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: MTSS1L

Gene summary for MTSS1L

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

MTSS1L

Gene ID

92154

Gene nameMTSS I-BAR domain containing 2
Gene AliasABBA
Cytomap16q22.1
Gene Typeprotein-coding
GO ID

GO:0007009

UniProtAcc

Q765P7


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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
92154MTSS1LP31T-EHumanEsophagusESCC2.04e-172.69e-010.1251
92154MTSS1LP32T-EHumanEsophagusESCC6.45e-071.11e-010.1666
92154MTSS1LP37T-EHumanEsophagusESCC6.23e-051.73e-010.1371
92154MTSS1LP38T-EHumanEsophagusESCC2.83e-021.10e-010.127
92154MTSS1LP39T-EHumanEsophagusESCC2.66e-056.74e-020.0894
92154MTSS1LP42T-EHumanEsophagusESCC2.04e-051.58e-010.1175
92154MTSS1LP44T-EHumanEsophagusESCC9.95e-031.29e-010.1096
92154MTSS1LP47T-EHumanEsophagusESCC2.08e-081.20e-010.1067
92154MTSS1LP48T-EHumanEsophagusESCC8.35e-071.40e-010.0959
92154MTSS1LP52T-EHumanEsophagusESCC4.33e-059.17e-020.1555
92154MTSS1LP54T-EHumanEsophagusESCC1.10e-042.20e-010.0975
92154MTSS1LP57T-EHumanEsophagusESCC1.19e-041.36e-010.0926
92154MTSS1LP61T-EHumanEsophagusESCC5.54e-061.37e-010.099
92154MTSS1LP62T-EHumanEsophagusESCC2.98e-111.46e-010.1302
92154MTSS1LP65T-EHumanEsophagusESCC5.27e-061.34e-010.0978
92154MTSS1LP74T-EHumanEsophagusESCC3.38e-049.36e-020.1479
92154MTSS1LP75T-EHumanEsophagusESCC1.17e-122.21e-010.1125
92154MTSS1LP76T-EHumanEsophagusESCC1.03e-081.16e-010.1207
92154MTSS1LP79T-EHumanEsophagusESCC1.73e-122.38e-010.1154
92154MTSS1LP80T-EHumanEsophagusESCC2.71e-082.36e-010.155
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check button Transcriptomic changes along malignancy continuum.
TissueExpression DynamicsAbbreviation
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
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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
MTSS1LSNVMissense_Mutationc.1090N>Cp.Thr364Prop.T364PQ765P7protein_codingtolerated(0.05)possibly_damaging(0.876)TCGA-A2-A4RW-01Breastbreast invasive carcinomaFemale<65III/IVUnknownUnknownSD
MTSS1LSNVMissense_Mutationc.334N>Ap.Glu112Lysp.E112KQ765P7protein_codingdeleterious(0.01)benign(0.281)TCGA-GM-A2DI-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapytaxotereCR
MTSS1LSNVMissense_Mutationnovelc.328C>Tp.Arg110Cysp.R110CQ765P7protein_codingdeleterious(0)benign(0.029)TCGA-2W-A8YY-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinCR
MTSS1LSNVMissense_Mutationrs761912285c.2186N>Ap.Arg729Hisp.R729HQ765P7protein_codingdeleterious(0)probably_damaging(0.999)TCGA-EA-A6QX-01Cervixcervical & endocervical cancerFemale<65III/IVUnknownUnknownSD
MTSS1LSNVMissense_Mutationrs770157588c.1861N>Ap.Glu621Lysp.E621KQ765P7protein_codingtolerated(0.39)benign(0.102)TCGA-IR-A3LK-01Cervixcervical & endocervical cancerFemale>=65I/IIChemotherapycisplatinPD
MTSS1LSNVMissense_Mutationnovelc.768N>Tp.Trp256Cysp.W256CQ765P7protein_codingdeleterious(0.01)probably_damaging(0.99)TCGA-VS-A958-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinCR
MTSS1LSNVMissense_Mutationrs770157588c.1861N>Ap.Glu621Lysp.E621KQ765P7protein_codingtolerated(0.39)benign(0.102)TCGA-AA-3949-01Colorectumcolon adenocarcinomaFemale>=65III/IVUnknownUnknownSD
MTSS1LSNVMissense_Mutationrs138255587c.922N>Tp.Arg308Cysp.R308CQ765P7protein_codingdeleterious(0.01)probably_damaging(0.991)TCGA-AZ-4313-01Colorectumcolon adenocarcinomaFemale<65I/IIUnknownUnknownSD
MTSS1LSNVMissense_Mutationc.1229N>Tp.Ala410Valp.A410VQ765P7protein_codingtolerated(0.14)benign(0.097)TCGA-D5-6927-01Colorectumcolon adenocarcinomaMale<65I/IIUnknownUnknownSD
MTSS1LSNVMissense_Mutationrs149700961c.1330N>Ap.Ala444Thrp.A444TQ765P7protein_codingtolerated(0.15)benign(0.001)TCGA-EI-6882-01Colorectumrectum adenocarcinomaMale<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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