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: MCTS1

Gene summary for MCTS1

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

MCTS1

Gene ID

28985

Gene nameMCTS1 re-initiation and release factor
Gene AliasMCT-1
CytomapXq24
Gene Typeprotein-coding
GO ID

GO:0001731

UniProtAcc

Q9ULC4


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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
28985MCTS1LZE4THumanEsophagusESCC2.76e-143.29e-010.0811
28985MCTS1LZE7THumanEsophagusESCC1.15e-119.32e-010.0667
28985MCTS1LZE8THumanEsophagusESCC2.33e-032.98e-010.067
28985MCTS1LZE20THumanEsophagusESCC3.47e-033.43e-010.0662
28985MCTS1LZE22D1HumanEsophagusHGIN8.19e-037.41e-020.0595
28985MCTS1LZE24THumanEsophagusESCC5.85e-311.03e+000.0596
28985MCTS1LZE21THumanEsophagusESCC9.48e-065.74e-010.0655
28985MCTS1LZE6THumanEsophagusESCC9.21e-106.29e-010.0845
28985MCTS1P1T-EHumanEsophagusESCC1.20e-106.33e-010.0875
28985MCTS1P2T-EHumanEsophagusESCC9.61e-346.86e-010.1177
28985MCTS1P4T-EHumanEsophagusESCC3.08e-441.10e+000.1323
28985MCTS1P5T-EHumanEsophagusESCC1.96e-461.00e+000.1327
28985MCTS1P8T-EHumanEsophagusESCC1.85e-235.85e-010.0889
28985MCTS1P9T-EHumanEsophagusESCC1.46e-421.08e+000.1131
28985MCTS1P10T-EHumanEsophagusESCC1.62e-541.11e+000.116
28985MCTS1P11T-EHumanEsophagusESCC7.38e-158.66e-010.1426
28985MCTS1P12T-EHumanEsophagusESCC3.32e-234.72e-010.1122
28985MCTS1P15T-EHumanEsophagusESCC2.21e-286.31e-010.1149
28985MCTS1P16T-EHumanEsophagusESCC1.42e-193.91e-010.1153
28985MCTS1P17T-EHumanEsophagusESCC1.22e-137.26e-010.1278
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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
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:000218127EsophagusHGINcytoplasmic translation108/2587148/187231.70e-601.02e-56108
GO:002261327EsophagusHGINribonucleoprotein complex biogenesis158/2587463/187232.61e-295.23e-26158
GO:007182627EsophagusHGINribonucleoprotein complex subunit organization84/2587227/187231.34e-185.37e-1684
GO:002261827EsophagusHGINribonucleoprotein complex assembly82/2587220/187232.07e-187.36e-1682
GO:000641320EsophagusHGINtranslational initiation55/2587118/187237.33e-182.31e-1555
GO:001603227EsophagusHGINviral process118/2587415/187233.01e-156.22e-13118
GO:000218320EsophagusHGINcytoplasmic translational initiation19/258734/187231.01e-086.44e-0719
GO:002241120EsophagusHGINcellular component disassembly102/2587443/187238.31e-084.33e-06102
GO:19030089EsophagusHGINorganelle disassembly36/2587114/187238.60e-073.58e-0536
GO:001908016EsophagusHGINviral gene expression28/258794/187234.52e-051.09e-0328
GO:001908115EsophagusHGINviral translation8/258716/187236.00e-048.41e-038
GO:0022613111EsophagusESCCribonucleoprotein complex biogenesis365/8552463/187231.74e-491.11e-45365
GO:0002181111EsophagusESCCcytoplasmic translation135/8552148/187234.17e-322.65e-29135
GO:0016032111EsophagusESCCviral process301/8552415/187233.34e-291.32e-26301
GO:0022411111EsophagusESCCcellular component disassembly305/8552443/187231.94e-234.57e-21305
GO:0006413110EsophagusESCCtranslational initiation100/8552118/187231.16e-181.25e-16100
GO:0071826111EsophagusESCCribonucleoprotein complex subunit organization166/8552227/187232.94e-172.42e-15166
GO:0022618111EsophagusESCCribonucleoprotein complex assembly159/8552220/187238.19e-165.71e-14159
GO:001908017EsophagusESCCviral gene expression80/855294/187232.04e-151.28e-1380
GO:190300816EsophagusESCCorganelle disassembly89/8552114/187231.36e-125.80e-1189
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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
MCTS1SNVMissense_Mutationrs750185102c.5G>Ap.Gly2Aspp.G2DQ9ULC4protein_codingdeleterious_low_confidence(0)benign(0.07)TCGA-A1-A0SJ-01Breastbreast invasive carcinomaFemale<65III/IVUnknownUnknownSD
MCTS1SNVMissense_Mutationc.81G>Tp.Lys27Asnp.K27NQ9ULC4protein_codingdeleterious(0)probably_damaging(0.944)TCGA-AN-A046-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
MCTS1SNVMissense_Mutationc.433N>Cp.Cys145Argp.C145RQ9ULC4protein_codingdeleterious(0)benign(0.239)TCGA-A6-2684-01Colorectumcolon adenocarcinomaFemale>=65I/IIUnknownUnknownPD
MCTS1SNVMissense_Mutationc.491N>Ap.Gly164Aspp.G164DQ9ULC4protein_codingdeleterious(0.02)benign(0.226)TCGA-AA-3672-01Colorectumcolon adenocarcinomaFemale>=65III/IVUnknownUnknownSD
MCTS1SNVMissense_Mutationc.27A>Cp.Lys9Asnp.K9NQ9ULC4protein_codingdeleterious(0.03)benign(0.267)TCGA-CA-6717-01Colorectumcolon adenocarcinomaMale<65I/IIChemotherapyoxaliplatinCR
MCTS1SNVMissense_Mutationnovelc.96N>Tp.Glu32Aspp.E32DQ9ULC4protein_codingtolerated(0.28)benign(0)TCGA-A5-A0G2-01Endometriumuterine corpus endometrioid carcinomaFemale<65III/IVUnknownUnknownSD
MCTS1SNVMissense_Mutationc.224G>Ap.Arg75Lysp.R75KQ9ULC4protein_codingtolerated(0.44)benign(0.203)TCGA-A5-A1OF-01Endometriumuterine corpus endometrioid carcinomaFemale<65I/IIUnknownUnknownSD
MCTS1SNVMissense_Mutationnovelc.141N>Tp.Lys47Asnp.K47NQ9ULC4protein_codingdeleterious(0)possibly_damaging(0.847)TCGA-A5-A2K5-01Endometriumuterine corpus endometrioid carcinomaFemale>=65I/IIUnknownUnknownSD
MCTS1SNVMissense_Mutationc.314T>Cp.Phe105Serp.F105SQ9ULC4protein_codingdeleterious(0.03)possibly_damaging(0.455)TCGA-AP-A051-01Endometriumuterine corpus endometrioid carcinomaFemale>=65I/IIUnknownUnknownSD
MCTS1SNVMissense_Mutationc.398N>Cp.Val133Alap.V133AQ9ULC4protein_codingdeleterious(0.01)probably_damaging(0.956)TCGA-AP-A0LM-01Endometriumuterine corpus endometrioid carcinomaFemale<65III/IVChemotherapycisplatinSD
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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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