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: BABAM1

Gene summary for BABAM1

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

BABAM1

Gene ID

29086

Gene nameBRISC and BRCA1 A complex member 1
Gene AliasC19orf62
Cytomap19p13.11
Gene Typeprotein-coding
GO ID

GO:0000075

UniProtAcc

A0A024R7L2


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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
29086BABAM1GSM4909282HumanBreastIDC1.18e-023.11e-01-0.0288
29086BABAM1GSM4909285HumanBreastIDC9.67e-236.12e-010.21
29086BABAM1GSM4909287HumanBreastIDC2.80e-021.76e-010.2057
29086BABAM1GSM4909290HumanBreastIDC1.04e-154.38e-010.2096
29086BABAM1GSM4909291HumanBreastIDC9.01e-042.57e-010.1753
29086BABAM1GSM4909296HumanBreastIDC1.04e-025.49e-020.1524
29086BABAM1GSM4909297HumanBreastIDC2.90e-06-1.77e-020.1517
29086BABAM1GSM4909308HumanBreastIDC6.16e-133.37e-010.158
29086BABAM1GSM4909311HumanBreastIDC1.16e-16-1.52e-010.1534
29086BABAM1GSM4909312HumanBreastIDC2.34e-032.66e-020.1552
29086BABAM1GSM4909319HumanBreastIDC4.42e-22-4.77e-020.1563
29086BABAM1GSM4909320HumanBreastIDC4.17e-166.50e-010.1575
29086BABAM1GSM4909321HumanBreastIDC6.98e-336.94e-010.1559
29086BABAM1brca2HumanBreastPrecancer7.13e-032.04e-01-0.024
29086BABAM1DCIS2HumanBreastDCIS5.90e-28-4.26e-030.0085
29086BABAM1HTA11_3410_2000001011HumanColorectumAD4.08e-274.97e-010.0155
29086BABAM1HTA11_2487_2000001011HumanColorectumSER2.43e-184.84e-01-0.1808
29086BABAM1HTA11_2951_2000001011HumanColorectumAD2.49e-083.89e-010.0216
29086BABAM1HTA11_1938_2000001011HumanColorectumAD2.05e-205.98e-01-0.0811
29086BABAM1HTA11_78_2000001011HumanColorectumAD7.41e-143.25e-01-0.1088
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check button Transcriptomic changes along malignancy continuum.
TissueExpression DynamicsAbbreviation
BreastThe 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.IDC: Invasive ductal carcinoma
DCIS: Ductal carcinoma in situ
Precancer(BRCA1-mut): Precancerous lesion from BRCA1 mutation carriers
Colorectum (GSE201348)The 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.FAP: Familial adenomatous polyposis
CRC: Colorectal cancer
Colorectum (HTA11)The 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.AD: Adenomas
SER: Sessile serrated lesions
MSI-H: Microsatellite-high colorectal cancer
MSS: Microsatellite stable colorectal cancer
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
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:001094812SkincSCCnegative regulation of cell cycle process108/4864294/187232.75e-053.09e-04108
GO:000007512SkincSCCcell cycle checkpoint68/4864169/187233.37e-053.67e-0468
GO:004483911SkincSCCcell cycle G2/M phase transition61/4864148/187233.61e-053.90e-0461
GO:00070935SkincSCCmitotic cell cycle checkpoint54/4864129/187235.99e-055.87e-0454
GO:004277015SkincSCCsignal transduction in response to DNA damage68/4864172/187236.48e-056.31e-0468
GO:00063025SkincSCCdouble-strand break repair89/4864251/187235.23e-043.92e-0389
GO:00103892SkincSCCregulation of G2/M transition of mitotic cell cycle37/486494/187233.02e-031.67e-0237
GO:00062827SkincSCCregulation of DNA repair47/4864130/187236.52e-033.17e-0247
