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: MRPS26

Gene summary for MRPS26

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

MRPS26

Gene ID

64949

Gene namemitochondrial ribosomal protein S26
Gene AliasC20orf193
Cytomap20p13
Gene Typeprotein-coding
GO ID

GO:0006950

UniProtAcc

Q9BYN8


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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
64949MRPS26HTA11_347_2000001011HumanColorectumAD4.31e-072.07e-01-0.1954
64949MRPS26HTA11_1391_2000001011HumanColorectumAD6.92e-082.78e-01-0.059
64949MRPS26HTA11_866_3004761011HumanColorectumAD3.92e-062.34e-010.096
64949MRPS26HTA11_99999965062_69753HumanColorectumMSI-H1.77e-026.24e-010.3487
64949MRPS26HTA11_99999974143_84620HumanColorectumMSS1.09e-042.46e-010.3005
64949MRPS26AEH-subject1HumanEndometriumAEH3.98e-06-2.03e-01-0.3059
64949MRPS26AEH-subject2HumanEndometriumAEH7.11e-06-2.75e-01-0.2525
64949MRPS26AEH-subject3HumanEndometriumAEH1.14e-03-1.41e-01-0.2576
64949MRPS26AEH-subject4HumanEndometriumAEH6.02e-07-3.46e-01-0.2657
64949MRPS26AEH-subject5HumanEndometriumAEH1.05e-05-3.42e-01-0.2953
64949MRPS26EEC-subject1HumanEndometriumEEC7.63e-08-2.40e-01-0.2682
64949MRPS26EEC-subject2HumanEndometriumEEC3.76e-05-1.53e-01-0.2607
64949MRPS26EEC-subject3HumanEndometriumEEC6.85e-34-4.81e-01-0.2525
64949MRPS26EEC-subject4HumanEndometriumEEC1.93e-04-2.68e-01-0.2571
64949MRPS26EEC-subject5HumanEndometriumEEC2.16e-04-1.53e-01-0.249
64949MRPS26GSM5276934HumanEndometriumEEC2.52e-18-4.47e-01-0.0913
64949MRPS26GSM5276937HumanEndometriumEEC1.18e-08-3.55e-01-0.0897
64949MRPS26GSM6177620_NYU_UCEC1_lib1_lib1HumanEndometriumEEC9.02e-30-2.95e-01-0.1869
64949MRPS26GSM6177620_NYU_UCEC1_lib2_lib2HumanEndometriumEEC5.63e-24-2.83e-01-0.1875
64949MRPS26GSM6177620_NYU_UCEC1_lib3_lib3HumanEndometriumEEC5.73e-28-3.61e-01-0.1883
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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
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:0042769ColorectumADDNA damage response, detection of DNA damage8/391813/187231.70e-031.41e-028
GO:00427691ColorectumMSSDNA damage response, detection of DNA damage7/346713/187234.46e-033.15e-027
GO:00427692ColorectumMSI-HDNA damage response, detection of DNA damage6/131913/187231.35e-043.98e-036
GO:00427697EsophagusESCCDNA damage response, detection of DNA damage12/855213/187236.18e-043.32e-0312
GO:00427693LiverCirrhoticDNA damage response, detection of DNA damage10/463413/187231.14e-041.14e-0310
GO:004276911LiverHCCDNA damage response, detection of DNA damage11/795813/187232.38e-031.16e-0211
GO:00427696Oral cavityOSCCDNA damage response, detection of DNA damage11/730513/187231.02e-035.29e-0311
GO:004276913Oral cavityLPDNA damage response, detection of DNA damage9/462313/187238.93e-047.64e-039
GO:00427695ProstateBPHDNA damage response, detection of DNA damage6/310713/187231.24e-024.94e-026
GO:00427698SkincSCCDNA damage response, detection of DNA damage10/486413/187231.78e-041.50e-0310
GO:00427699ThyroidPTCDNA damage response, detection of DNA damage10/596813/187231.11e-036.51e-0310
GO:004276914ThyroidATCDNA damage response, detection of DNA damage10/629313/187231.77e-038.71e-0310
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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
MRPS26SNVMissense_Mutationnovelc.590N>Gp.Val197Glyp.V197GQ9BYN8protein_codingdeleterious(0)possibly_damaging(0.787)TCGA-BH-A0HO-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapycyclophosphamideSD
MRPS26SNVMissense_Mutationc.583N>Tp.Gly195Trpp.G195WQ9BYN8protein_codingdeleterious(0)probably_damaging(1)TCGA-D8-A1XK-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapydoxorubicine+cyclophosphamideSD
MRPS26SNVMissense_Mutationnovelc.590T>Gp.Val197Glyp.V197GQ9BYN8protein_codingdeleterious(0)possibly_damaging(0.787)TCGA-E9-A1R5-01Breastbreast invasive carcinomaFemale<65I/IIHormone TherapytamoxiphenSD
MRPS26SNVMissense_Mutationnovelc.268N>Gp.Leu90Valp.L90VQ9BYN8protein_codingtolerated(0.1)benign(0.009)TCGA-V7-A7HQ-01Breastbreast invasive carcinomaFemale>=65III/IVHormone TherapyletrozoleCR
MRPS26SNVMissense_Mutationnovelc.170N>Cp.Met57Thrp.M57TQ9BYN8protein_codingtolerated(1)benign(0)TCGA-2W-A8YY-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinCR
MRPS26SNVMissense_Mutationc.176N>Ap.Arg59Hisp.R59HQ9BYN8protein_codingdeleterious(0.01)probably_damaging(0.999)TCGA-CK-4951-01Colorectumcolon adenocarcinomaFemale>=65I/IIUnknownUnknownPD
MRPS26SNVMissense_Mutationnovelc.254N>Tp.Ala85Valp.A85VQ9BYN8protein_codingtolerated(0.11)benign(0.019)TCGA-AP-A0LM-01Endometriumuterine corpus endometrioid carcinomaFemale<65III/IVChemotherapycisplatinSD
MRPS26SNVMissense_Mutationnovelc.575N>Tp.Thr192Ilep.T192IQ9BYN8protein_codingdeleterious(0.01)possibly_damaging(0.731)TCGA-AX-A2HD-01Endometriumuterine corpus endometrioid carcinomaFemale>=65III/IVUnknownUnknownSD
MRPS26SNVMissense_Mutationnovelc.548N>Ap.Ser183Tyrp.S183YQ9BYN8protein_codingdeleterious(0)possibly_damaging(0.711)TCGA-B5-A1MR-01Endometriumuterine corpus endometrioid carcinomaFemale>=65III/IVUnknownUnknownSD
MRPS26SNVMissense_Mutationnovelc.149N>Tp.Pro50Leup.P50LQ9BYN8protein_codingdeleterious(0.01)probably_damaging(0.99)TCGA-EO-A22U-01Endometriumuterine corpus endometrioid carcinomaFemale>=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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