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: BARD1

Gene summary for BARD1

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

BARD1

Gene ID

580

Gene nameBRCA1 associated RING domain 1
Gene AliasBARD1
Cytomap2q35
Gene Typeprotein-coding
GO ID

GO:0000209

UniProtAcc

A0AVN2


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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
580BARD1CA_HPV_2HumanCervixCC7.31e-032.32e-010.0391
580BARD1CCI_2HumanCervixCC1.22e-057.57e-010.5249
580BARD1CCI_3HumanCervixCC1.24e-055.96e-010.516
580BARD1LZE4THumanEsophagusESCC5.62e-052.00e-010.0811
580BARD1LZE8THumanEsophagusESCC1.57e-041.90e-010.067
580BARD1LZE20THumanEsophagusESCC1.03e-041.43e-010.0662
580BARD1LZE24THumanEsophagusESCC2.23e-062.00e-010.0596
580BARD1LZE21THumanEsophagusESCC1.45e-021.74e-010.0655
580BARD1LZE6THumanEsophagusESCC7.37e-032.03e-010.0845
580BARD1P1T-EHumanEsophagusESCC1.02e-114.93e-010.0875
580BARD1P2T-EHumanEsophagusESCC4.57e-214.98e-010.1177
580BARD1P4T-EHumanEsophagusESCC7.28e-082.16e-010.1323
580BARD1P5T-EHumanEsophagusESCC4.26e-143.52e-010.1327
580BARD1P8T-EHumanEsophagusESCC8.30e-193.61e-010.0889
580BARD1P9T-EHumanEsophagusESCC5.51e-072.02e-010.1131
580BARD1P10T-EHumanEsophagusESCC7.75e-163.37e-010.116
580BARD1P11T-EHumanEsophagusESCC1.53e-041.90e-010.1426
580BARD1P12T-EHumanEsophagusESCC3.57e-213.40e-010.1122
580BARD1P15T-EHumanEsophagusESCC4.65e-204.44e-010.1149
580BARD1P16T-EHumanEsophagusESCC9.33e-092.12e-010.1153
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check button Transcriptomic changes along malignancy continuum.
TissueExpression DynamicsAbbreviation
CervixThe 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.CC: Cervix cancer
HSIL_HPV: HPV-infected high-grade squamous intraepithelial lesions
N_HPV: HPV-infected normal cervix
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.

