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: BRD7

Gene summary for BRD7

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

BRD7

Gene ID

29117

Gene namebromodomain containing 7
Gene AliasBP75
Cytomap16q12.1
Gene Typeprotein-coding
GO ID

GO:0000082

UniProtAcc

Q9NPI1


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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
29117BRD7LZE2THumanEsophagusESCC4.29e-054.47e-010.082
29117BRD7LZE4THumanEsophagusESCC4.01e-123.17e-010.0811
29117BRD7LZE7THumanEsophagusESCC5.40e-134.63e-010.0667
29117BRD7LZE8THumanEsophagusESCC4.13e-046.32e-020.067
29117BRD7LZE20THumanEsophagusESCC1.65e-032.69e-020.0662
29117BRD7LZE22THumanEsophagusESCC2.00e-073.00e-010.068
29117BRD7LZE24THumanEsophagusESCC6.52e-133.64e-010.0596
29117BRD7LZE6THumanEsophagusESCC6.83e-032.40e-020.0845
29117BRD7P1T-EHumanEsophagusESCC5.23e-145.41e-010.0875
29117BRD7P2T-EHumanEsophagusESCC1.32e-203.05e-010.1177
29117BRD7P4T-EHumanEsophagusESCC1.03e-421.04e+000.1323
29117BRD7P5T-EHumanEsophagusESCC8.05e-285.68e-010.1327
29117BRD7P8T-EHumanEsophagusESCC1.24e-244.42e-010.0889
29117BRD7P9T-EHumanEsophagusESCC1.45e-161.87e-010.1131
29117BRD7P10T-EHumanEsophagusESCC2.96e-213.36e-010.116
29117BRD7P11T-EHumanEsophagusESCC1.51e-073.63e-010.1426
29117BRD7P12T-EHumanEsophagusESCC6.92e-173.49e-010.1122
29117BRD7P15T-EHumanEsophagusESCC9.71e-235.59e-010.1149
29117BRD7P16T-EHumanEsophagusESCC1.45e-193.42e-010.1153
29117BRD7P17T-EHumanEsophagusESCC7.05e-103.68e-010.1278
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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
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:001657015EsophagusESCChistone modification323/8552463/187232.61e-267.88e-24323
GO:001820514EsophagusESCCpeptidyl-lysine modification259/8552376/187233.90e-205.26e-18259
GO:004477216EsophagusESCCmitotic cell cycle phase transition281/8552424/187234.63e-184.45e-16281
GO:000734615EsophagusESCCregulation of mitotic cell cycle293/8552457/187238.00e-165.64e-14293
GO:001839413EsophagusESCCpeptidyl-lysine acetylation123/8552169/187236.58e-132.94e-11123
GO:004354313EsophagusESCCprotein acylation165/8552243/187231.69e-127.14e-11165
GO:000647313EsophagusESCCprotein acetylation140/8552201/187234.37e-121.69e-10140
GO:001839313EsophagusESCCinternal peptidyl-lysine acetylation114/8552158/187231.16e-114.24e-10114
GO:000647513EsophagusESCCinternal protein amino acid acetylation115/8552160/187231.43e-115.08e-10115
GO:00165735EsophagusESCChistone acetylation110/8552152/187231.95e-116.81e-10110
GO:190198713EsophagusESCCregulation of cell cycle phase transition242/8552390/187233.86e-111.26e-09242
GO:190199013EsophagusESCCregulation of mitotic cell cycle phase transition191/8552299/187231.35e-103.94e-09191
GO:001605517EsophagusESCCWnt signaling pathway268/8552444/187232.32e-106.58e-09268
GO:019873817EsophagusESCCcell-cell signaling by wnt269/8552446/187232.41e-106.79e-09269
GO:00457865EsophagusESCCnegative regulation of cell cycle236/8552385/187233.62e-109.93e-09236
GO:003105614EsophagusESCCregulation of histone modification106/8552152/187231.52e-093.55e-08106
GO:00109484EsophagusESCCnegative regulation of cell cycle process177/8552294/187233.26e-074.59e-06177
GO:000008214EsophagusESCCG1/S transition of mitotic cell cycle134/8552214/187234.04e-075.55e-06134
