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: MAPRE1

Gene summary for MAPRE1

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

MAPRE1

Gene ID

22919

Gene namemicrotubule associated protein RP/EB family member 1
Gene AliasEB1
Cytomap20q11.21
Gene Typeprotein-coding
GO ID

GO:0000226

UniProtAcc

Q15691


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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
22919MAPRE1SYSMH2HumanOral cavityOSCC8.19e-207.97e-010.2326
22919MAPRE1SYSMH3HumanOral cavityOSCC8.12e-257.75e-010.2442
22919MAPRE1SYSMH5HumanOral cavityOSCC3.99e-021.85e-010.0647
22919MAPRE1SYSMH6HumanOral cavityOSCC8.19e-042.89e-010.1275
22919MAPRE1P5_S10_cSCCHumanSkincSCC1.52e-026.63e-02-0.299
22919MAPRE1P1_cSCCHumanSkincSCC1.25e-147.04e-010.0292
22919MAPRE1P2_cSCCHumanSkincSCC3.13e-125.29e-01-0.024
22919MAPRE1P4_cSCCHumanSkincSCC5.05e-137.11e-01-0.00290000000000005
22919MAPRE1P10_cSCCHumanSkincSCC3.67e-331.10e+000.1017
22919MAPRE1cSCC_p6HumanSkincSCC4.35e-02-1.45e-01-0.1989
22919MAPRE1cSCC_p8HumanSkincSCC3.67e-02-8.66e-02-0.1971
22919MAPRE1Adj_PTCwithHT_6HumanThyroidHT2.54e-05-4.65e-010.02
22919MAPRE1Adj_PTCwithHT_8HumanThyroidHT1.34e-05-5.84e-010.0267
22919MAPRE1PTCwithHT_6HumanThyroidHT1.56e-03-4.81e-010.02
22919MAPRE1PTCwithHT_8HumanThyroidHT1.92e-06-4.99e-010.0351
22919MAPRE1PTCwithoutHT_2HumanThyroidPTC7.19e-05-4.84e-010.0419
22919MAPRE1male-WTAHumanThyroidPTC1.18e-53-1.84e-010.1037
22919MAPRE1PTC01HumanThyroidPTC5.41e-10-2.60e-010.1899
22919MAPRE1PTC03HumanThyroidPTC8.30e-03-4.27e-010.1784
22919MAPRE1PTC04HumanThyroidPTC2.36e-10-2.16e-010.1927
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check button Transcriptomic changes along malignancy continuum.
TissueExpression DynamicsAbbreviation
Colorectum (GSE201348)The 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.FAP: Familial adenomatous polyposis
CRC: Colorectal cancer
Colorectum (HTA11)The 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.AD: Adenomas
SER: Sessile serrated lesions
MSI-H: Microsatellite-high colorectal cancer
MSS: Microsatellite stable colorectal cancer
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
SkinThe 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.AK: Actinic keratosis
cSCC: Cutaneous squamous cell carcinoma
SCCIS:squamous cell carcinoma in situ
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:1902903ColorectumADregulation of supramolecular fiber organization139/3918383/187232.01e-123.19e-10139
GO:0032271ColorectumADregulation of protein polymerization94/3918233/187231.01e-111.29e-0994
GO:0051258ColorectumADprotein polymerization112/3918297/187231.85e-112.27e-09112
GO:0043254ColorectumADregulation of protein-containing complex assembly148/3918428/187232.64e-113.18e-09148
GO:1902905ColorectumADpositive regulation of supramolecular fiber organization85/3918209/187235.95e-116.33e-0985
GO:0051495ColorectumADpositive regulation of cytoskeleton organization89/3918226/187231.61e-101.56e-0889
GO:0032273ColorectumADpositive regulation of protein polymerization62/3918138/187231.94e-101.76e-0862
GO:0031334ColorectumADpositive regulation of protein-containing complex assembly91/3918237/187234.78e-103.99e-0891
GO:0051098ColorectumADregulation of binding126/3918363/187236.01e-104.88e-08126
