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: MTCL1

Gene summary for MTCL1

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

MTCL1

Gene ID

23255

Gene namemicrotubule crosslinking factor 1
Gene AliasCCDC165
Cytomap18p11.22
Gene Typeprotein-coding
GO ID

GO:0000226

UniProtAcc

Q9Y4B5


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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
23255MTCL1AEH-subject3HumanEndometriumAEH5.60e-195.66e-01-0.2576
23255MTCL1AEH-subject4HumanEndometriumAEH1.38e-032.84e-01-0.2657
23255MTCL1EEC-subject1HumanEndometriumEEC7.54e-063.03e-01-0.2682
23255MTCL1GSM6177620_NYU_UCEC1_lib1_lib1HumanEndometriumEEC1.70e-02-1.04e-01-0.1869
23255MTCL1GSM6177620_NYU_UCEC1_lib3_lib3HumanEndometriumEEC1.42e-06-7.94e-02-0.1883
23255MTCL1GSM6177621_NYU_UCEC2_lib1_lib1HumanEndometriumEEC1.09e-04-3.47e-02-0.1934
23255MTCL1GSM6177622_NYU_UCEC3_lib1_lib1HumanEndometriumEEC2.21e-06-7.89e-02-0.1917
23255MTCL1GSM6177622_NYU_UCEC3_lib2_lib2HumanEndometriumEEC2.48e-04-1.04e-01-0.1916
23255MTCL1GSM6177623_NYU_UCEC3_VisHumanEndometriumEEC7.24e-03-7.53e-02-0.1269
23255MTCL1P4T-EHumanEsophagusESCC4.70e-023.68e-020.1323
23255MTCL1P5T-EHumanEsophagusESCC7.09e-081.56e-010.1327
23255MTCL1P9T-EHumanEsophagusESCC7.55e-032.23e-020.1131
23255MTCL1P10T-EHumanEsophagusESCC1.41e-113.02e-010.116
23255MTCL1P11T-EHumanEsophagusESCC3.02e-041.42e-010.1426
23255MTCL1P12T-EHumanEsophagusESCC4.06e-112.23e-010.1122
23255MTCL1P15T-EHumanEsophagusESCC7.81e-111.13e-010.1149
23255MTCL1P21T-EHumanEsophagusESCC3.39e-106.80e-020.1617
23255MTCL1P22T-EHumanEsophagusESCC5.29e-043.87e-020.1236
23255MTCL1P23T-EHumanEsophagusESCC6.81e-054.51e-020.108
23255MTCL1P26T-EHumanEsophagusESCC6.40e-101.07e-010.1276
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check button Transcriptomic changes along malignancy continuum.
TissueExpression DynamicsAbbreviation
EndometriumThe 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.AEH: Atypical endometrial hyperplasia
EEC: Endometrioid 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
∗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:009031621LiverHCCpositive regulation of intracellular protein transport121/7958160/187231.27e-171.39e-15121
GO:190495122LiverHCCpositive regulation of establishment of protein localization207/7958319/187233.95e-163.29e-14207
GO:005122222LiverHCCpositive regulation of protein transport194/7958303/187232.41e-141.56e-12194
GO:009015012LiverHCCestablishment of protein localization to membrane168/7958260/187234.07e-132.13e-11168
GO:190547511LiverHCCregulation of protein localization to membrane113/7958175/187232.90e-097.78e-08113
GO:190353311LiverHCCregulation of protein targeting60/795881/187237.70e-091.94e-0760
GO:000716322LiverHCCestablishment or maintenance of cell polarity133/7958218/187232.48e-085.73e-07133
GO:190547711LiverHCCpositive regulation of protein localization to membrane68/7958106/187235.50e-066.82e-0568
GO:00066121LiverHCCprotein targeting to membrane75/7958131/187234.58e-043.04e-0375
GO:00903141LiverHCCpositive regulation of protein targeting to membrane20/795830/187236.52e-032.65e-0220
GO:00903131LiverHCCregulation of protein targeting to membrane23/795836/187237.85e-033.11e-0223
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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
MTCL1SNVMissense_Mutationnovelc.2037N>Cp.Leu679Phep.L679FQ9Y4B5protein_codingdeleterious(0)probably_damaging(0.982)TCGA-A2-A3Y0-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapyadriamycinCR
MTCL1SNVMissense_Mutationnovelc.3214N>Ap.Glu1072Lysp.E1072KQ9Y4B5protein_codingdeleterious(0)probably_damaging(0.919)TCGA-A7-A0DB-01Breastbreast invasive carcinomaFemale<65I/IIHormone TherapyarimidexSD
MTCL1SNVMissense_Mutationc.2158N>Tp.Leu720Phep.L720FQ9Y4B5protein_codingdeleterious(0)probably_damaging(0.954)TCGA-AN-A0FK-01Breastbreast invasive carcinomaFemale>=65III/IVUnknownUnknownSD
MTCL1SNVMissense_Mutationnovelc.1451N>Ap.Leu484Glnp.L484QQ9Y4B5protein_codingdeleterious(0)probably_damaging(0.972)TCGA-B6-A0RE-01Breastbreast invasive carcinomaFemale<65I/IIUnknownUnknownSD
MTCL1SNVMissense_Mutationnovelc.2832N>Cp.Lys944Asnp.K944NQ9Y4B5protein_codingtolerated(0.3)benign(0.297)TCGA-BH-A0B6-01Breastbreast invasive carcinomaFemale<65I/IIUnknownUnknownSD
MTCL1SNVMissense_Mutationc.2878N>Ap.Pro960Thrp.P960TQ9Y4B5protein_codingtolerated(0.1)benign(0.024)TCGA-BH-A0DL-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapycytoxanCR
MTCL1SNVMissense_Mutationrs145193610c.3266C>Tp.Pro1089Leup.P1089LQ9Y4B5protein_codingdeleterious(0.03)benign(0.324)TCGA-BH-A6R8-01Breastbreast invasive carcinomaFemale<65I/IIUnknownUnknownSD
MTCL1insertionFrame_Shift_Insnovelc.399_400insGTTATCCCAGCCACTCTCCTTTTTCp.Lys134ValfsTer13p.K134Vfs*13Q9Y4B5protein_codingTCGA-A8-A09T-01Breastbreast invasive carcinomaFemale>=65I/IIHormone TherapyanastrozoleSD
MTCL1insertionFrame_Shift_Insnovelc.1450_1451insCAGCAGGp.Leu484ProfsTer22p.L484Pfs*22Q9Y4B5protein_codingTCGA-B6-A0RE-01Breastbreast invasive carcinomaFemale<65I/IIUnknownUnknownSD
MTCL1insertionFrame_Shift_Insnovelc.4291_4292insTGTCGTCTCCTTCCCGGAGCCTTAGGAGCAGACAGGTp.Arg1431MetfsTer22p.R1431Mfs*22Q9Y4B5protein_codingTCGA-BH-A1FD-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownPD
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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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