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: MST1

Gene summary for MST1

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

MST1

Gene ID

4485

Gene namemacrophage stimulating 1
Gene AliasD3F15S2
Cytomap3p21.31
Gene Typeprotein-coding
GO ID

GO:0001932

UniProtAcc

G3XAK1


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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
4485MST1NAFLD1HumanLiverNAFLD3.23e-033.54e-01-0.04
4485MST1S43HumanLiverCirrhotic1.01e-10-1.13e-01-0.0187
4485MST1HCC1_MengHumanLiverHCC1.03e-703.16e-010.0246
4485MST1HCC2_MengHumanLiverHCC5.26e-05-2.60e-010.0107
4485MST1cirrhotic1HumanLiverCirrhotic4.74e-042.24e-010.0202
4485MST1cirrhotic2HumanLiverCirrhotic8.25e-062.29e-010.0201
4485MST1HCC1HumanLiverHCC5.08e-052.46e+000.5336
4485MST1HCC2HumanLiverHCC1.56e-042.80e+000.5341
4485MST1Pt13.bHumanLiverHCC7.44e-03-5.18e-020.0251
4485MST1Pt14.aHumanLiverHCC2.59e-021.96e-010.0169
4485MST1S014HumanLiverHCC1.18e-128.84e-010.2254
4485MST1S015HumanLiverHCC1.06e-091.02e+000.2375
4485MST1S016HumanLiverHCC8.47e-096.50e-010.2243
4485MST1S027HumanLiverHCC2.15e-091.14e+000.2446
4485MST1S028HumanLiverHCC1.09e-281.61e+000.2503
4485MST1S029HumanLiverHCC3.44e-191.38e+000.2581
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check button Transcriptomic changes along malignancy continuum.
TissueExpression DynamicsAbbreviation
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:00165703LiverNAFLDhistone modification90/1882463/187235.74e-101.28e-0790
GO:00181055LiverNAFLDpeptidyl-serine phosphorylation63/1882315/187237.45e-086.60e-0663
GO:00059965LiverNAFLDmonosaccharide metabolic process53/1882257/187232.89e-071.92e-0553
GO:00182094LiverNAFLDpeptidyl-serine modification64/1882338/187234.65e-072.89e-0564
GO:00620125LiverNAFLDregulation of small molecule metabolic process63/1882334/187236.55e-073.79e-0563
GO:00193185LiverNAFLDhexose metabolic process49/1882237/187237.41e-074.12e-0549
GO:00442623LiverNAFLDcellular carbohydrate metabolic process55/1882283/187231.27e-066.01e-0555
GO:0016051LiverNAFLDcarbohydrate biosynthetic process43/1882202/187231.55e-066.96e-0543
GO:00060065LiverNAFLDglucose metabolic process42/1882196/187231.70e-067.47e-0542
GO:00061093LiverNAFLDregulation of carbohydrate metabolic process38/1882178/187235.71e-062.04e-0438
GO:0046364LiverNAFLDmonosaccharide biosynthetic process22/188282/187231.31e-053.93e-0422
GO:0019319LiverNAFLDhexose biosynthetic process21/188278/187231.93e-055.52e-0421
GO:0006094LiverNAFLDgluconeogenesis20/188275/187233.52e-058.95e-0420
GO:00106753LiverNAFLDregulation of cellular carbohydrate metabolic process31/1882146/187234.47e-051.08e-0331
GO:00109063LiverNAFLDregulation of glucose metabolic process26/1882119/187231.09e-042.13e-0326
GO:0062014LiverNAFLDnegative regulation of small molecule metabolic process21/1882102/187231.09e-031.27e-0221
GO:0043255LiverNAFLDregulation of carbohydrate biosynthetic process20/188297/187231.39e-031.56e-0220
GO:0045912LiverNAFLDnegative regulation of carbohydrate metabolic process12/188248/187232.30e-032.19e-0212
GO:0010677LiverNAFLDnegative regulation of cellular carbohydrate metabolic process11/188242/187232.32e-032.19e-0211
GO:0006111LiverNAFLDregulation of gluconeogenesis11/188248/187237.00e-034.90e-0211
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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
MST1SNVMissense_Mutationnovelc.1465N>Ap.Leu489Metp.L489Mprotein_codingtolerated(0.21)benign(0.255)TCGA-B6-A0IB-01Breastbreast invasive carcinomaFemale<65III/IVUnknownUnknownPD
MST1SNVMissense_Mutationnovelc.185N>Gp.Glu62Glyp.E62Gprotein_codingtolerated(0.06)possibly_damaging(0.479)TCGA-C5-A901-01Cervixcervical & endocervical cancerFemale<65I/IIUnknownUnknownSD
MST1insertionFrame_Shift_Insnovelc.736_737insGp.Asp246GlyfsTer13p.D246Gfs*13protein_codingTCGA-JW-A5VL-01Cervixcervical & endocervical cancerFemale<65I/IIUnknownUnknownSD
MST1SNVMissense_Mutationc.721N>Tp.Pro241Serp.P241Sprotein_codingdeleterious(0.02)probably_damaging(1)TCGA-A6-6780-01Colorectumcolon adenocarcinomaMale>=65I/IIUnknownUnknownSD
MST1SNVMissense_Mutationrs377644714c.320N>Ap.Arg107Glnp.R107Qprotein_codingtolerated(1)benign(0)TCGA-AA-3492-01Colorectumcolon adenocarcinomaFemale>=65I/IIUnknownUnknownSD
MST1SNVMissense_Mutationc.263N>Ap.Ser88Asnp.S88Nprotein_codingtolerated(0.33)benign(0.366)TCGA-CA-6717-01Colorectumcolon adenocarcinomaMale<65I/IIChemotherapyoxaliplatinCR
MST1SNVMissense_Mutationrs369252300c.1702C>Tp.Arg568Trpp.R568Wprotein_codingdeleterious(0.02)possibly_damaging(0.475)TCGA-CK-4951-01Colorectumcolon adenocarcinomaFemale>=65I/IIUnknownUnknownPD
MST1SNVMissense_Mutationc.1855N>Ap.Ala619Thrp.A619Tprotein_codingtolerated(0.22)benign(0.274)TCGA-D5-6930-01Colorectumcolon adenocarcinomaMale>=65I/IIUnknownUnknownSD
MST1SNVMissense_Mutationnovelc.1723N>Cp.Val575Leup.V575Lprotein_codingtolerated(0.06)benign(0.007)TCGA-DM-A1HA-01Colorectumcolon adenocarcinomaMale>=65III/IVUnknownUnknownSD
MST1SNVMissense_Mutationc.465T>Ap.Asp155Glup.D155Eprotein_codingtolerated(0.6)probably_damaging(1)TCGA-G4-6302-01Colorectumcolon adenocarcinomaFemale>=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
4485MST1PROTEASE, KINASE, DRUGGABLE GENOMERETINOIC ACID9886825
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