17T-EHumanEsophagusESCC5.18e-125.27e-010.1278
51564HDAC7P19T-EHumanEsophagusESCC1.04e-065.65e-010.1662
51564HDAC7P20T-EHumanEsophagusESCC1.76e-093.05e-010.1124
51564HDAC7P21T-EHumanEsophagusESCC3.28e-132.45e-010.1617
Page: 1 2 3 4 5 

check button Transcriptomic changes along malignancy continuum.
TissueExpression DynamicsAbbreviation
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
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
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.

Top

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).
Page: 1 2 3 4 5 6 7 8 9 

check button Enriched GO biological processes.
GO IDTissueDisease StageDescriptionGene RatioBg Ratiopvaluep.adjustCount
GO:001657015EsophagusESCChistone modification323/8552463/187232.61e-267.88e-24323
GO:001820514EsophagusESCCpeptidyl-lysine modification259/8552376/187233.90e-205.26e-18259
GO:00356015EsophagusESCCprotein deacylation79/8552112/187238.30e-081.42e-0679
GO:00987325EsophagusESCCmacromolecule deacylation80/8552116/187233.19e-074.50e-0680
GO:00165754EsophagusESCChistone deacetylation60/855282/187233.85e-075.32e-0660
GO:00064765EsophagusESCCprotein deacetylation70/8552101/187231.29e-061.58e-0570
GO:000164918EsophagusESCCosteoblast differentiation140/8552229/187231.63e-061.95e-05140
GO:001692512EsophagusESCCprotein sumoylation41/855253/187232.49e-062.86e-0541
GO:000150317EsophagusESCCossification232/8552408/187233.00e-063.40e-05232
GO:003432918EsophagusESCCcell junction assembly227/8552420/187233.06e-041.83e-03227
GO:004521620EsophagusESCCcell-cell junction organization114/8552200/187238.04e-044.16e-03114
GO:000166720EsophagusESCCameboidal-type cell migration250/8552475/187231.22e-035.97e-03250
GO:00456675EsophagusESCCregulation of osteoblast differentiation77/8552132/187232.28e-031.00e-0277
GO:00380615EsophagusESCCNIK/NF-kappaB signaling81/8552143/187235.33e-032.00e-0281
GO:001063120EsophagusESCCepithelial cell migration187/8552357/187236.05e-032.23e-02187
GO:009013220EsophagusESCCepithelium migration188/8552360/187236.96e-032.54e-02188
GO:00709321EsophagusESCChistone H3 deacetylation15/855220/187237.60e-032.71e-0215
GO:009013020EsophagusESCCtissue migration190/8552365/187237.91e-032.82e-02190
GO:00165707Oral cavityOSCChistone modification270/7305463/187231.59e-171.50e-15270
GO:00182056Oral cavityOSCCpeptidyl-lysine modification216/7305376/187232.32e-131.16e-11216
Page: 1 2 3 4 5 6 7 8 

check button Enriched KEGG pathways.
Pathway IDTissueDisease StageDescriptionGene RatioBg Ratiopvaluep.adjustqvalueCount
hsa0520325EsophagusESCCViral carcinogenesis137/4205204/84652.47e-071.88e-069.62e-07137
hsa0520335EsophagusESCCViral carcinogenesis137/4205204/84652.47e-071.88e-069.62e-07137
hsa052038Oral cavityOSCCViral carcinogenesis124/3704204/84655.57e-073.28e-061.67e-06124
hsa0520314Oral cavityOSCCViral carcinogenesis124/3704204/84655.57e-073.28e-061.67e-06124
hsa0520324Oral cavityLPViral carcinogenesis90/2418204/84651.20e-061.38e-058.89e-0690
hsa0520334Oral cavityLPViral carcinogenesis90/2418204/84651.20e-061.38e-058.89e-0690
hsa0520342Oral cavityEOLPViral carcinogenesis55/1218204/84651.54e-061.34e-057.92e-0655
hsa0520351Oral cavityEOLPViral carcinogenesis55/1218204/84651.54e-061.34e-057.92e-0655
hsa0520361Oral cavityNEOLPViral carcinogenesis56/1112204/84652.90e-085.34e-073.36e-0756
hsa0520371Oral cavityNEOLPViral carcinogenesis56/1112204/84652.90e-085.34e-073.36e-0756
Page: 1 

