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: MTUS1

Gene summary for MTUS1

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

MTUS1

Gene ID

57509

Gene namemicrotubule associated scaffold protein 1
Gene AliasATBP
Cytomap8p22
Gene Typeprotein-coding
GO ID

GO:0002376

UniProtAcc

Q9ULD2


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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
57509MTUS1A015-C-002HumanColorectumFAP1.58e-18-7.55e-01-0.0763
57509MTUS1A001-C-203HumanColorectumFAP1.70e-18-3.37e-01-0.0481
57509MTUS1A002-C-116HumanColorectumFAP1.39e-43-4.78e-01-0.0452
57509MTUS1A014-C-008HumanColorectumFAP3.99e-16-4.95e-01-0.191
57509MTUS1A018-E-020HumanColorectumFAP5.83e-23-5.25e-01-0.2034
57509MTUS1F034HumanColorectumFAP1.19e-29-4.82e-01-0.0665
57509MTUS1F072BHumanColorectumFAP7.03e-07-5.46e-020.257
57509MTUS1CRC-1-8810HumanColorectumCRC1.01e-18-5.89e-010.6257
57509MTUS1CRC-3-11773HumanColorectumCRC1.94e-40-8.00e-010.2564
57509MTUS1AEH-subject1HumanEndometriumAEH3.59e-063.67e-01-0.3059
57509MTUS1AEH-subject2HumanEndometriumAEH1.97e-102.88e-01-0.2525
57509MTUS1AEH-subject3HumanEndometriumAEH3.25e-031.78e-01-0.2576
57509MTUS1AEH-subject4HumanEndometriumAEH1.76e-052.80e-01-0.2657
57509MTUS1AEH-subject5HumanEndometriumAEH1.08e-328.44e-01-0.2953
57509MTUS1EEC-subject1HumanEndometriumEEC3.81e-062.75e-01-0.2682
57509MTUS1EEC-subject3HumanEndometriumEEC1.28e-049.08e-02-0.2525
57509MTUS1EEC-subject4HumanEndometriumEEC2.03e-073.75e-01-0.2571
57509MTUS1EEC-subject5HumanEndometriumEEC9.32e-032.69e-01-0.249
57509MTUS1GSM5276934HumanEndometriumEEC1.64e-10-2.88e-01-0.0913
57509MTUS1GSM5276937HumanEndometriumEEC4.63e-02-1.65e-01-0.0897
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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
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:00603267CervixCCcell chemotaxis73/2311310/187232.82e-081.96e-0673
GO:00975298CervixCCmyeloid leukocyte migration56/2311220/187237.21e-084.15e-0656
GO:00305957CervixCCleukocyte chemotaxis57/2311230/187231.48e-077.07e-0657
GO:00509007CervixCCleukocyte migration78/2311369/187231.09e-063.80e-0578
GO:00026857CervixCCregulation of leukocyte migration50/2311210/187232.95e-068.31e-0550
GO:00026888CervixCCregulation of leukocyte chemotaxis34/2311122/187233.00e-068.38e-0534
GO:00509203CervixCCregulation of chemotaxis51/2311223/187238.03e-061.86e-0451
GO:00482464CervixCCmacrophage chemotaxis14/231138/187239.80e-051.27e-0314
GO:19055174CervixCCmacrophage migration16/231155/187237.23e-046.51e-0316
GO:19055212CervixCCregulation of macrophage migration11/231141/187239.17e-034.62e-0211
GO:006032612CervixHSIL_HPVcell chemotaxis36/737310/187236.69e-098.80e-0736
GO:009752912CervixHSIL_HPVmyeloid leukocyte migration29/737220/187231.19e-081.30e-0629
GO:003059512CervixHSIL_HPVleukocyte chemotaxis29/737230/187233.25e-082.70e-0629
GO:005090012CervixHSIL_HPVleukocyte migration38/737369/187236.67e-084.59e-0638
GO:000268512CervixHSIL_HPVregulation of leukocyte migration25/737210/187238.55e-074.16e-0525
GO:190551712CervixHSIL_HPVmacrophage migration11/73755/187238.02e-062.84e-0411
GO:004824612CervixHSIL_HPVmacrophage chemotaxis9/73738/187231.26e-054.05e-049
GO:000268812CervixHSIL_HPVregulation of leukocyte chemotaxis15/737122/187239.01e-051.96e-0315
GO:19055211CervixHSIL_HPVregulation of macrophage migration8/73741/187231.67e-043.17e-038
GO:005092011CervixHSIL_HPVregulation of chemotaxis21/737223/187232.05e-043.70e-0321
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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
MTUS1SNVMissense_Mutationnovelc.262N>Ap.Asp88Asnp.D88NQ9ULD2protein_codingdeleterious(0.04)benign(0.01)TCGA-AN-A046-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
MTUS1SNVMissense_Mutationnovelc.2840N>Tp.Arg947Leup.R947LQ9ULD2protein_codingdeleterious(0)benign(0.015)TCGA-BH-A6R9-01Breastbreast invasive carcinomaFemale<65I/IIUnknownUnknownSD
MTUS1insertionNonsense_Mutationnovelc.3138_3139insATACTATAGATGTAAAGTAACGTCATACGGCTTCATCAp.Ser1047IlefsTer3p.S1047Ifs*3Q9ULD2protein_codingTCGA-A7-A0CG-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
MTUS1insertionIn_Frame_Insnovelc.75_76insCTAp.Asn25_Thr26insLeup.N25_T26insLQ9ULD2protein_codingTCGA-A7-A26I-01Breastbreast invasive carcinomaFemale>=65I/IIChemotherapycytoxanSD
MTUS1insertionFrame_Shift_Insnovelc.1690_1691insGTGCCTTAGTTATATTATGCCATTTAATGGGCp.Asp564GlyfsTer18p.D564Gfs*18Q9ULD2protein_codingTCGA-AO-A0JD-01Breastbreast invasive carcinomaFemale<65III/IVChemotherapycyclophosphamideSD
MTUS1insertionNonsense_Mutationnovelc.918_919insGCCCGCCAGGACAAAAGGTGGGCTCGTCATTTGGACTGACTTGGGp.Ala306_Leu307insAlaArgGlnAspLysArgTrpAlaArgHisLeuAspTerLeuGlyp.A306_L307insARQDKRWARHLD*LGQ9ULD2protein_codingTCGA-BH-A0BJ-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapydoxorubicinSD
MTUS1deletionFrame_Shift_Delnovelc.3425_3459delGCCTGAAAGCTGTGTTAGAGATCAAGAATGAGAAAp.Ser1142ThrfsTer23p.S1142Tfs*23Q9ULD2protein_codingTCGA-BH-A0BL-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapyadriamycinCR
MTUS1insertionFrame_Shift_Insnovelc.1553_1554insTGTTTTTGGTAp.Leu520PhefsTer30p.L520Ffs*30Q9ULD2protein_codingTCGA-BH-A0BM-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapyadriamycinSD
MTUS1insertionNonsense_Mutationnovelc.1552_1553insATTATGAATGAGACTTTTGAATATGGTTCTp.Ala518delinsAspTyrGluTerAspPheTerIleTrpPheSerp.A518delinsDYE*DF*IWFSQ9ULD2protein_codingTCGA-BH-A0BM-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapyadriamycinSD
MTUS1insertionFrame_Shift_Insnovelc.1401_1402insCAp.Lys468GlnfsTer6p.K468Qfs*6Q9ULD2protein_codingTCGA-BH-A202-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapycarboplatinCR
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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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