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: MAD2L1BP

Gene summary for MAD2L1BP

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

MAD2L1BP

Gene ID

9587

Gene nameMAD2L1 binding protein
Gene AliasCMT2
Cytomap6p21.1
Gene Typeprotein-coding
GO ID

GO:0000070

UniProtAcc

Q15013


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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
9587MAD2L1BPHTA11_2487_2000001011HumanColorectumSER2.23e-063.38e-01-0.1808
9587MAD2L1BPHTA11_78_2000001011HumanColorectumAD9.51e-032.24e-01-0.1088
9587MAD2L1BPHTA11_347_2000001011HumanColorectumAD3.84e-051.91e-01-0.1954
9587MAD2L1BPHTA11_3361_2000001011HumanColorectumAD3.24e-022.28e-01-0.1207
9587MAD2L1BPHTA11_83_2000001011HumanColorectumSER4.03e-022.27e-01-0.1526
9587MAD2L1BPHTA11_696_2000001011HumanColorectumAD3.32e-082.54e-01-0.1464
9587MAD2L1BPHTA11_866_2000001011HumanColorectumAD1.90e-021.34e-01-0.1001
9587MAD2L1BPHTA11_1391_2000001011HumanColorectumAD1.21e-103.81e-01-0.059
9587MAD2L1BPHTA11_2992_2000001011HumanColorectumSER1.44e-044.67e-01-0.1706
9587MAD2L1BPHTA11_7862_2000001011HumanColorectumAD3.17e-022.69e-01-0.0179
9587MAD2L1BPHTA11_866_3004761011HumanColorectumAD5.72e-093.06e-010.096
9587MAD2L1BPHTA11_7663_2000001011HumanColorectumSER3.12e-033.41e-010.0131
9587MAD2L1BPHTA11_7696_3000711011HumanColorectumAD2.29e-072.02e-010.0674
9587MAD2L1BPHTA11_6818_2000001021HumanColorectumAD1.03e-022.12e-010.0588
9587MAD2L1BPHTA11_99999970781_79442HumanColorectumMSS5.97e-143.99e-010.294
9587MAD2L1BPHTA11_99999965104_69814HumanColorectumMSS6.18e-083.22e-010.281
9587MAD2L1BPHTA11_99999971662_82457HumanColorectumMSS2.29e-072.22e-010.3859
9587MAD2L1BPHTA11_99999973899_84307HumanColorectumMSS2.26e-022.23e-010.2585
9587MAD2L1BPHTA11_99999974143_84620HumanColorectumMSS9.04e-031.15e-010.3005
9587MAD2L1BPLZE2THumanEsophagusESCC1.12e-028.58e-010.082
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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
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:0010639ColorectumADnegative regulation of organelle organization114/3918348/187231.41e-076.49e-06114
GO:2001252ColorectumADpositive regulation of chromosome organization35/391882/187236.90e-061.72e-0435
GO:0033044ColorectumADregulation of chromosome organization60/3918187/187232.25e-042.94e-0360
GO:0007346ColorectumADregulation of mitotic cell cycle119/3918457/187234.60e-033.14e-02119
GO:0045787ColorectumADpositive regulation of cell cycle85/3918313/187234.76e-033.22e-0285
GO:0045842ColorectumADpositive regulation of mitotic metaphase/anaphase transition8/391815/187235.67e-033.64e-028
GO:1901970ColorectumADpositive regulation of mitotic sister chromatid separation8/391815/187235.67e-033.64e-028
GO:1905820ColorectumADpositive regulation of chromosome separation9/391818/187235.82e-033.67e-029
GO:0140014ColorectumADmitotic nuclear division78/3918287/187236.48e-034.05e-0278
GO:0045931ColorectumADpositive regulation of mitotic cell cycle37/3918121/187237.88e-034.73e-0237
GO:00106391ColorectumSERnegative regulation of organelle organization90/2897348/187233.14e-071.69e-0590
GO:20012521ColorectumSERpositive regulation of chromosome organization27/289782/187236.44e-051.49e-0327
GO:00106392ColorectumMSSnegative regulation of organelle organization102/3467348/187235.36e-072.05e-05102
GO:20012522ColorectumMSSpositive regulation of chromosome organization33/346782/187233.72e-061.07e-0433
GO:00330441ColorectumMSSregulation of chromosome organization55/3467187/187231.86e-042.63e-0355
GO:00457871ColorectumMSSpositive regulation of cell cycle80/3467313/187231.15e-031.12e-0280