GO:0010639ColorectumADnegative regulation of organelle organization114/3918348/187231.41e-076.49e-06114
GO:0051099ColorectumADpositive regulation of binding66/3918173/187231.47e-076.64e-0666
GO:0032272ColorectumADnegative regulation of protein polymerization36/391880/187231.13e-063.72e-0536
GO:0043393ColorectumADregulation of protein binding68/3918196/187235.17e-061.34e-0468
GO:1902904ColorectumADnegative regulation of supramolecular fiber organization60/3918167/187235.23e-061.35e-0460
GO:0031333ColorectumADnegative regulation of protein-containing complex assembly52/3918141/187239.27e-062.18e-0452
GO:0051494ColorectumADnegative regulation of cytoskeleton organization58/3918163/187231.04e-052.40e-0458
GO:0032092ColorectumADpositive regulation of protein binding33/391885/187231.22e-041.78e-0333
GO:0071539ColorectumADprotein localization to centrosome16/391833/187233.86e-044.41e-0316
GO:0007051ColorectumADspindle organization58/3918184/187234.71e-045.20e-0358
GO:1905508ColorectumADprotein localization to microtubule organizing center16/391835/187238.76e-048.51e-0316
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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
MAPRE1SNVMissense_Mutationnovelc.556G>Ap.Val186Metp.V186MQ15691protein_codingtolerated(0.18)benign(0.003)TCGA-A2-A3XW-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapyadriamyicinCR
MAPRE1SNVMissense_Mutationnovelc.776N>Ap.Gly259Glup.G259EQ15691protein_codingtolerated(0.59)probably_damaging(0.994)TCGA-CA-6717-01Colorectumcolon adenocarcinomaMale<65I/IIChemotherapyoxaliplatinCR
MAPRE1SNVMissense_Mutationc.257G>Ap.Gly86Aspp.G86DQ15691protein_codingdeleterious(0.04)benign(0.041)TCGA-F4-6809-01Colorectumcolon adenocarcinomaFemale<65I/IIUnknownUnknownPD
MAPRE1SNVMissense_Mutationc.93T>Gp.Asn31Lysp.N31KQ15691protein_codingdeleterious(0.02)possibly_damaging(0.56)TCGA-AG-A02X-01Colorectumrectum adenocarcinomaMale>=65I/IIUnknownUnknownSD
MAPRE1SNVMissense_Mutationrs770912318c.260T>Cp.Val87Alap.V87AQ15691protein_codingdeleterious(0.01)possibly_damaging(0.75)TCGA-A5-A0VQ-01Endometriumuterine corpus endometrioid carcinomaFemale<65I/IIChemotherapycarboplatinSD
MAPRE1SNVMissense_Mutationnovelc.365A>Cp.Lys122Thrp.K122TQ15691protein_codingtolerated(0.08)benign(0.119)TCGA-AP-A059-01Endometriumuterine corpus endometrioid carcinomaFemale>=65I/IIUnknownUnknownSD
MAPRE1SNVMissense_Mutationc.28N>Ap.Val10Metp.V10MQ15691protein_codingtolerated(0.12)possibly_damaging(0.756)TCGA-AX-A063-01Endometriumuterine corpus endometrioid carcinomaFemale<65I/IIUnknownUnknownSD
MAPRE1SNVMissense_Mutationrs771324465c.604N>Ap.Val202Ilep.V202IQ15691protein_codingtolerated(0.13)benign(0.003)TCGA-AX-A0J1-01Endometriumuterine corpus endometrioid carcinomaFemale>=65I/IIUnknownUnknownSD
MAPRE1SNVMissense_Mutationnovelc.802T>Cp.Tyr268Hisp.Y268HQ15691protein_codingdeleterious(0.03)possibly_damaging(0.543)TCGA-AX-A1CE-01Endometriumuterine corpus endometrioid carcinomaFemale<65I/IIUnspecificPaclitaxelSD
MAPRE1SNVMissense_Mutationnovelc.266A>Cp.Lys89Thrp.K89TQ15691protein_codingdeleterious(0.02)probably_damaging(0.936)TCGA-AX-A2HC-01Endometriumuterine corpus endometrioid carcinomaFemale<65III/IVChemotherapypaclitaxelPD
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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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