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:00500001Oral cavityLPchromosome localization41/462382/187236.46e-071.73e-0541
GO:00513031Oral cavityLPestablishment of chromosome localization40/462380/187238.81e-072.28e-0540
GO:014001413Oral cavityLPmitotic nuclear division106/4623287/187232.29e-065.10e-05106
GO:0048732110Oral cavityLPgland development149/4623436/187234.51e-069.17e-05149
GO:00070801Oral cavityLPmitotic metaphase plate congression27/462350/187238.30e-061.56e-0427
GO:00513101Oral cavityLPmetaphase plate congression32/462365/187231.61e-052.81e-0432
GO:00000701Oral cavityLPmitotic sister chromatid segregation66/4623168/187231.92e-053.24e-0466
GO:190199012Oral cavityLPregulation of mitotic cell cycle phase transition104/4623299/187235.34e-057.41e-04104
GO:003304415Oral cavityLPregulation of chromosome organization70/4623187/187236.89e-059.22e-0470
GO:00070591Oral cavityLPchromosome segregation117/4623346/187237.61e-059.91e-04117
GO:004578612Oral cavityLPnegative regulation of cell cycle127/4623385/187231.33e-041.53e-03127
GO:004593012Oral cavityLPnegative regulation of mitotic cell cycle83/4623235/187231.62e-041.82e-0383
GO:190198712Oral cavityLPregulation of cell cycle phase transition126/4623390/187233.69e-043.64e-03126
GO:000081911Oral cavityLPsister chromatid segregation70/4623202/187239.20e-047.82e-0370
GO:000709311Oral cavityLPmitotic cell cycle checkpoint48/4623129/187231.03e-038.67e-0348
GO:00458391Oral cavityLPnegative regulation of mitotic nuclear division22/462348/187231.14e-039.32e-0322
GO:190199112Oral cavityLPnegative regulation of mitotic cell cycle phase transition62/4623179/187231.76e-031.34e-0262
GO:001094811Oral cavityLPnegative regulation of cell cycle process95/4623294/187231.80e-031.37e-0295
GO:00517841Oral cavityLPnegative regulation of nuclear division24/462356/187232.17e-031.58e-0224
GO:004211017Oral cavityLPT cell activation146/4623487/187234.13e-032.66e-02146
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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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