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
29086BABAM1C46HumanOral cavityOSCC5.33e-441.12e+000.1673
29086BABAM1C51HumanOral cavityOSCC1.09e-191.15e+000.2674
29086BABAM1C57HumanOral cavityOSCC3.70e-187.78e-010.1679
29086BABAM1C06HumanOral cavityOSCC3.11e-081.57e+000.2699
29086BABAM1C07HumanOral cavityOSCC2.25e-081.42e+000.2491
29086BABAM1C08HumanOral cavityOSCC1.59e-499.71e-010.1919
29086BABAM1C09HumanOral cavityOSCC1.61e-084.49e-010.1431
29086BABAM1LN22HumanOral cavityOSCC1.15e-151.70e+000.1733
29086BABAM1LN38HumanOral cavityOSCC6.00e-051.16e+000.168
29086BABAM1LN46HumanOral cavityOSCC1.65e-331.35e+000.1666
29086BABAM1LP15HumanOral cavityLP2.13e-081.30e+000.2174
29086BABAM1LP17HumanOral cavityLP4.49e-026.49e-010.2349
29086BABAM1SYSMH1HumanOral cavityOSCC1.37e-062.52e-010.1127
29086BABAM1SYSMH2HumanOral cavityOSCC3.07e-176.41e-010.2326
29086BABAM1SYSMH3HumanOral cavityOSCC1.70e-297.89e-010.2442
29086BABAM1SYSMH4HumanOral cavityOSCC3.85e-025.20e-020.1226
29086BABAM1SYSMH5HumanOral cavityOSCC5.07e-052.53e-010.0647
29086BABAM1SYSMH6HumanOral cavityOSCC3.01e-063.01e-010.1275
29086BABAM1P5_S10_cSCCHumanSkincSCC1.58e-046.82e-02-0.299
29086BABAM1P1_cSCCHumanSkincSCC1.71e-278.92e-010.0292
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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:00093148BreastPrecancerresponse to radiation47/1080456/187238.39e-051.62e-0347
GO:00102125BreastPrecancerresponse to ionizing radiation21/1080148/187231.19e-042.13e-0321
GO:00510548BreastPrecancerpositive regulation of DNA metabolic process23/1080201/187231.34e-031.41e-0223
GO:20010208BreastPrecancerregulation of response to DNA damage stimulus24/1080219/187231.93e-031.87e-0224
GO:001021213BreastIDCresponse to ionizing radiation28/1434148/187236.85e-062.09e-0428
GO:000931412BreastIDCresponse to radiation62/1434456/187236.91e-062.10e-0462
GO:200102013BreastIDCregulation of response to DNA damage stimulus30/1434219/187231.36e-031.40e-0230
GO:00073465BreastIDCregulation of mitotic cell cycle51/1434457/187234.30e-033.35e-0251
GO:000931422BreastDCISresponse to radiation62/1390456/187232.56e-068.87e-0562
GO:001021223BreastDCISresponse to ionizing radiation28/1390148/187233.79e-061.16e-0428
GO:200102023BreastDCISregulation of response to DNA damage stimulus30/1390219/187238.32e-049.47e-0330
GO:000734612BreastDCISregulation of mitotic cell cycle52/1390457/187231.38e-031.43e-0252
GO:00447724BreastDCISmitotic cell cycle phase transition46/1390424/187236.16e-034.39e-0246
GO:0051052ColorectumADregulation of DNA metabolic process116/3918359/187232.47e-071.00e-05116
GO:0051054ColorectumADpositive regulation of DNA metabolic process73/3918201/187233.27e-071.29e-0573
GO:2001020ColorectumADregulation of response to DNA damage stimulus71/3918219/187234.38e-057.65e-0471
GO:0006325ColorectumADchromatin organization119/3918409/187234.85e-058.33e-04119
GO:2001022ColorectumADpositive regulation of response to DNA damage stimulus36/3918105/187231.02e-039.47e-0336
GO:0006282ColorectumADregulation of DNA repair42/3918130/187231.57e-031.32e-0242
GO:0007346ColorectumADregulation of mitotic cell cycle119/3918457/187234.60e-033.14e-02119
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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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