GO:004484314EsophagusESCCcell cycle G1/S phase transition148/8552241/187235.68e-077.48e-06148
GO:00310583EsophagusESCCpositive regulation of histone modification65/855292/187231.04e-061.31e-0565
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check button Enriched KEGG pathways.
Pathway IDTissueDisease StageDescriptionGene RatioBg Ratiopvaluep.adjustqvalueCount
hsa0522518EsophagusESCCHepatocellular carcinoma109/4205168/84654.27e-051.88e-049.64e-05109
hsa0522519EsophagusESCCHepatocellular carcinoma109/4205168/84654.27e-051.88e-049.64e-05109
hsa052258LiverHCCHepatocellular carcinoma106/4020168/84652.87e-051.85e-041.03e-04106
hsa0522511LiverHCCHepatocellular carcinoma106/4020168/84652.87e-051.85e-041.03e-04106
hsa0522516Oral cavityOSCCHepatocellular carcinoma97/3704168/84651.63e-045.52e-042.81e-0497
hsa0522517Oral cavityOSCCHepatocellular carcinoma97/3704168/84651.63e-045.52e-042.81e-0497
hsa0522514ProstateBPHHepatocellular carcinoma51/1718168/84651.17e-035.22e-033.23e-0351
hsa0522515ProstateBPHHepatocellular carcinoma51/1718168/84651.17e-035.22e-033.23e-0351
hsa0522522ProstateTumorHepatocellular carcinoma53/1791168/84659.65e-044.44e-032.75e-0353
hsa0522532ProstateTumorHepatocellular carcinoma53/1791168/84659.65e-044.44e-032.75e-0353
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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
BRD7SNVMissense_Mutationc.1381G>Ap.Asp461Asnp.D461NQ9NPI1protein_codingtolerated(0.08)probably_damaging(0.984)TCGA-A8-A06Q-01Breastbreast invasive carcinomaFemale<65III/IVUnknownUnknownSD
BRD7SNVMissense_Mutationc.1381N>Ap.Asp461Asnp.D461NQ9NPI1protein_codingtolerated(0.08)probably_damaging(0.984)TCGA-A8-A07G-01Breastbreast invasive carcinomaFemale>=65I/IIChemotherapy5-fluorouracilCR
BRD7SNVMissense_Mutationc.682N>Cp.Gly228Argp.G228RQ9NPI1protein_codingdeleterious(0)probably_damaging(1)TCGA-AC-A23H-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownPD
BRD7SNVMissense_Mutationc.325G>Tp.Ala109Serp.A109SQ9NPI1protein_codingtolerated(0.31)benign(0)TCGA-GM-A2DK-01Breastbreast invasive carcinomaFemale<65I/IIHormone TherapyarimidexCR
BRD7SNVMissense_Mutationrs777068623c.1334T>Gp.Ile445Serp.I445SQ9NPI1protein_codingdeleterious(0)possibly_damaging(0.53)TCGA-OL-A5D7-01Breastbreast invasive carcinomaFemale>=65I/IIChemotherapycytoxanCR
BRD7SNVMissense_Mutationnovelc.992N>Cp.Arg331Thrp.R331TQ9NPI1protein_codingtolerated(0.17)benign(0.112)TCGA-C5-A7X8-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinSD
BRD7SNVMissense_Mutationnovelc.804N>Gp.Asp268Glup.D268EQ9NPI1protein_codingtolerated(0.34)benign(0.026)TCGA-DS-A1OB-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycarboplatinPD
BRD7SNVMissense_Mutationnovelc.571N>Gp.Gln191Glup.Q191EQ9NPI1protein_codingdeleterious(0.01)benign(0.038)TCGA-DS-A1OB-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycarboplatinPD
BRD7SNVMissense_Mutationc.1896N>Cp.Leu632Phep.L632FQ9NPI1protein_codingdeleterious(0.03)probably_damaging(0.999)TCGA-EK-A2R8-01Cervixcervical & endocervical cancerFemale<65I/IIUnknownUnknownSD
BRD7SNVMissense_Mutationc.1185N>Cp.Lys395Asnp.K395NQ9NPI1protein_codingdeleterious(0.01)benign(0.191)TCGA-Q1-A6DV-01Cervixcervical & endocervical cancerFemale<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
29117BRD7ENZYMEinhibitor252166773
29117BRD7ENZYMEinhibitor310264731
29117BRD7ENZYMEinhibitor336446908
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