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: MAD1L1

Gene summary for MAD1L1

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

MAD1L1

Gene ID

8379

Gene namemitotic arrest deficient 1 like 1
Gene AliasMAD1
Cytomap7p22.3
Gene Typeprotein-coding
GO ID

GO:0000070

UniProtAcc

Q9Y6D9


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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
8379MAD1L1TumorHumanCervixCC3.91e-234.82e-010.1241
8379MAD1L1sample3HumanCervixCC1.91e-355.60e-010.1387
8379MAD1L1T3HumanCervixCC3.98e-305.62e-010.1389
8379MAD1L1LZE4THumanEsophagusESCC3.18e-051.54e-010.0811
8379MAD1L1LZE7THumanEsophagusESCC2.07e-155.45e-010.0667
8379MAD1L1LZE8THumanEsophagusESCC2.72e-031.14e-010.067
8379MAD1L1LZE21D1HumanEsophagusHGIN4.41e-042.78e-010.0632
8379MAD1L1LZE22THumanEsophagusESCC1.40e-062.90e-010.068
8379MAD1L1LZE24THumanEsophagusESCC1.28e-072.01e-010.0596
8379MAD1L1LZE21THumanEsophagusESCC9.73e-052.12e-010.0655
8379MAD1L1LZE6THumanEsophagusESCC1.55e-082.48e-010.0845
8379MAD1L1P1T-EHumanEsophagusESCC7.43e-093.12e-010.0875
8379MAD1L1P2T-EHumanEsophagusESCC3.34e-203.27e-010.1177
8379MAD1L1P4T-EHumanEsophagusESCC2.45e-122.48e-010.1323
8379MAD1L1P5T-EHumanEsophagusESCC3.74e-182.87e-010.1327
8379MAD1L1P8T-EHumanEsophagusESCC7.27e-211.67e-010.0889
8379MAD1L1P9T-EHumanEsophagusESCC2.79e-122.90e-010.1131
8379MAD1L1P10T-EHumanEsophagusESCC2.38e-142.28e-010.116
8379MAD1L1P11T-EHumanEsophagusESCC2.05e-225.78e-010.1426
8379MAD1L1P12T-EHumanEsophagusESCC4.40e-244.98e-010.1122
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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
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
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:002240710CervixCCregulation of cell-cell adhesion103/2311448/187231.78e-102.87e-08103
GO:00421108CervixCCT cell activation107/2311487/187231.24e-091.46e-07107
GO:00508638CervixCCregulation of T cell activation80/2311329/187231.28e-091.47e-0780
GO:00071598CervixCCleukocyte cell-cell adhesion85/2311371/187238.27e-097.07e-0785
GO:00071626CervixCCnegative regulation of cell adhesion72/2311303/187232.36e-081.70e-0672
GO:00026837CervixCCnegative regulation of immune system process94/2311434/187232.63e-081.87e-0694
GO:19030378CervixCCregulation of leukocyte cell-cell adhesion77/2311336/187234.08e-082.54e-0677
GO:00447725CervixCCmitotic cell cycle phase transition89/2311424/187232.70e-071.12e-0589
GO:00420988CervixCCT cell proliferation49/2311199/187231.32e-064.49e-0549
GO:00224084CervixCCnegative regulation of cell-cell adhesion48/2311196/187231.99e-066.18e-0548
GO:00421297CervixCCregulation of T cell proliferation43/2311171/187233.21e-068.77e-0543
GO:00706637CervixCCregulation of leukocyte proliferation55/2311245/187236.51e-061.56e-0455
GO:00506705CervixCCregulation of lymphocyte proliferation51/2311225/187231.05e-052.32e-0451
GO:0051250CervixCCnegative regulation of lymphocyte activation39/2311157/187231.23e-052.57e-0439
GO:00073466CervixCCregulation of mitotic cell cycle88/2311457/187231.26e-052.60e-0488
GO:19019903CervixCCregulation of mitotic cell cycle phase transition63/2311299/187231.27e-052.60e-0463
GO:00329444CervixCCregulation of mononuclear cell proliferation51/2311227/187231.36e-052.73e-0451
GO:004873210CervixCCgland development84/2311436/187231.93e-053.54e-0484
GO:00706617CervixCCleukocyte proliferation65/2311318/187232.56e-054.32e-0465
GO:00516567CervixCCestablishment of organelle localization76/2311390/187233.17e-055.21e-0476
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check button Enriched KEGG pathways.
Pathway IDTissueDisease StageDescriptionGene RatioBg Ratiopvaluep.adjustqvalueCount
hsa0516620CervixCCHuman T-cell leukemia virus 1 infection61/1267222/84658.13e-077.98e-064.72e-0661
hsa05166110CervixCCHuman T-cell leukemia virus 1 infection61/1267222/84658.13e-077.98e-064.72e-0661