GO:00706464SkincSCCprotein modification by small protein removal55/4864157/187237.29e-033.46e-0255
GO:19027492SkincSCCregulation of cell cycle G2/M phase transition38/4864102/187237.85e-033.65e-0238
GO:000734619ThyroidPTCregulation of mitotic cell cycle212/5968457/187234.03e-111.44e-09212
GO:005105218ThyroidPTCregulation of DNA metabolic process171/5968359/187232.52e-108.33e-09171
GO:004477218ThyroidPTCmitotic cell cycle phase transition196/5968424/187233.17e-101.02e-08196
GO:2001020112ThyroidPTCregulation of response to DNA damage stimulus113/5968219/187239.37e-102.77e-08113
GO:000632520ThyroidPTCchromatin organization183/5968409/187232.55e-085.70e-07183
GO:001021219ThyroidPTCresponse to ionizing radiation79/5968148/187234.56e-089.74e-0779
GO:005105420ThyroidPTCpositive regulation of DNA metabolic process100/5968201/187239.18e-081.84e-06100
GO:19019908ThyroidPTCregulation of mitotic cell cycle phase transition138/5968299/187231.44e-072.78e-06138
GO:0009314111ThyroidPTCresponse to radiation195/5968456/187235.10e-078.27e-06195
GO:00457867ThyroidPTCnegative regulation of cell cycle166/5968385/187231.93e-062.64e-05166
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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
BABAM1SNVMissense_Mutationnovelc.530N>Tp.Ser177Phep.S177FQ9NWV8protein_codingtolerated(0.05)benign(0.221)TCGA-2W-A8YY-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinCR
BABAM1SNVMissense_Mutationnovelc.554N>Cp.Gly185Alap.G185AQ9NWV8protein_codingtolerated(0.2)benign(0.015)TCGA-A6-3808-01Colorectumcolon adenocarcinomaMale>=65I/IIUnknownUnknownSD
BABAM1SNVMissense_Mutationc.491N>Ap.Arg164Hisp.R164HQ9NWV8protein_codingdeleterious(0.04)probably_damaging(0.954)TCGA-CM-4752-01Colorectumcolon adenocarcinomaMale<65I/IIUnknownUnknownSD
BABAM1SNVMissense_Mutationrs375274426c.655N>Tp.Arg219Cysp.R219CQ9NWV8protein_codingdeleterious(0)probably_damaging(1)TCGA-DM-A0XD-01Colorectumcolon adenocarcinomaMale>=65I/IIUnknownUnknownPD
BABAM1SNVMissense_Mutationc.59N>Tp.Ser20Leup.S20LQ9NWV8protein_codingtolerated_low_confidence(0.48)benign(0)TCGA-F4-6808-01Colorectumcolon adenocarcinomaFemale<65I/IIUnknownUnknownSD
BABAM1SNVMissense_Mutationrs758526214c.77G>Ap.Arg26Hisp.R26HQ9NWV8protein_codingtolerated_low_confidence(0.1)benign(0.001)TCGA-A5-A0G1-01Endometriumuterine corpus endometrioid carcinomaFemale>=65I/IIUnknownUnknownSD
BABAM1SNVMissense_Mutationrs765161255c.524C>Tp.Thr175Metp.T175MQ9NWV8protein_codingdeleterious(0.01)probably_damaging(0.999)TCGA-A5-A0G2-01Endometriumuterine corpus endometrioid carcinomaFemale<65III/IVUnknownUnknownSD
BABAM1SNVMissense_Mutationc.526N>Ap.Ala176Thrp.A176TQ9NWV8protein_codingtolerated(0.55)benign(0.234)TCGA-AX-A0J1-01Endometriumuterine corpus endometrioid carcinomaFemale>=65I/IIUnknownUnknownSD
BABAM1SNVMissense_Mutationnovelc.400N>Gp.Thr134Alap.T134AQ9NWV8protein_codingtolerated(0.17)possibly_damaging(0.731)TCGA-AX-A2HJ-01Endometriumuterine corpus endometrioid carcinomaFemale<65I/IIUnknownUnknownSD
BABAM1SNVMissense_Mutationnovelc.850C>Ap.Leu284Metp.L284MQ9NWV8protein_codingtolerated(0.15)benign(0.073)TCGA-B5-A3FA-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
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