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: MAST4

Gene summary for MAST4

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

MAST4

Gene ID

375449

Gene namemicrotubule associated serine/threonine kinase family member 4
Gene AliasMAST4
Cytomap5q12.3
Gene Typeprotein-coding
GO ID

GO:0006464

UniProtAcc

J3QT34


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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
375449MAST4CA_HPV_1HumanCervixCC1.75e-12-3.15e-010.0264
375449MAST4CCI_1HumanCervixCC6.06e-031.15e+000.528
375449MAST4CCI_2HumanCervixCC3.87e-081.17e+000.5249
375449MAST4CCI_3HumanCervixCC2.08e-141.22e+000.516
375449MAST4AEH-subject1HumanEndometriumAEH2.34e-196.03e-01-0.3059
375449MAST4AEH-subject2HumanEndometriumAEH4.25e-105.01e-01-0.2525
375449MAST4AEH-subject3HumanEndometriumAEH5.79e-196.19e-01-0.2576
375449MAST4AEH-subject4HumanEndometriumAEH2.29e-105.55e-01-0.2657
375449MAST4AEH-subject5HumanEndometriumAEH2.84e-521.11e+00-0.2953
375449MAST4EEC-subject1HumanEndometriumEEC2.51e-135.45e-01-0.2682
375449MAST4EEC-subject2HumanEndometriumEEC1.33e-317.71e-01-0.2607
375449MAST4EEC-subject3HumanEndometriumEEC1.34e-053.52e-01-0.2525
375449MAST4EEC-subject4HumanEndometriumEEC2.40e-165.95e-01-0.2571
375449MAST4EEC-subject5HumanEndometriumEEC1.16e-094.60e-01-0.249
375449MAST4GSM6177620_NYU_UCEC1_lib1_lib1HumanEndometriumEEC1.49e-032.04e-01-0.1869
375449MAST4GSM6177620_NYU_UCEC1_lib2_lib2HumanEndometriumEEC9.39e-031.71e-01-0.1875
375449MAST4GSM6177620_NYU_UCEC1_lib3_lib3HumanEndometriumEEC1.95e-036.87e-02-0.1883
375449MAST4GSM6177621_NYU_UCEC2_lib1_lib1HumanEndometriumEEC3.58e-022.12e-01-0.1934
375449MAST4GSM6177622_NYU_UCEC3_lib1_lib1HumanEndometriumEEC9.43e-091.11e-01-0.1917
375449MAST4GSM6177622_NYU_UCEC3_lib2_lib2HumanEndometriumEEC2.26e-061.21e-01-0.1916
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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
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
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
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:00181057CervixCCpeptidyl-serine phosphorylation63/2311315/187236.65e-059.47e-0463
GO:00182096CervixCCpeptidyl-serine modification66/2311338/187239.58e-051.25e-0366
GO:00181058EndometriumAEHpeptidyl-serine phosphorylation50/2100315/187237.20e-034.13e-0250
GO:00182099EsophagusESCCpeptidyl-serine modification196/8552338/187233.07e-063.47e-05196
GO:001810515EsophagusESCCpeptidyl-serine phosphorylation184/8552315/187233.22e-063.61e-05184
GO:00181055LiverNAFLDpeptidyl-serine phosphorylation63/1882315/187237.45e-086.60e-0663
GO:00182094LiverNAFLDpeptidyl-serine modification64/1882338/187234.65e-072.89e-0564
GO:001810511LiverHCCpeptidyl-serine phosphorylation169/7958315/187233.86e-053.81e-04169
GO:001820911LiverHCCpeptidyl-serine modification177/7958338/187231.45e-041.17e-03177
GO:00181056LungIACpeptidyl-serine phosphorylation69/2061315/187231.48e-081.87e-0669
GO:00182095LungIACpeptidyl-serine modification70/2061338/187231.23e-071.10e-0570
GO:001810512LungAISpeptidyl-serine phosphorylation60/1849315/187234.75e-073.64e-0560
GO:001820912LungAISpeptidyl-serine modification61/1849338/187232.49e-061.41e-0461
GO:001810521LungMIACpeptidyl-serine phosphorylation37/967315/187232.73e-063.12e-0437
GO:001820921LungMIACpeptidyl-serine modification37/967338/187231.38e-059.86e-0437
GO:00182098Oral cavityOSCCpeptidyl-serine modification175/7305338/187231.09e-061.46e-05175
GO:001810510Oral cavityOSCCpeptidyl-serine phosphorylation164/7305315/187231.51e-061.99e-05164
GO:001810514Oral cavityEOLPpeptidyl-serine phosphorylation84/2218315/187233.32e-131.05e-1084
GO:001820914Oral cavityEOLPpeptidyl-serine modification87/2218338/187231.07e-122.46e-1087
GO:001810522Oral cavityNEOLPpeptidyl-serine phosphorylation70/2005315/187231.97e-091.24e-0770
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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
MAST4SNVMissense_Mutationc.976N>Gp.His326Aspp.H326Dprotein_codingdeleterious(0)probably_damaging(1)TCGA-A2-A0SY-01Breastbreast invasive carcinomaFemale<65III/IVHormone TherapyarimidexSD
MAST4SNVMissense_Mutationnovelc.6466A>Cp.Ser2156Argp.S2156Rprotein_codingtolerated_low_confidence(0.05)benign(0.029)TCGA-A8-A06O-01Breastbreast invasive carcinomaFemale<65I/IIHormone TherapyletrozoleSD
MAST4SNVMissense_Mutationnovelc.1999N>Ap.Val667Ilep.V667Iprotein_codingdeleterious(0)probably_damaging(0.999)TCGA-A8-A085-01Breastbreast invasive carcinomaMale<65I/IIHormone TherapytamoxiphenSD
MAST4SNVMissense_Mutationc.1279N>Cp.Asp427Hisp.D427Hprotein_codingdeleterious(0.01)probably_damaging(0.998)TCGA-AC-A23H-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownPD
MAST4SNVMissense_Mutationnovelc.4880N>Tp.Ala1627Valp.A1627Vprotein_codingtolerated_low_confidence(0.28)benign(0.003)TCGA-AC-A8OQ-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
MAST4SNVMissense_Mutationc.2599N>Ap.Asp867Asnp.D867Nprotein_codingdeleterious(0)probably_damaging(1)TCGA-AN-A0FZ-01Breastbreast invasive carcinomaFemale<65III/IVUnknownUnknownSD
MAST4SNVMissense_Mutationc.2614N>Ap.Asp872Asnp.D872Nprotein_codingdeleterious(0)probably_damaging(1)TCGA-AO-A0J9-01Breastbreast invasive carcinomaFemale<65III/IVChemotherapycyclophosphamidePD
MAST4SNVMissense_Mutationc.2416N>Ap.Asp806Asnp.D806Nprotein_codingdeleterious(0.03)probably_damaging(0.975)TCGA-AR-A1AO-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapydoxorubicinSD
MAST4SNVMissense_Mutationc.626N>Tp.Ser209Leup.S209Lprotein_codingdeleterious_low_confidence(0.02)benign(0.007)TCGA-BH-A18P-01Breastbreast invasive carcinomaFemale<65I/IIUnknownUnknownPD
MAST4SNVMissense_Mutationc.1102G>Ap.Glu368Lysp.E368Kprotein_codingdeleterious(0)probably_damaging(0.999)TCGA-D8-A1J9-01Breastbreast 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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