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: MAIP1

Gene summary for MAIP1

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

MAIP1

Gene ID

79568

Gene namematrix AAA peptidase interacting protein 1
Gene AliasC2orf47
Cytomap2q33.1
Gene Typeprotein-coding
GO ID

GO:0006810

UniProtAcc

A0A024R3U8


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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
79568MAIP1LZE4THumanEsophagusESCC9.66e-092.32e-010.0811
79568MAIP1LZE5THumanEsophagusESCC1.57e-032.22e-010.0514
79568MAIP1LZE7THumanEsophagusESCC1.02e-032.31e-010.0667
79568MAIP1LZE20THumanEsophagusESCC2.95e-061.86e-010.0662
79568MAIP1LZE22THumanEsophagusESCC1.57e-022.52e-010.068
79568MAIP1LZE24THumanEsophagusESCC1.70e-235.01e-010.0596
79568MAIP1HCC2HumanLiverHCC2.08e-082.07e+000.5341
79568MAIP1S014HumanLiverHCC5.13e-206.68e-010.2254
79568MAIP1S015HumanLiverHCC1.64e-268.20e-010.2375
79568MAIP1S016HumanLiverHCC2.57e-317.25e-010.2243
79568MAIP1S027HumanLiverHCC2.41e-098.06e-010.2446
79568MAIP1S028HumanLiverHCC2.55e-248.70e-010.2503
79568MAIP1S029HumanLiverHCC1.06e-321.07e+000.2581
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check button Transcriptomic changes along malignancy continuum.
TissueExpression DynamicsAbbreviation
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
∗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:003629325SkinAKresponse to decreased oxygen levels51/1910322/187239.99e-047.88e-0351
GO:000166625SkinAKresponse to hypoxia49/1910307/187231.05e-038.20e-0349
GO:000862520SkinAKextrinsic apoptotic signaling pathway via death domain receptors18/191082/187231.32e-039.92e-0318
GO:00435169SkinAKregulation of DNA damage response, signal transduction by p53 class mediator10/191034/187231.57e-031.13e-0210
GO:007048225SkinAKresponse to oxygen levels53/1910347/187231.84e-031.27e-0253
GO:009055910SkinAKregulation of membrane permeability17/191078/187231.93e-031.31e-0217
GO:19058986SkinAKpositive regulation of response to endoplasmic reticulum stress10/191035/187232.00e-031.35e-0210
GO:000926720SkinAKcellular response to starvation28/1910156/187232.15e-031.43e-0228
GO:004259420SkinAKresponse to starvation32/1910197/187235.47e-033.02e-0232
GO:004328024SkinAKpositive regulation of cysteine-type endopeptidase activity involved in apoptotic process23/1910129/187235.54e-033.05e-0223
GO:000183620SkinAKrelease of cytochrome c from mitochondria13/191059/187235.70e-033.12e-0213
GO:003629420SkinAKcellular response to decreased oxygen levels27/1910161/187236.64e-033.50e-0227
GO:007145320SkinAKcellular response to oxygen levels29/1910177/187237.00e-033.63e-0229
GO:00109174SkinAKnegative regulation of mitochondrial membrane potential5/191013/187237.01e-033.63e-025
GO:00458374SkinAKnegative regulation of membrane potential5/191014/187231.00e-024.80e-025
GO:004690210SkinAKregulation of mitochondrial membrane permeability13/191063/187231.01e-024.81e-0213
GO:007005924SkinAKintrinsic apoptotic signaling pathway in response to endoplasmic reticulum stress13/191063/187231.01e-024.81e-0213
GO:2001233112SkinSCCISregulation of apoptotic signaling pathway51/919356/187235.51e-127.43e-0951
GO:0097193112SkinSCCISintrinsic apoptotic signaling pathway42/919288/187232.40e-102.12e-0742
GO:2001242112SkinSCCISregulation of intrinsic apoptotic signaling pathway28/919164/187237.32e-092.95e-0628
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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
MAIP1SNVMissense_Mutationc.742N>Tp.Val248Phep.V248FQ8WWC4protein_codingtolerated(0.08)benign(0.233)TCGA-A8-A08S-01Breastbreast invasive carcinomaFemale>=65I/IIHormone TherapyanastrozoleSD
MAIP1SNVMissense_Mutationc.340N>Ap.Gly114Argp.G114RQ8WWC4protein_codingdeleterious(0.03)possibly_damaging(0.905)TCGA-A8-A09Z-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
MAIP1SNVMissense_Mutationnovelc.608N>Cp.Phe203Serp.F203SQ8WWC4protein_codingdeleterious(0)benign(0.091)TCGA-AC-A3QQ-01Breastbreast invasive carcinomaFemale<65I/IIUnknownUnknownSD
MAIP1SNVMissense_Mutationnovelc.781N>Ap.Leu261Ilep.L261IQ8WWC4protein_codingtolerated(0.07)possibly_damaging(0.521)TCGA-AN-A046-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
MAIP1SNVMissense_Mutationc.363N>Tp.Trp121Cysp.W121CQ8WWC4protein_codingdeleterious(0)probably_damaging(0.971)TCGA-BH-A0HY-01Breastbreast invasive carcinomaFemale<65I/IIHormone TherapytaxotereCR
MAIP1SNVMissense_Mutationc.520G>Cp.Glu174Glnp.E174QQ8WWC4protein_codingdeleterious(0)probably_damaging(0.982)TCGA-BH-A0W7-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapytaxotereCR
MAIP1insertionFrame_Shift_Insnovelc.607_608insCTCAp.Phe203SerfsTer13p.F203Sfs*13Q8WWC4protein_codingTCGA-A7-A26I-01Breastbreast invasive carcinomaFemale>=65I/IIChemotherapycytoxanSD
MAIP1insertionFrame_Shift_Insnovelc.646_647insTGGCp.Lys216MetfsTer8p.K216Mfs*8Q8WWC4protein_codingTCGA-A8-A06X-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
MAIP1insertionFrame_Shift_Insnovelc.647_648insGCCTAGATTTCp.Gly217ProfsTer12p.G217Pfs*12Q8WWC4protein_codingTCGA-A8-A06X-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
MAIP1SNVMissense_Mutationnovelc.37N>Tp.His13Tyrp.H13YQ8WWC4protein_codingdeleterious_low_confidence(0.02)benign(0.006)TCGA-AJ-A3EK-01Endometriumuterine corpus endometrioid carcinomaFemale<65I/IIChemotherapycarboplatinCR
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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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