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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:004217610CervixCCregulation of protein catabolic process104/2311391/187239.39e-159.36e-12104
GO:004573210CervixCCpositive regulation of protein catabolic process65/2311231/187237.44e-111.39e-0865
GO:000989610CervixCCpositive regulation of catabolic process109/2311492/187235.26e-106.99e-08109
GO:00512359CervixCCmaintenance of location78/2311327/187235.18e-094.92e-0778
GO:00069139CervixCCnucleocytoplasmic transport71/2311301/187234.04e-082.54e-0671
GO:00511699CervixCCnuclear transport71/2311301/187234.04e-082.54e-0671
GO:005165110CervixCCmaintenance of location in cell55/2311214/187236.63e-083.85e-0655
GO:00345048CervixCCprotein localization to nucleus68/2311290/187239.91e-085.25e-0668
GO:00002097CervixCCprotein polyubiquitination58/2311236/187231.57e-077.41e-0658
GO:19033119CervixCCregulation of mRNA metabolic process64/2311288/187231.71e-065.64e-0564
GO:00468229CervixCCregulation of nucleocytoplasmic transport31/2311106/187232.68e-067.87e-0531
GO:00323868CervixCCregulation of intracellular transport71/2311337/187233.70e-069.74e-0571
GO:00331579CervixCCregulation of intracellular protein transport52/2311229/187238.16e-061.88e-0452
GO:00511689CervixCCnuclear export38/2311154/187231.86e-053.46e-0438
GO:00325077CervixCCmaintenance of protein location in cell21/231165/187232.03e-053.71e-0421
GO:00018949CervixCCtissue homeostasis57/2311268/187232.43e-054.21e-0457
GO:004518510CervixCCmaintenance of protein location26/231194/187234.85e-057.34e-0426
GO:00602498CervixCCanatomical structure homeostasis63/2311314/187236.03e-058.68e-0463
GO:00506849CervixCCregulation of mRNA processing33/2311137/187231.06e-041.35e-0333
GO:00468259CervixCCregulation of protein export from nucleus12/231130/187231.23e-041.53e-0312
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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
BARD1SNVMissense_Mutationnovelc.832G>Tp.Val278Phep.V278FQ99728protein_codingtolerated(0.18)benign(0.005)TCGA-2W-A8YY-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinCR
BARD1SNVMissense_Mutationc.664N>Tp.Ala222Serp.A222SQ99728protein_codingtolerated(0.64)benign(0.036)TCGA-EK-A3GM-01Cervixcervical & endocervical cancerFemale>=65I/IIUnknownUnknownSD
BARD1SNVMissense_Mutationc.547N>Cp.Val183Leup.V183LQ99728protein_codingtolerated(0.21)benign(0.077)TCGA-AA-3672-01Colorectumcolon adenocarcinomaFemale>=65III/IVUnknownUnknownSD
BARD1SNVMissense_Mutationc.1323A>Gp.Ile441Metp.I441MQ99728protein_codingdeleterious(0)possibly_damaging(0.69)TCGA-AA-3864-01Colorectumcolon adenocarcinomaMale>=65I/IIUnknownUnknownSD
BARD1SNVMissense_Mutationnovelc.914N>Cp.Lys305Thrp.K305TQ99728protein_codingtolerated(0.18)benign(0)TCGA-CA-6717-01Colorectumcolon adenocarcinomaMale<65I/IIChemotherapyoxaliplatinCR
BARD1SNVMissense_Mutationnovelc.422N>Cp.Asn141Thrp.N141TQ99728protein_codingtolerated(0.1)benign(0.081)TCGA-CA-6717-01Colorectumcolon adenocarcinomaMale<65I/IIChemotherapyoxaliplatinCR
BARD1SNVMissense_Mutationrs758749603c.420G>Tp.Lys140Asnp.K140NQ99728protein_codingdeleterious(0)probably_damaging(0.997)TCGA-AG-3892-01Colorectumrectum adenocarcinomaFemale<65I/IIUnknownUnknownSD
BARD1SNVMissense_Mutationnovelc.695N>Gp.Lys232Argp.K232RQ99728protein_codingtolerated(0.09)benign(0.395)TCGA-AG-A002-01Colorectumrectum adenocarcinomaMale<65I/IIUnknownUnknownSD
BARD1SNVMissense_Mutationnovelc.34N>Tp.Pro12Serp.P12SQ99728protein_codingdeleterious_low_confidence(0.03)benign(0.306)TCGA-A5-A2K3-01Endometriumuterine corpus endometrioid carcinomaFemale>=65I/IIChemotherapycarboplatinSD
BARD1SNVMissense_Mutationnovelc.938N>Ap.Ser313Tyrp.S313YQ99728protein_codingdeleterious(0.01)possibly_damaging(0.77)TCGA-A5-A2K5-01Endometriumuterine corpus endometrioid carcinomaFemale>=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
580BARD1CLINICALLY ACTIONABLE, TUMOR SUPPRESSORAPITOLISIBAPITOLISIB28389374
580BARD1CLINICALLY ACTIONABLE, TUMOR SUPPRESSORcarboplatinCARBOPLATIN30071039
580BARD1CLINICALLY ACTIONABLE, TUMOR SUPPRESSORtrastuzumabTRASTUZUMAB30071039
580BARD1CLINICALLY ACTIONABLE, TUMOR SUPPRESSORdocetaxelDOCETAXEL30071039
580BARD1CLINICALLY ACTIONABLE, TUMOR SUPPRESSOROLAPARIBOLAPARIB28389374,27197561
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