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:003033033ThyroidATCDNA damage response, signal transduction by p53 class mediator45/629372/187234.87e-077.03e-0645
GO:200102214ThyroidATCpositive regulation of response to DNA damage stimulus59/6293105/187231.62e-061.97e-0559
GO:007145624ThyroidATCcellular response to hypoxia78/6293151/187233.44e-063.86e-0578
GO:004328133ThyroidATCregulation of cysteine-type endopeptidase activity involved in apoptotic process102/6293209/187233.61e-064.03e-05102
GO:0008637112ThyroidATCapoptotic mitochondrial changes59/6293107/187233.69e-064.10e-0559
GO:0051881110ThyroidATCregulation of mitochondrial membrane potential44/629374/187234.51e-064.94e-0544
GO:1902041110ThyroidATCregulation of extrinsic apoptotic signaling pathway via death domain receptors32/629349/187235.63e-066.00e-0532
GO:005254734ThyroidATCregulation of peptidase activity200/6293461/187236.25e-066.52e-05200
GO:200011633ThyroidATCregulation of cysteine-type endopeptidase activity111/6293235/187239.41e-069.41e-05111
GO:004351631ThyroidATCregulation of DNA damage response, signal transduction by p53 class mediator24/629334/187231.15e-051.12e-0424
GO:001082216ThyroidATCpositive regulation of mitochondrion organization43/629374/187231.30e-051.25e-0443
GO:007259333ThyroidATCreactive oxygen species metabolic process112/6293239/187231.34e-051.28e-04112
GO:001931814ThyroidATChexose metabolic process111/6293237/187231.51e-051.41e-04111
GO:000599615ThyroidATCmonosaccharide metabolic process118/6293257/187232.56e-052.20e-04118
GO:001095233ThyroidATCpositive regulation of peptidase activity94/6293197/187232.67e-052.28e-0494
GO:000600616ThyroidATCglucose metabolic process93/6293196/187233.85e-053.14e-0493
GO:190223518ThyroidATCregulation of endoplasmic reticulum stress-induced intrinsic apoptotic signaling pathway22/629332/187235.14e-053.99e-0422
GO:200124433ThyroidATCpositive regulation of intrinsic apoptotic signaling pathway34/629358/187238.05e-056.03e-0434
GO:190589822ThyroidATCpositive regulation of response to endoplasmic reticulum stress23/629335/187231.03e-047.41e-0423
GO:0046902110ThyroidATCregulation of mitochondrial membrane permeability36/629363/187231.05e-047.55e-0436
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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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