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: BRD9

Gene summary for BRD9

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

BRD9

Gene ID

65980

Gene namebromodomain containing 9
Gene AliasLAVS3040
Cytomap5p15.33
Gene Typeprotein-coding
GO ID

GO:0006139

UniProtAcc

B4DXI2


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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
65980BRD9LZE5THumanEsophagusESCC3.20e-095.76e-010.0514
65980BRD9LZE7THumanEsophagusESCC2.31e-041.37e-010.0667
65980BRD9LZE8THumanEsophagusESCC1.47e-031.02e-010.067
65980BRD9LZE20THumanEsophagusESCC4.15e-114.32e-010.0662
65980BRD9LZE21D1HumanEsophagusHGIN2.30e-085.76e-010.0632
65980BRD9LZE22D1HumanEsophagusHGIN7.91e-073.17e-010.0595
65980BRD9LZE22THumanEsophagusESCC1.22e-117.98e-010.068
65980BRD9LZE24THumanEsophagusESCC1.20e-122.72e-010.0596
65980BRD9LZE22D3HumanEsophagusHGIN1.31e-045.76e-010.0653
65980BRD9LZE21THumanEsophagusESCC1.97e-124.90e-010.0655
65980BRD9P1T-EHumanEsophagusESCC1.94e-261.06e+000.0875
65980BRD9P2T-EHumanEsophagusESCC2.69e-254.98e-010.1177
65980BRD9P4T-EHumanEsophagusESCC1.74e-245.82e-010.1323
65980BRD9P5T-EHumanEsophagusESCC6.75e-296.13e-010.1327
65980BRD9P8T-EHumanEsophagusESCC9.70e-355.77e-010.0889
65980BRD9P9T-EHumanEsophagusESCC1.11e-265.84e-010.1131
65980BRD9P10T-EHumanEsophagusESCC2.12e-601.04e+000.116
65980BRD9P11T-EHumanEsophagusESCC1.03e-124.26e-010.1426
65980BRD9P12T-EHumanEsophagusESCC7.77e-264.52e-010.1122
65980BRD9P15T-EHumanEsophagusESCC3.95e-133.24e-010.1149
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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:000632516EsophagusHGINchromatin organization92/2587409/187231.05e-064.16e-0592
GO:000632517EsophagusESCCchromatin organization240/8552409/187236.52e-081.14e-06240
GO:000632511LiverHCCchromatin organization206/7958409/187237.23e-044.41e-03206
GO:000632510Oral cavityOSCCchromatin organization190/7305409/187231.17e-035.97e-03190
GO:000632514ProstateTumorchromatin organization104/3246409/187232.02e-052.62e-04104
GO:000632518SkinAKchromatin organization73/1910409/187231.40e-064.26e-0573
GO:000632519SkincSCCchromatin organization147/4864409/187234.41e-066.52e-05147
GO:000632520ThyroidPTCchromatin organization183/5968409/187232.55e-085.70e-07183
GO:0006325110ThyroidATCchromatin organization189/6293409/187236.40e-081.13e-06189
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check button Enriched KEGG pathways.
Pathway IDTissueDisease StageDescriptionGene RatioBg Ratiopvaluep.adjustqvalueCount
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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
BRD9SNVMissense_Mutationrs761934433c.1633N>Tp.Arg545Trpp.R545WQ9H8M2protein_codingdeleterious(0)probably_damaging(0.947)TCGA-AC-A3W5-01Breastbreast invasive carcinomaFemale>=65I/IIChemotherapydocetaxelCR
BRD9SNVMissense_Mutationc.1456G>Ap.Val486Ilep.V486IQ9H8M2protein_codingtolerated(0.37)benign(0.001)TCGA-AO-A1KR-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapycyclophosphamideSD
BRD9SNVMissense_Mutationc.1682N>Tp.Gln561Leup.Q561LQ9H8M2protein_codingtolerated(0.82)benign(0)TCGA-E2-A14R-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapydoxorubicinPD
BRD9deletionFrame_Shift_Delc.728_765delTTTTGGGCAATGAAGATACAGCTGTTGAGGAACCTGTCp.Leu243ProfsTer2p.L243Pfs*2Q9H8M2protein_codingTCGA-A2-A0YJ-01Breastbreast invasive carcinomaFemale<65III/IVChemotherapycytoxanPD
BRD9SNVMissense_Mutationrs761934433c.1633N>Tp.Arg545Trpp.R545WQ9H8M2protein_codingdeleterious(0)probably_damaging(0.947)TCGA-EA-A43B-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinCR
BRD9SNVMissense_Mutationrs763293348c.931C>Tp.Arg311Trpp.R311WQ9H8M2protein_codingtolerated(0.06)benign(0.115)TCGA-MY-A5BD-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinCR
BRD9SNVMissense_Mutationnovelc.1050N>Cp.Glu350Aspp.E350DQ9H8M2protein_codingtolerated(0.32)benign(0.204)TCGA-VS-A9UM-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinCR
BRD9SNVMissense_Mutationrs144680205c.1027N>Ap.Glu343Lysp.E343KQ9H8M2protein_codingdeleterious(0)benign(0.241)TCGA-AA-3877-01Colorectumcolon adenocarcinomaFemale>=65I/IIUnknownUnknownSD
BRD9SNVMissense_Mutationrs758871899c.1705N>Tp.Arg569Cysp.R569CQ9H8M2protein_codingdeleterious_low_confidence(0)benign(0.245)TCGA-AA-A00N-01Colorectumcolon adenocarcinomaMale>=65I/IIUnknownUnknownPD
BRD9SNVMissense_Mutationc.883G>Ap.Ala295Thrp.A295TQ9H8M2protein_codingtolerated(0.1)possibly_damaging(0.766)TCGA-AD-6889-01Colorectumcolon adenocarcinomaMale>=65I/IIChemotherapyxelodaPD
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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
65980BRD9ENZYMEinhibitor252166773
65980BRD9ENZYMEinhibitor310264731
65980BRD9ENZYMEinhibitor336446908
65980BRD9ENZYME387065623
65980BRD9ENZYMEinhibitor252166608
65980BRD9ENZYMEinhibitor252827481
65980BRD9ENZYME387065622
65980BRD9ENZYMEinhibitor315661231
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