Top

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
Page: 1 

Top

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.
Page: 1 

Top

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
HDAC7SNVMissense_Mutationnovelc.224N>Tp.Gly75Valp.G75VQ8WUI4protein_codingtolerated(0.39)possibly_damaging(0.678)TCGA-A2-A25C-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapytaxotereSD
HDAC7deletionIn_Frame_Delc.2871_2879delNNNNNNNNNp.Glu958_Glu960delp.E958_E960delQ8WUI4protein_codingTCGA-AC-A23H-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownPD
HDAC7insertionFrame_Shift_Insnovelc.2095_2096insTACAGGTAGTGATGATAAGAATAATAGCp.Gly699ValfsTer83p.G699Vfs*83Q8WUI4protein_codingTCGA-AN-A0FX-01Breastbreast invasive carcinomaFemale<65I/IIUnknownUnknownSD
HDAC7SNVMissense_Mutationnovelc.2635N>Ap.Glu879Lysp.E879KQ8WUI4protein_codingdeleterious(0)probably_damaging(1)TCGA-2W-A8YY-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinCR
HDAC7SNVMissense_Mutationc.1718N>Tp.Ser573Phep.S573FQ8WUI4protein_codingdeleterious(0.01)benign(0.114)TCGA-2W-A8YY-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinCR
HDAC7SNVMissense_Mutationnovelc.515N>Gp.Phe172Cysp.F172CQ8WUI4protein_codingtolerated(0.16)possibly_damaging(0.784)TCGA-2W-A8YY-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinCR
HDAC7SNVMissense_Mutationrs531168904c.1229N>Tp.Pro410Leup.P410LQ8WUI4protein_codingtolerated(0.99)benign(0)TCGA-C5-A1MF-01Cervixcervical & endocervical cancerFemale<65I/IIUnknownUnknownSD
HDAC7SNVMissense_Mutationnovelc.2014N>Ap.His672Asnp.H672NQ8WUI4protein_codingdeleterious(0)benign(0.146)TCGA-DS-A7WH-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinCR
HDAC7SNVMissense_Mutationnovelc.2638N>Tp.Gly880Cysp.G880CQ8WUI4protein_codingdeleterious(0)probably_damaging(1)TCGA-EA-A410-01Cervixcervical & endocervical cancerFemale<65I/IIUnknownUnknownSD
HDAC7SNVMissense_Mutationc.542N>Ap.Ser181Asnp.S181NQ8WUI4protein_codingtolerated(0.55)benign(0.001)TCGA-A6-2672-01Colorectumcolon adenocarcinomaFemale>=65III/IVUnknownUnknownSD
Page: 1 2 3 4 5 6 7 8 

Top

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
51564HDAC7CLINICALLY ACTIONABLE, TRANSCRIPTION FACTOR, TRANSCRIPTION FACTOR BINDING, DRUGGABLE GENOME, ENZYMEinhibitorCHEMBL235191TACEDINALINE
51564HDAC7CLINICALLY ACTIONABLE, TRANSCRIPTION FACTOR, TRANSCRIPTION FACTOR BINDING, DRUGGABLE GENOME, ENZYMEBUTANOIC ACIDBUTANOIC ACID19053749
51564HDAC7CLINICALLY ACTIONABLE, TRANSCRIPTION FACTOR, TRANSCRIPTION FACTOR BINDING, DRUGGABLE GENOME, ENZYMEVORINOSTATVORINOSTAT19344175,19966789,26211462,23622981,22260166,20491440,21548582,19084294
51564HDAC7CLINICALLY ACTIONABLE, TRANSCRIPTION FACTOR, TRANSCRIPTION FACTOR BINDING, DRUGGABLE GENOME, ENZYMEinhibitor310264675CUDC-101
51564HDAC7CLINICALLY ACTIONABLE, TRANSCRIPTION FACTOR, TRANSCRIPTION FACTOR BINDING, DRUGGABLE GENOME, ENZYMEinhibitorPCI-24781ABEXINOSTAT
51564HDAC7CLINICALLY ACTIONABLE, TRANSCRIPTION FACTOR, TRANSCRIPTION FACTOR BINDING, DRUGGABLE GENOME, ENZYMEinhibitorVORINOSTATVORINOSTAT
51564HDAC7CLINICALLY ACTIONABLE, TRANSCRIPTION FACTOR, TRANSCRIPTION FACTOR BINDING, DRUGGABLE GENOME, ENZYMEDAUNORUBICINDAUNORUBICIN22260166
51564HDAC7CLINICALLY ACTIONABLE, TRANSCRIPTION FACTOR, TRANSCRIPTION FACTOR BINDING, DRUGGABLE GENOME, ENZYMEinhibitorCUDC-101CUDC-101
51564HDAC7CLINICALLY ACTIONABLE, TRANSCRIPTION FACTOR, TRANSCRIPTION FACTOR BINDING, DRUGGABLE GENOME, ENZYMEinhibitorPIVANEXAN-9
51564HDAC7CLINICALLY ACTIONABLE, TRANSCRIPTION FACTOR, TRANSCRIPTION FACTOR BINDING, DRUGGABLE GENOME, ENZYMEinhibitor187051793GIVINOSTAT
Page: 1 2 3 4 5 6 7 8