GO:00073461ColorectumMSSregulation of mitotic cell cycle108/3467457/187233.30e-032.50e-02108
GO:0090068ColorectumMSSpositive regulation of cell cycle process60/3467236/187235.01e-033.46e-0260
GO:01400141ColorectumMSSmitotic nuclear division70/3467287/187237.48e-034.72e-0270
GO:014001414EsophagusESCCmitotic nuclear division218/8552287/187236.17e-261.78e-23218
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check button Enriched KEGG pathways.
Pathway IDTissueDisease StageDescriptionGene RatioBg Ratiopvaluep.adjustqvalueCount
hsa0411023EsophagusESCCCell cycle126/4205157/84651.34e-155.60e-142.87e-14126
hsa0411033EsophagusESCCCell cycle126/4205157/84651.34e-155.60e-142.87e-14126
hsa041104LiverCirrhoticCell cycle61/2530157/84659.53e-033.21e-021.98e-0261
hsa0411011LiverCirrhoticCell cycle61/2530157/84659.53e-033.21e-021.98e-0261
hsa041102LiverHCCCell cycle106/4020157/84652.54e-073.04e-061.69e-06106
hsa041103LiverHCCCell cycle106/4020157/84652.54e-073.04e-061.69e-06106
hsa041108Oral cavityOSCCCell cycle118/3704157/84657.15e-162.66e-141.35e-14118
hsa0411015Oral cavityOSCCCell cycle118/3704157/84657.15e-162.66e-141.35e-14118
hsa0411022Oral cavityLPCell cycle70/2418157/84651.17e-058.27e-055.33e-0570
hsa0411032Oral cavityLPCell cycle70/2418157/84651.17e-058.27e-055.33e-0570
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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
MAD2L1BPSNVMissense_Mutationc.633G>Cp.Gln211Hisp.Q211HQ15013protein_codingdeleterious(0.04)possibly_damaging(0.766)TCGA-AR-A24H-01Breastbreast invasive carcinomaFemale>=65I/IIHormone TherapytamoxiphenSD
MAD2L1BPSNVMissense_Mutationc.199N>Cp.Glu67Glnp.E67QQ15013protein_codingdeleterious_low_confidence(0.05)benign(0.346)TCGA-EW-A1IX-01Breastbreast invasive carcinomaFemale<65I/IIHormone TherapyfemaraSD
MAD2L1BPinsertionIn_Frame_Insnovelc.569_570insGTCAGCACTTGGTATTCAGCTp.Ala190_Leu191insSerAlaLeuGlyIleGlnLeup.A190_L191insSALGIQLQ15013protein_codingTCGA-AO-A0JF-01Breastbreast invasive carcinomaFemale>=65I/IIChemotherapydoxorubicinSD
MAD2L1BPinsertionFrame_Shift_Insnovelc.885_886insGTTCTAAATGTGGGAGAATTATGGTTTTGTAp.Gln296ValfsTer17p.Q296Vfs*17Q15013protein_codingTCGA-B6-A0I5-01Breastbreast invasive carcinomaFemale<65I/IIUnknownUnknownSD
MAD2L1BPSNVMissense_Mutationnovelc.607C>Gp.Leu203Valp.L203VQ15013protein_codingtolerated(0.38)benign(0.072)TCGA-AA-3941-01Colorectumcolon adenocarcinomaFemale>=65I/IIUnknownUnknownSD
MAD2L1BPSNVMissense_Mutationc.725N>Ap.Gly242Aspp.G242DQ15013protein_codingtolerated(0.08)benign(0.376)TCGA-EI-6882-01Colorectumrectum adenocarcinomaMale<65I/IIUnknownUnknownSD
MAD2L1BPdeletionIn_Frame_Delc.400_402delTCTp.Ser134delp.S134delQ15013protein_codingTCGA-AZ-4615-01Colorectumcolon adenocarcinomaMale>=65III/IVChemotherapyxelodaPD
MAD2L1BPSNVMissense_Mutationnovelc.415N>Ap.Glu139Lysp.E139KQ15013protein_codingdeleterious(0.04)benign(0.136)TCGA-A5-A0G2-01Endometriumuterine corpus endometrioid carcinomaFemale<65III/IVUnknownUnknownSD
MAD2L1BPSNVMissense_Mutationnovelc.557N>Gp.Leu186Argp.L186RQ15013protein_codingdeleterious(0)probably_damaging(0.997)TCGA-A5-A0G2-01Endometriumuterine corpus endometrioid carcinomaFemale<65III/IVUnknownUnknownSD
MAD2L1BPSNVMissense_Mutationrs756338268c.661N>Tp.Arg221Cysp.R221CQ15013protein_codingdeleterious(0.01)benign(0.013)TCGA-A5-A0G2-01Endometriumuterine corpus endometrioid carcinomaFemale<65III/IVUnknownUnknownSD
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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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