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: BRAT1

Gene summary for BRAT1

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

BRAT1

Gene ID

221927

Gene nameBRCA1 associated ATM activator 1
Gene AliasBAAT1
Cytomap7p22.3
Gene Typeprotein-coding
GO ID

GO:0001558

UniProtAcc

Q6PJG6


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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
221927BRAT1LZE2THumanEsophagusESCC5.92e-064.97e-010.082
221927BRAT1LZE4THumanEsophagusESCC3.23e-112.25e-010.0811
221927BRAT1LZE7THumanEsophagusESCC1.07e-074.42e-010.0667
221927BRAT1LZE8THumanEsophagusESCC1.53e-041.69e-010.067
221927BRAT1LZE22D1HumanEsophagusHGIN4.98e-041.91e-010.0595
221927BRAT1LZE22THumanEsophagusESCC5.95e-065.20e-010.068
221927BRAT1LZE24THumanEsophagusESCC1.98e-133.91e-010.0596
221927BRAT1LZE21THumanEsophagusESCC6.53e-044.64e-010.0655
221927BRAT1LZE6THumanEsophagusESCC1.53e-052.32e-010.0845
221927BRAT1P1T-EHumanEsophagusESCC9.29e-106.32e-010.0875
221927BRAT1P2T-EHumanEsophagusESCC1.62e-245.12e-010.1177
221927BRAT1P4T-EHumanEsophagusESCC8.93e-214.64e-010.1323
221927BRAT1P5T-EHumanEsophagusESCC1.64e-081.51e-010.1327
221927BRAT1P8T-EHumanEsophagusESCC6.47e-224.01e-010.0889
221927BRAT1P9T-EHumanEsophagusESCC4.10e-233.71e-010.1131
221927BRAT1P10T-EHumanEsophagusESCC7.57e-245.81e-010.116
221927BRAT1P11T-EHumanEsophagusESCC3.51e-178.56e-010.1426
221927BRAT1P12T-EHumanEsophagusESCC1.97e-387.44e-010.1122
221927BRAT1P15T-EHumanEsophagusESCC1.65e-307.14e-010.1149
221927BRAT1P16T-EHumanEsophagusESCC4.69e-386.00e-010.1153
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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
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
∗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:001604919EsophagusHGINcell growth93/2587482/187234.49e-046.62e-0393
GO:000931418EsophagusHGINresponse to radiation88/2587456/187236.26e-048.65e-0388
GO:00102129EsophagusHGINresponse to ionizing radiation33/2587148/187233.28e-033.10e-0233
GO:000155818EsophagusHGINregulation of cell growth76/2587414/187235.40e-034.42e-0276
GO:001021217EsophagusESCCresponse to ionizing radiation110/8552148/187231.11e-124.78e-11110
GO:000931419EsophagusESCCresponse to radiation277/8552456/187234.42e-111.43e-09277
GO:0016049110EsophagusESCCcell growth289/8552482/187231.29e-103.77e-09289
GO:000155819EsophagusESCCregulation of cell growth248/8552414/187232.97e-096.45e-08248
GO:00059969EsophagusESCCmonosaccharide metabolic process159/8552257/187231.11e-071.81e-06159
GO:00193189EsophagusESCChexose metabolic process147/8552237/187232.63e-073.94e-06147
GO:00060069EsophagusESCCglucose metabolic process119/8552196/187231.51e-051.36e-04119
GO:003030710EsophagusESCCpositive regulation of cell growth100/8552166/187231.07e-047.55e-04100
GO:00516463EsophagusESCCmitochondrion localization35/855250/187234.33e-042.44e-0335
GO:004592717EsophagusESCCpositive regulation of growth137/8552259/187231.13e-023.80e-02137
GO:000599621LiverHCCmonosaccharide metabolic process167/7958257/187232.31e-131.25e-11167
GO:001931821LiverHCChexose metabolic process155/7958237/187237.63e-133.90e-11155
GO:000600621LiverHCCglucose metabolic process128/7958196/187238.60e-113.06e-09128
GO:001604921LiverHCCcell growth269/7958482/187231.84e-095.35e-08269
GO:000155821LiverHCCregulation of cell growth228/7958414/187231.34e-072.55e-06228
GO:001021221LiverHCCresponse to ionizing radiation89/7958148/187231.10e-051.26e-0489
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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
BRAT1insertionFrame_Shift_Insnovelc.20_21insTTCTTTTGTATTTTTTAATTTCCTGTGCCTTACCTp.Gln7HisfsTer23p.Q7Hfs*23Q6PJG6protein_codingTCGA-A8-A0A1-01Breastbreast invasive carcinomaFemale>=65I/IIHormone TherapytamoxiphenSD
BRAT1SNVMissense_Mutationnovelc.830G>Ap.Gly277Aspp.G277DQ6PJG6protein_codingtolerated(0.23)benign(0.035)TCGA-2W-A8YY-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinCR
BRAT1SNVMissense_Mutationc.773C>Tp.Ser258Leup.S258LQ6PJG6protein_codingtolerated(0.75)benign(0.089)TCGA-2W-A8YY-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinCR
BRAT1SNVMissense_Mutationrs779338983c.541N>Ap.Glu181Lysp.E181KQ6PJG6protein_codingtolerated(0.71)benign(0.001)TCGA-C5-A3HE-01Cervixcervical & endocervical cancerFemale<65I/IIUnknownUnknownPD
BRAT1SNVMissense_Mutationc.214G>Ap.Val72Ilep.V72IQ6PJG6protein_codingtolerated(0.91)benign(0.012)TCGA-AA-3844-01Colorectumcolon adenocarcinomaFemale>=65III/IVChemotherapycapecitabinePD
BRAT1SNVMissense_Mutationnovelc.511N>Ap.Val171Ilep.V171IQ6PJG6protein_codingtolerated(1)benign(0)TCGA-AD-6901-01Colorectumcolon adenocarcinomaMale>=65I/IIChemotherapyxelodaPD
BRAT1SNVMissense_Mutationrs769006340c.358N>Tp.Arg120Cysp.R120CQ6PJG6protein_codingdeleterious(0)benign(0.07)TCGA-D5-6927-01Colorectumcolon adenocarcinomaMale<65I/IIUnknownUnknownSD
BRAT1SNVMissense_Mutationc.821C>Ap.Ser274Tyrp.S274YQ6PJG6protein_codingtolerated(0.97)benign(0.003)TCGA-F5-6814-01Colorectumrectum adenocarcinomaMale<65I/IIUnknownUnknownSD
BRAT1SNVMissense_Mutationnovelc.209C>Ap.Ser70Tyrp.S70YQ6PJG6protein_codingdeleterious(0)benign(0.172)TCGA-F5-6814-01Colorectumrectum adenocarcinomaMale<65I/IIUnknownUnknownSD
BRAT1deletionIn_Frame_Delrs762488461c.2169_2171delNNNp.Leu724delp.L724delQ6PJG6protein_codingTCGA-A6-6649-01Colorectumcolon adenocarcinomaMale>=65III/IVChemotherapyfluorouracilSD
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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
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