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: CMSS1

Gene summary for CMSS1

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

CMSS1

Gene ID

84319

Gene namecms1 ribosomal small subunit homolog
Gene AliasC3orf26
Cytomap3q12.1
Gene Typeprotein-coding
GO ID

GO:0003674

UniProtAcc

Q9BQ75


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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
84319CMSS1Pt13.bHumanLiverHCC7.58e-108.12e-020.0251
84319CMSS1Pt14.aHumanLiverHCC3.17e-064.60e-010.0169
84319CMSS1Pt14.bHumanLiverHCC4.15e-021.38e-010.018
84319CMSS1S014HumanLiverHCC4.24e-055.05e-010.2254
84319CMSS1S015HumanLiverHCC7.96e-121.10e+000.2375
84319CMSS1S016HumanLiverHCC1.49e-138.71e-010.2243
84319CMSS1S027HumanLiverHCC2.72e-088.57e-010.2446
84319CMSS1S028HumanLiverHCC1.64e-119.63e-010.2503
84319CMSS1S029HumanLiverHCC2.62e-036.02e-010.2581
84319CMSS1C04HumanOral cavityOSCC4.90e-221.55e+000.2633
84319CMSS1C21HumanOral cavityOSCC3.21e-171.12e+000.2678
84319CMSS1C30HumanOral cavityOSCC1.99e-231.62e+000.3055
84319CMSS1C38HumanOral cavityOSCC2.75e-058.12e-010.172
84319CMSS1C43HumanOral cavityOSCC4.54e-16-7.68e-020.1704
84319CMSS1C46HumanOral cavityOSCC3.41e-056.63e-020.1673
84319CMSS1C51HumanOral cavityOSCC1.62e-036.33e-010.2674
84319CMSS1C06HumanOral cavityOSCC1.46e-051.51e+000.2699
84319CMSS1C08HumanOral cavityOSCC2.21e-228.04e-010.1919
84319CMSS1C09HumanOral cavityOSCC2.46e-06-6.92e-020.1431
84319CMSS1LP17HumanOral cavityLP2.18e-031.21e+000.2349
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check button Transcriptomic changes along malignancy continuum.
TissueExpression DynamicsAbbreviation
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
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
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
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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
CMSS1SNVMissense_Mutationrs746747839c.464N>Tp.Ser155Leup.S155LQ9BQ75protein_codingdeleterious(0.01)probably_damaging(0.995)TCGA-AN-A046-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
CMSS1insertionFrame_Shift_Insnovelc.648_649insCTATGTTGCCCAGGCTGGTCTCp.Lys217LeufsTer12p.K217Lfs*12Q9BQ75protein_codingTCGA-BH-A0AY-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapySD
CMSS1SNVMissense_Mutationrs767387483c.587C>Tp.Ala196Valp.A196VQ9BQ75protein_codingdeleterious(0)benign(0.007)TCGA-2W-A8YY-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinCR
CMSS1SNVMissense_Mutationc.4N>Tp.Ala2Serp.A2SQ9BQ75protein_codingdeleterious(0.02)probably_damaging(0.978)TCGA-C5-A1MI-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinPD
CMSS1SNVMissense_Mutationrs752532070c.193N>Ap.Glu65Lysp.E65KQ9BQ75protein_codingdeleterious(0.04)benign(0.258)TCGA-DS-A5RQ-01Cervixcervical & endocervical cancerFemale>=65I/IIChemotherapycisplatinCR
CMSS1SNVMissense_Mutationnovelc.91N>Ap.Asp31Asnp.D31NQ9BQ75protein_codingtolerated(0.09)benign(0)TCGA-JW-A5VL-01Cervixcervical & endocervical cancerFemale<65I/IIUnknownUnknownSD
CMSS1SNVMissense_Mutationc.691N>Cp.Lys231Glnp.K231QQ9BQ75protein_codingdeleterious(0.01)probably_damaging(0.978)TCGA-AA-3667-01Colorectumcolon adenocarcinomaFemale<65I/IIUnknownUnknownSD
CMSS1SNVMissense_Mutationrs756587102c.741G>Ap.Met247Ilep.M247IQ9BQ75protein_codingdeleterious(0.02)benign(0.018)TCGA-CK-4951-01Colorectumcolon adenocarcinomaFemale>=65I/IIUnknownUnknownPD
CMSS1SNVMissense_Mutationrs776581370c.611N>Ap.Arg204Hisp.R204HQ9BQ75protein_codingtolerated(0.23)benign(0.031)TCGA-CM-4746-01Colorectumcolon adenocarcinomaMale<65I/IIUnknownUnknownSD
CMSS1SNVMissense_Mutationc.695T>Gp.Phe232Cysp.F232CQ9BQ75protein_codingtolerated(0.14)benign(0.009)TCGA-AG-3892-01Colorectumrectum 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
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