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: MCTP2

Gene summary for MCTP2

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

MCTP2

Gene ID

55784

Gene namemultiple C2 and transmembrane domain containing 2
Gene AliasMCTP2
Cytomap15q26.2
Gene Typeprotein-coding
GO ID

GO:0001505

UniProtAcc

Q6DN12


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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
55784MCTP2P56T-EHumanEsophagusESCC6.32e-045.28e-010.1613
55784MCTP2P57T-EHumanEsophagusESCC3.81e-082.14e-010.0926
55784MCTP2P61T-EHumanEsophagusESCC6.16e-112.26e-010.099
55784MCTP2P62T-EHumanEsophagusESCC9.07e-122.24e-010.1302
55784MCTP2P65T-EHumanEsophagusESCC2.90e-102.91e-010.0978
55784MCTP2P74T-EHumanEsophagusESCC1.25e-051.70e-010.1479
55784MCTP2P75T-EHumanEsophagusESCC4.74e-132.43e-010.1125
55784MCTP2P76T-EHumanEsophagusESCC3.95e-081.70e-010.1207
55784MCTP2P80T-EHumanEsophagusESCC1.14e-022.01e-010.155
55784MCTP2P82T-EHumanEsophagusESCC2.07e-022.05e-010.1072
55784MCTP2P83T-EHumanEsophagusESCC6.60e-256.76e-010.1738
55784MCTP2P84T-EHumanEsophagusESCC1.11e-033.56e-010.0933
55784MCTP2P89T-EHumanEsophagusESCC1.59e-083.53e-010.1752
55784MCTP2P91T-EHumanEsophagusESCC2.61e-063.63e-010.1828
55784MCTP2P107T-EHumanEsophagusESCC1.28e-214.68e-010.171
55784MCTP2P127T-EHumanEsophagusESCC1.70e-111.80e-010.0826
55784MCTP2P128T-EHumanEsophagusESCC2.43e-381.18e+000.1241
55784MCTP2P130T-EHumanEsophagusESCC8.73e-326.27e-010.1676
55784MCTP2RNA-P10T2-P10T2-2HumanLungAAH1.00e-059.88e-01-0.1406
55784MCTP2RNA-P10T2-P10T2-3HumanLungAAH1.51e-071.09e+00-0.1408
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check button Transcriptomic changes along malignancy continuum.
TissueExpression DynamicsAbbreviation
CervixThe 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.CC: Cervix cancer
HSIL_HPV: HPV-infected high-grade squamous intraepithelial lesions
N_HPV: HPV-infected normal cervix
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
LungThe 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.AAH: Atypical adenomatous hyperplasia
AIS: Adenocarcinoma in situ
IAC: Invasive lung adenocarcinoma
MIA: Minimally invasive adenocarcinoma
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
ProstateThe 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.BPH: Benign Prostatic Hyperplasia
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:0023061ColorectumFAPsignal release94/2622463/187231.06e-041.76e-0394
GO:0050804ColorectumCRCmodulation of chemical synaptic transmission70/2078439/187231.15e-031.33e-0270
GO:0099177ColorectumCRCregulation of trans-synaptic signaling70/2078440/187231.23e-031.38e-0270
GO:00230611ColorectumCRCsignal release72/2078463/187231.95e-031.96e-0272
GO:0019932LungAISsecond-messenger-mediated signaling46/1849312/187233.79e-033.52e-0246
GO:00199321LungMIACsecond-messenger-mediated signaling30/967312/187238.15e-041.80e-0230
GO:0051588LungMIACregulation of neurotransmitter transport13/967100/187231.89e-033.02e-0213
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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
MCTP2MMCLungHealthyID1,BCAS2,THBS1, etc.2.09e-03The 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.
∗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
MCTP2SNVMissense_Mutationc.678N>Cp.Lys226Asnp.K226NQ6DN12protein_codingdeleterious(0)probably_damaging(0.999)TCGA-A2-A0CL-01Breastbreast invasive carcinomaFemale<65III/IVChemotherapycytoxanSD
MCTP2SNVMissense_Mutationc.2075N>Cp.Ile692Thrp.I692TQ6DN12protein_codingtolerated(0.26)benign(0.006)TCGA-A2-A0EQ-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapyadriamycinSD
MCTP2SNVMissense_Mutationnovelc.2185N>Tp.Val729Phep.V729FQ6DN12protein_codingtolerated(0.16)benign(0.424)TCGA-A8-A07G-01Breastbreast invasive carcinomaFemale>=65I/IIChemotherapy5-fluorouracilCR
MCTP2SNVMissense_Mutationnovelc.1968C>Gp.Ile656Metp.I656MQ6DN12protein_codingtolerated(0.08)possibly_damaging(0.856)TCGA-AC-A5XS-01Breastbreast invasive carcinomaFemale>=65I/IIHormone TherapyfemaraSD
MCTP2SNVMissense_Mutationc.714N>Cp.Leu238Phep.L238FQ6DN12protein_codingdeleterious(0)probably_damaging(1)TCGA-B6-A0IJ-01Breastbreast invasive carcinomaFemale<65I/IIUnknownUnknownSD
MCTP2SNVMissense_Mutationc.162N>Ap.Asp54Glup.D54EQ6DN12protein_codingdeleterious(0)benign(0.371)TCGA-BH-A0DX-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapytaxotereCR
MCTP2SNVMissense_Mutationc.338N>Ap.Leu113Hisp.L113HQ6DN12protein_codingtolerated(0.22)benign(0)TCGA-D8-A1JP-01Breastbreast invasive carcinomaFemale>=65I/IIHormone TherapytamoxiphenSD
MCTP2SNVMissense_Mutationnovelc.2207N>Gp.Gln736Argp.Q736RQ6DN12protein_codingtolerated(0.49)benign(0.013)TCGA-OL-A66J-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
MCTP2insertionFrame_Shift_Insnovelc.1788_1788+1insCCTGGGACTCCTTGGCCATTTGTTGp.Ile597ProfsTer10p.I597Pfs*10Q6DN12protein_codingTCGA-A8-A095-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapy5-fluorouracilCR
MCTP2insertionFrame_Shift_Insnovelc.1412_1413insGp.Val473GlyfsTer5p.V473Gfs*5Q6DN12protein_codingTCGA-AC-A6NO-01Breastbreast invasive 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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