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: MCTP1

Gene summary for MCTP1

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

MCTP1

Gene ID

79772

Gene namemultiple C2 and transmembrane domain containing 1
Gene AliasMCTP1
Cytomap5q15
Gene Typeprotein-coding
GO ID

GO:0001505

UniProtAcc

Q6DN14


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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
79772MCTP1HTA11_78_2000001011HumanColorectumAD2.13e-052.20e-01-0.1088
79772MCTP1HTA11_347_2000001011HumanColorectumAD1.59e-091.99e-01-0.1954
79772MCTP1HTA11_696_2000001011HumanColorectumAD1.26e-021.14e-01-0.1464
79772MCTP1HTA11_7663_2000001011HumanColorectumSER7.20e-304.01e+000.0131
79772MCTP1HTA11_6818_2000001011HumanColorectumAD1.22e-052.90e-010.0112
79772MCTP1HTA11_6818_2000001021HumanColorectumAD4.17e-052.17e-010.0588
79772MCTP1HTA11_99999970781_79442HumanColorectumMSS3.61e-113.91e-010.294
79772MCTP1CRC-1-8810HumanColorectumCRC1.92e-104.97e-010.6257
79772MCTP1LZE2THumanEsophagusESCC4.35e-023.44e-010.082
79772MCTP1LZE5THumanEsophagusESCC7.82e-042.62e-010.0514
79772MCTP1LZE8THumanEsophagusESCC3.86e-062.57e-010.067
79772MCTP1LZE6THumanEsophagusESCC6.85e-042.78e-010.0845
79772MCTP1P5T-EHumanEsophagusESCC1.87e-052.00e-010.1327
79772MCTP1P8T-EHumanEsophagusESCC6.24e-051.76e-010.0889
79772MCTP1P12T-EHumanEsophagusESCC2.36e-021.44e-010.1122
79772MCTP1P15T-EHumanEsophagusESCC2.53e-051.74e-010.1149
79772MCTP1P16T-EHumanEsophagusESCC5.60e-039.80e-020.1153
79772MCTP1P20T-EHumanEsophagusESCC4.20e-082.20e-010.1124
79772MCTP1P22T-EHumanEsophagusESCC3.86e-112.84e-010.1236
79772MCTP1P31T-EHumanEsophagusESCC5.16e-051.09e-010.1251
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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
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
∗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:0006979ColorectumADresponse to oxidative stress145/3918446/187235.16e-093.23e-07145
GO:0030100ColorectumADregulation of endocytosis67/3918211/187231.42e-042.01e-0367
GO:1902882ColorectumADregulation of response to oxidative stress34/391898/187231.09e-031.01e-0234
GO:00069791ColorectumSERresponse to oxidative stress114/2897446/187231.75e-081.28e-06114
GO:19028821ColorectumSERregulation of response to oxidative stress28/289798/187236.88e-049.15e-0328
GO:0051051ColorectumSERnegative regulation of transport98/2897470/187231.01e-031.19e-0298
GO:00301001ColorectumSERregulation of endocytosis48/2897211/187233.29e-032.82e-0248
GO:00069792ColorectumMSSresponse to oxidative stress128/3467446/187237.65e-083.81e-06128
GO:00301002ColorectumMSSregulation of endocytosis63/3467211/187234.05e-057.66e-0463
GO:19028822ColorectumMSSregulation of response to oxidative stress31/346798/187231.22e-031.18e-0231
GO:00510511ColorectumMSSnegative regulation of transport110/3467470/187234.20e-033.04e-02110
GO:00069795ColorectumCRCresponse to oxidative stress73/2078446/187234.31e-046.34e-0373
GO:19028825ColorectumCRCregulation of response to oxidative stress22/207898/187239.29e-041.14e-0222
GO:00301004ColorectumCRCregulation of endocytosis39/2078211/187239.51e-041.15e-0239
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:00510513ColorectumCRCnegative regulation of transport71/2078470/187234.33e-033.47e-0271
GO:0006979111EsophagusESCCresponse to oxidative stress303/8552446/187237.15e-221.30e-19303
GO:003010018EsophagusESCCregulation of endocytosis135/8552211/187235.75e-081.02e-06135
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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
MCTP1SNVMissense_Mutationrs772947808c.903N>Gp.Ile301Metp.I301MQ6DN14protein_codingdeleterious(0.02)probably_damaging(0.978)TCGA-A2-A25C-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapytaxotereSD
MCTP1SNVMissense_Mutationnovelc.488N>Tp.Ser163Leup.S163LQ6DN14protein_codingtolerated(0.06)benign(0)TCGA-AC-A23H-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownPD
MCTP1SNVMissense_Mutationnovelc.1754N>Ap.Thr585Lysp.T585KQ6DN14protein_codingdeleterious(0.02)probably_damaging(0.984)TCGA-AC-A2QH-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapycytoxanCR
MCTP1SNVMissense_Mutationc.1185N>Ap.Met395Ilep.M395IQ6DN14protein_codingtolerated(0.12)benign(0.001)TCGA-C8-A274-01Breastbreast invasive carcinomaFemale<65I/IIHormone TherapytamoxiphenSD
MCTP1SNVMissense_Mutationc.524N>Tp.Arg175Metp.R175MQ6DN14protein_codingtolerated_low_confidence(0.19)benign(0.436)TCGA-D8-A1XG-01Breastbreast invasive carcinomaFemale>=65III/IVUnknownUnknownSD
MCTP1SNVMissense_Mutationnovelc.2758G>Ap.Ala920Thrp.A920TQ6DN14protein_codingdeleterious(0.03)probably_damaging(0.999)TCGA-2W-A8YY-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinCR
MCTP1SNVMissense_Mutationc.2707G>Ap.Glu903Lysp.E903KQ6DN14protein_codingdeleterious(0)probably_damaging(0.996)TCGA-2W-A8YY-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinCR
MCTP1SNVMissense_Mutationnovelc.1821G>Tp.Glu607Aspp.E607DQ6DN14protein_codingtolerated(0.43)benign(0.039)TCGA-2W-A8YY-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinCR
MCTP1SNVMissense_Mutationnovelc.1142N>Gp.Leu381Argp.L381RQ6DN14protein_codingdeleterious(0)probably_damaging(0.991)TCGA-C5-A8XH-01Cervixcervical & endocervical cancerFemale<65I/IIUnknownUnknownSD
MCTP1SNVMissense_Mutationnovelc.754G>Ap.Glu252Lysp.E252KQ6DN14protein_codingtolerated(0.09)benign(0.038)TCGA-C5-A905-01Cervixcervical & endocervical cancerFemale<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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