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: BABAM2

Gene summary for BABAM2

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

BABAM2

Gene ID

9577

Gene nameBRISC and BRCA1 A complex member 2
Gene AliasBRCC4
Cytomap2p23.2
Gene Typeprotein-coding
GO ID

GO:0000075

UniProtAcc

Q9NXR7


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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
9577BABAM2HTA11_3410_2000001011HumanColorectumAD1.16e-06-4.00e-010.0155
9577BABAM2HTA11_8622_2000001021HumanColorectumSER1.36e-04-6.20e-010.0528
9577BABAM2HTA11_99999970781_79442HumanColorectumMSS4.47e-59-9.66e-010.294
9577BABAM2HTA11_99999965104_69814HumanColorectumMSS3.59e-22-9.66e-010.281
9577BABAM2HTA11_99999971662_82457HumanColorectumMSS1.36e-60-9.66e-010.3859
9577BABAM2HTA11_99999973899_84307HumanColorectumMSS2.20e-17-9.66e-010.2585
9577BABAM2HTA11_99999974143_84620HumanColorectumMSS1.40e-59-9.66e-010.3005
9577BABAM2A001-C-207HumanColorectumFAP9.15e-04-2.84e-010.1278
9577BABAM2A015-C-203HumanColorectumFAP2.01e-34-5.28e-01-0.1294
9577BABAM2A015-C-204HumanColorectumFAP5.35e-06-3.78e-01-0.0228
9577BABAM2A014-C-040HumanColorectumFAP3.45e-04-3.83e-01-0.1184
9577BABAM2A002-C-201HumanColorectumFAP1.83e-14-4.00e-010.0324
9577BABAM2A002-C-203HumanColorectumFAP6.51e-03-9.00e-020.2786
9577BABAM2A001-C-119HumanColorectumFAP1.32e-09-5.75e-01-0.1557
9577BABAM2A001-C-108HumanColorectumFAP1.92e-16-3.78e-01-0.0272
9577BABAM2A002-C-205HumanColorectumFAP2.49e-26-5.54e-01-0.1236
9577BABAM2A001-C-104HumanColorectumFAP1.89e-05-2.87e-010.0184
9577BABAM2A015-C-005HumanColorectumFAP7.23e-03-2.46e-01-0.0336
9577BABAM2A015-C-006HumanColorectumFAP3.60e-19-5.62e-01-0.0994
9577BABAM2A015-C-106HumanColorectumFAP4.69e-12-2.41e-01-0.0511
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check button Transcriptomic changes along malignancy continuum.
TissueExpression DynamicsAbbreviation
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
EndometriumThe 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.AEH: Atypical endometrial hyperplasia
EEC: Endometrioid Cancer
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
LungThe 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.AAH: Atypical adenomatous hyperplasia
AIS: Adenocarcinoma in situ
IAC: Invasive lung adenocarcinoma
MIA: Minimally invasive adenocarcinoma
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:200102022LungMIACregulation of response to DNA damage stimulus23/967219/187239.93e-042.05e-0223
GO:00315702LungMIACDNA integrity checkpoint15/967123/187231.69e-032.84e-0215
GO:00070931LungMIACmitotic cell cycle checkpoint15/967129/187232.71e-033.75e-0215
GO:190198711LungMIACregulation of cell cycle phase transition33/967390/187233.79e-034.68e-0233
GO:001021222LungMIACresponse to ionizing radiation16/967148/187234.15e-034.93e-0216
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
GO:19019878ThyroidPTCregulation of cell cycle phase transition167/5968390/187232.97e-063.87e-05167
GO:00062828ThyroidPTCregulation of DNA repair65/5968130/187231.25e-051.36e-0465
GO:004277010ThyroidPTCsignal transduction in response to DNA damage81/5968172/187232.07e-052.08e-0481
GO:00459307ThyroidPTCnegative regulation of mitotic cell cycle105/5968235/187232.41e-052.39e-04105
GO:19019917ThyroidPTCnegative regulation of mitotic cell cycle phase transition83/5968179/187233.34e-053.17e-0483
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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
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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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