hsa052039EsophagusHGINViral carcinogenesis53/1383204/84652.58e-042.71e-032.15e-0353
hsa0516639EsophagusHGINHuman T-cell leukemia virus 1 infection51/1383222/84655.84e-034.05e-023.22e-0251
hsa041109EsophagusHGINCell cycle38/1383157/84656.70e-034.37e-023.47e-0238
hsa0520315EsophagusHGINViral carcinogenesis53/1383204/84652.58e-042.71e-032.15e-0353
hsa05166114EsophagusHGINHuman T-cell leukemia virus 1 infection51/1383222/84655.84e-034.05e-023.22e-0251
hsa0411016EsophagusHGINCell cycle38/1383157/84656.70e-034.37e-023.47e-0238
hsa0411023EsophagusESCCCell cycle126/4205157/84651.34e-155.60e-142.87e-14126
hsa05166211EsophagusESCCHuman T-cell leukemia virus 1 infection164/4205222/84658.13e-142.09e-121.07e-12164
hsa0520325EsophagusESCCViral carcinogenesis137/4205204/84652.47e-071.88e-069.62e-07137
hsa041146EsophagusESCCOocyte meiosis77/4205131/84652.19e-024.80e-022.46e-0277
hsa0411033EsophagusESCCCell cycle126/4205157/84651.34e-155.60e-142.87e-14126
hsa05166310EsophagusESCCHuman T-cell leukemia virus 1 infection164/4205222/84658.13e-142.09e-121.07e-12164
hsa0520335EsophagusESCCViral carcinogenesis137/4205204/84652.47e-071.88e-069.62e-07137
hsa0411411EsophagusESCCOocyte meiosis77/4205131/84652.19e-024.80e-022.46e-0277
hsa041102LiverHCCCell cycle106/4020157/84652.54e-073.04e-061.69e-06106
hsa0516622LiverHCCHuman T-cell leukemia virus 1 infection139/4020222/84653.17e-062.79e-051.55e-05139
hsa052032LiverHCCViral carcinogenesis117/4020204/84652.68e-038.98e-035.00e-03117
hsa041103LiverHCCCell cycle106/4020157/84652.54e-073.04e-061.69e-06106
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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
MAD1L1SNVMissense_Mutationrs747276194c.1582N>Tp.Arg528Trpp.R528WQ9Y6D9protein_codingdeleterious(0)probably_damaging(0.919)TCGA-A2-A0YJ-01Breastbreast invasive carcinomaFemale<65III/IVChemotherapycytoxanPD
MAD1L1SNVMissense_Mutationnovelc.550N>Ap.Glu184Lysp.E184KQ9Y6D9protein_codingdeleterious(0.03)benign(0.339)TCGA-AC-A62V-01Breastbreast invasive carcinomaMale<65III/IVTargeted Molecular therapydenosumabPD
MAD1L1SNVMissense_Mutationrs765227766c.754N>Tp.Leu252Phep.L252FQ9Y6D9protein_codingtolerated(0.3)benign(0.011)TCGA-AO-A128-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapydoxorubicinSD
MAD1L1SNVMissense_Mutationc.1842N>Cp.Lys614Asnp.K614NQ9Y6D9protein_codingdeleterious(0)probably_damaging(0.993)TCGA-D8-A1JC-01Breastbreast invasive carcinomaFemale<65III/IVChemotherapyadriamycinSD
MAD1L1SNVMissense_Mutationrs775755086c.2084N>Ap.Arg695Glnp.R695QQ9Y6D9protein_codingtolerated(0.41)benign(0.001)TCGA-GM-A2D9-01Breastbreast invasive carcinomaFemale>=65I/IIHormone TherapyarimidexSD
MAD1L1SNVMissense_Mutationnovelc.839N>Tp.Gln280Leup.Q280LQ9Y6D9protein_codingdeleterious(0.01)benign(0.007)TCGA-UU-A93S-01Breastbreast invasive carcinomaFemale<65III/IVUnknownUnknownPD
MAD1L1deletionFrame_Shift_Delnovelc.1563delNp.Met521IlefsTer25p.M521Ifs*25Q9Y6D9protein_codingTCGA-EW-A2FV-01Breastbreast invasive carcinomaFemale<65III/IVChemotherapydocetaxelSD
MAD1L1deletionFrame_Shift_Delnovelc.1163delNp.Glu388GlyfsTer35p.E388Gfs*35Q9Y6D9protein_codingTCGA-EW-A2FV-01Breastbreast invasive carcinomaFemale<65III/IVChemotherapydocetaxelSD
MAD1L1SNVMissense_Mutationrs371561369c.1666C>Tp.Arg556Cysp.R556CQ9Y6D9protein_codingdeleterious(0.02)possibly_damaging(0.622)TCGA-EA-A3HS-01Cervixcervical & endocervical cancerFemale<65I/IIUnknownUnknownSD
MAD1L1SNVMissense_Mutationrs377555260c.1531N>Ap.Glu511Lysp.E511KQ9Y6D9protein_codingtolerated(0.09)possibly_damaging(0.816)TCGA-EA-A410-01Cervixcervical & endocervical cancerFemale<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
8379MAD1L1NAcarboplatinCARBOPLATIN23407047
8379MAD1L1NApaclitaxelPACLITAXEL23407047
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