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:0072331110Oral cavityLPsignal transduction by p53 class mediator72/4623163/187233.99e-081.41e-0672
GO:001082118Oral cavityLPregulation of mitochondrion organization65/4623144/187236.61e-082.24e-0665
GO:000183617Oral cavityLPrelease of cytochrome c from mitochondria34/462359/187236.91e-082.33e-0634
GO:200124416Oral cavityLPpositive regulation of intrinsic apoptotic signaling pathway33/462358/187231.63e-075.11e-0633
GO:000863719Oral cavityLPapoptotic mitochondrial changes51/4623107/187232.07e-076.33e-0651
GO:0031667110Oral cavityLPresponse to nutrient levels165/4623474/187233.87e-071.12e-05165
GO:0072332110Oral cavityLPintrinsic apoptotic signaling pathway by p53 class mediator39/462376/187235.10e-071.40e-0539
GO:200105619Oral cavityLPpositive regulation of cysteine-type endopeptidase activity64/4623148/187235.60e-071.51e-0564
GO:004328019Oral cavityLPpositive regulation of cysteine-type endopeptidase activity involved in apoptotic process57/4623129/187239.81e-072.48e-0557
GO:0070059110Oral cavityLPintrinsic apoptotic signaling pathway in response to endoplasmic reticulum stress33/462363/187232.09e-064.76e-0533
GO:2001236110Oral cavityLPregulation of extrinsic apoptotic signaling pathway63/4623151/187232.98e-066.47e-0563
GO:190223515Oral cavityLPregulation of endoplasmic reticulum stress-induced intrinsic apoptotic signaling pathway20/462332/187236.39e-061.26e-0420
GO:005188116Oral cavityLPregulation of mitochondrial membrane potential36/462374/187236.85e-061.34e-0436
GO:0070482110Oral cavityLPresponse to oxygen levels122/4623347/187237.10e-061.37e-04122
GO:005160711Oral cavityLPdefense response to virus97/4623265/187239.31e-061.74e-0497
GO:014054611Oral cavityLPdefense response to symbiont97/4623265/187239.31e-061.74e-0497
GO:0031668110Oral cavityLPcellular response to extracellular stimulus91/4623246/187231.07e-051.94e-0491
GO:009019913Oral cavityLPregulation of release of cytochrome c from mitochondria26/462348/187231.13e-052.04e-0426
GO:1901796110Oral cavityLPregulation of signal transduction by p53 class mediator42/462393/187231.31e-052.33e-0442
GO:200102018Oral cavityLPregulation of response to DNA damage stimulus82/4623219/187231.71e-052.97e-0482
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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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