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: MAPRE2

Gene summary for MAPRE2

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

MAPRE2

Gene ID

10982

Gene namemicrotubule associated protein RP/EB family member 2
Gene AliasCSCSC2
Cytomap18q12.1-q12.2
Gene Typeprotein-coding
GO ID

GO:0000226

UniProtAcc

Q15555


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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
10982MAPRE2P76T-EHumanEsophagusESCC1.37e-082.38e-010.1207
10982MAPRE2P79T-EHumanEsophagusESCC1.81e-091.94e-010.1154
10982MAPRE2P80T-EHumanEsophagusESCC5.25e-113.52e-010.155
10982MAPRE2P82T-EHumanEsophagusESCC9.83e-055.09e-010.1072
10982MAPRE2P83T-EHumanEsophagusESCC2.29e-082.64e-010.1738
10982MAPRE2P84T-EHumanEsophagusESCC1.91e-021.55e-010.0933
10982MAPRE2P89T-EHumanEsophagusESCC1.73e-083.90e-010.1752
10982MAPRE2P91T-EHumanEsophagusESCC5.15e-128.36e-010.1828
10982MAPRE2P104T-EHumanEsophagusESCC5.25e-043.57e-010.0931
10982MAPRE2P107T-EHumanEsophagusESCC5.27e-358.64e-010.171
10982MAPRE2P127T-EHumanEsophagusESCC4.06e-053.95e-020.0826
10982MAPRE2P128T-EHumanEsophagusESCC3.67e-134.03e-010.1241
10982MAPRE2S43HumanLiverCirrhotic1.53e-02-7.09e-02-0.0187
10982MAPRE2HCC1_MengHumanLiverHCC2.91e-522.77e-020.0246
10982MAPRE2HCC2_MengHumanLiverHCC2.20e-14-2.87e-030.0107
10982MAPRE2Pt13.bHumanLiverHCC5.16e-033.51e-020.0251
10982MAPRE2S014HumanLiverHCC8.49e-116.30e-010.2254
10982MAPRE2S015HumanLiverHCC5.54e-158.02e-010.2375
10982MAPRE2S016HumanLiverHCC1.05e-156.92e-010.2243
10982MAPRE2S028HumanLiverHCC4.98e-085.35e-010.2503
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check button Transcriptomic changes along malignancy continuum.
TissueExpression DynamicsAbbreviation
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
∗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:0022411111EsophagusESCCcellular component disassembly305/8552443/187231.94e-234.57e-21305
GO:000705114EsophagusESCCspindle organization134/8552184/187235.70e-142.87e-12134
GO:0150115110EsophagusESCCcell-substrate junction organization77/8552101/187233.46e-109.57e-0977
GO:00512256EsophagusESCCspindle assembly85/8552117/187232.72e-095.98e-0885
GO:00705078EsophagusESCCregulation of microtubule cytoskeleton organization99/8552148/187231.43e-072.29e-0699
GO:000726510EsophagusESCCRas protein signal transduction201/8552337/187231.44e-072.30e-06201
GO:00726985EsophagusESCCprotein localization to microtubule cytoskeleton43/855254/187233.28e-074.61e-0643
GO:00443804EsophagusESCCprotein localization to cytoskeleton45/855258/187236.89e-078.99e-0645
GO:015011619EsophagusESCCregulation of cell-substrate junction organization51/855271/187236.99e-067.04e-0551
GO:00311094EsophagusESCCmicrotubule polymerization or depolymerization77/8552122/187237.60e-055.68e-0477
GO:00311104EsophagusESCCregulation of microtubule polymerization or depolymerization57/855288/187232.32e-041.44e-0357
GO:00328864EsophagusESCCregulation of microtubule-based process134/8552240/187239.44e-044.80e-03134
GO:0035372EsophagusESCCprotein localization to microtubule15/855218/187231.20e-035.88e-0315
GO:000166720EsophagusESCCameboidal-type cell migration250/8552475/187231.22e-035.97e-03250
GO:00465789EsophagusESCCregulation of Ras protein signal transduction106/8552189/187232.49e-031.08e-02106
GO:01501178EsophagusESCCpositive regulation of cell-substrate junction organization23/855233/187234.57e-031.78e-0223
GO:004308715EsophagusESCCregulation of GTPase activity183/8552348/187235.34e-032.00e-02183
GO:001063120EsophagusESCCepithelial cell migration187/8552357/187236.05e-032.23e-02187
GO:009013220EsophagusESCCepithelium migration188/8552360/187236.96e-032.54e-02188
GO:009013020EsophagusESCCtissue migration190/8552365/187237.91e-032.82e-02190
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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
MAPRE2insertionFrame_Shift_Insnovelc.110_111insATCTCTCCTGGCTGGGCGTGGTGGCTCATp.Arg38SerfsTer26p.R38Sfs*26Q15555protein_codingTCGA-AN-A0FX-01Breastbreast invasive carcinomaFemale<65I/IIUnknownUnknownSD
MAPRE2SNVMissense_Mutationc.499T>Cp.Tyr167Hisp.Y167HQ15555protein_codingdeleterious(0.02)probably_damaging(0.993)TCGA-A6-6780-01Colorectumcolon adenocarcinomaMale>=65I/IIUnknownUnknownSD
MAPRE2SNVMissense_Mutationc.920C>Tp.Thr307Ilep.T307IQ15555protein_codingtolerated(0.06)benign(0.266)TCGA-A6-6780-01Colorectumcolon adenocarcinomaMale>=65I/IIUnknownUnknownSD
MAPRE2SNVMissense_Mutationrs756121791c.388N>Ap.Val130Ilep.V130IQ15555protein_codingdeleterious(0.02)probably_damaging(0.999)TCGA-AA-A010-01Colorectumcolon adenocarcinomaFemale<65I/IIChemotherapyfolinicCR
MAPRE2SNVMissense_Mutationc.428G>Ap.Arg143Hisp.R143HQ15555protein_codingdeleterious(0)probably_damaging(0.946)TCGA-D5-6530-01Colorectumcolon adenocarcinomaMale<65I/IIUnknownUnknownSD
MAPRE2insertionFrame_Shift_Insnovelc.575_576insAp.Ser195ValfsTer13p.S195Vfs*13Q15555protein_codingTCGA-D5-6927-01Colorectumcolon adenocarcinomaMale<65I/IIUnknownUnknownSD
MAPRE2SNVMissense_Mutationnovelc.133N>Ap.Ala45Thrp.A45TQ15555protein_codingdeleterious(0.04)probably_damaging(0.953)TCGA-AX-A06F-01Endometriumuterine corpus endometrioid carcinomaFemale<65III/IVChemotherapycarboplatinSD
MAPRE2SNVMissense_Mutationnovelc.500N>Gp.Tyr167Cysp.Y167CQ15555protein_codingdeleterious(0.01)probably_damaging(0.993)TCGA-AX-A1CE-01Endometriumuterine corpus endometrioid carcinomaFemale<65I/IIUnspecificPaclitaxelSD
MAPRE2SNVMissense_Mutationc.465N>Tp.Lys155Asnp.K155NQ15555protein_codingdeleterious(0)probably_damaging(0.998)TCGA-D1-A17Q-01Endometriumuterine corpus endometrioid carcinomaFemale<65I/IIUnknownUnknownSD
MAPRE2SNVMissense_Mutationnovelc.604A>Gp.Thr202Alap.T202AQ15555protein_codingtolerated(0.29)benign(0.264)TCGA-E6-A2P9-01Endometriumuterine corpus endometrioid carcinomaFemale>=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
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