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
57509MTUS1CA_HPV_1HumanCervixCC1.95e-08-2.25e-010.0264
57509MTUS1CA_HPV_3HumanCervixCC6.92e-051.61e-010.0414
57509MTUS1CCI_1HumanCervixCC4.88e-071.11e+000.528
57509MTUS1CCI_2HumanCervixCC1.27e-091.44e+000.5249
57509MTUS1CCI_3HumanCervixCC1.35e-171.30e+000.516
57509MTUS1sample3HumanCervixCC1.31e-051.03e-010.1387
57509MTUS1H2HumanCervixHSIL_HPV1.05e-093.98e-010.0632
57509MTUS1HTA11_3410_2000001011HumanColorectumAD1.97e-28-8.09e-010.0155
57509MTUS1HTA11_2951_2000001011HumanColorectumAD5.18e-04-7.24e-010.0216
57509MTUS1HTA11_347_2000001011HumanColorectumAD1.36e-075.03e-01-0.1954
57509MTUS1HTA11_3361_2000001011HumanColorectumAD4.48e-06-6.04e-01-0.1207
57509MTUS1HTA11_7862_2000001011HumanColorectumAD2.39e-05-6.88e-01-0.0179
57509MTUS1HTA11_866_3004761011HumanColorectumAD6.49e-22-8.32e-010.096
57509MTUS1HTA11_10711_2000001011HumanColorectumAD4.02e-08-6.81e-010.0338
57509MTUS1HTA11_7696_3000711011HumanColorectumAD2.11e-28-6.93e-010.0674
57509MTUS1HTA11_6818_2000001011HumanColorectumAD1.09e-05-6.18e-010.0112
57509MTUS1HTA11_6818_2000001021HumanColorectumAD7.69e-04-6.21e-010.0588
57509MTUS1HTA11_99999970781_79442HumanColorectumMSS4.61e-19-6.10e-010.294
57509MTUS1HTA11_99999965104_69814HumanColorectumMSS1.92e-06-7.10e-010.281
57509MTUS1HTA11_99999971662_82457HumanColorectumMSS1.83e-16-5.84e-010.3859
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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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