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: MRPS36

Gene summary for MRPS36

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

MRPS36

Gene ID

92259

Gene namemitochondrial ribosomal protein S36
Gene AliasDC47
Cytomap5q13.2
Gene Typeprotein-coding
GO ID

GO:0006082

UniProtAcc

P82909


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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
92259MRPS36AEH-subject1HumanEndometriumAEH6.83e-11-2.67e-01-0.3059
92259MRPS36AEH-subject2HumanEndometriumAEH3.59e-10-2.16e-01-0.2525
92259MRPS36AEH-subject3HumanEndometriumAEH5.87e-12-2.85e-01-0.2576
92259MRPS36AEH-subject4HumanEndometriumAEH1.11e-08-2.75e-01-0.2657
92259MRPS36EEC-subject1HumanEndometriumEEC1.34e-14-2.78e-01-0.2682
92259MRPS36EEC-subject2HumanEndometriumEEC7.82e-12-3.24e-01-0.2607
92259MRPS36EEC-subject3HumanEndometriumEEC1.33e-22-2.91e-01-0.2525
92259MRPS36EEC-subject4HumanEndometriumEEC1.27e-04-1.95e-01-0.2571
92259MRPS36EEC-subject5HumanEndometriumEEC9.32e-07-1.94e-01-0.249
92259MRPS36GSM5276934HumanEndometriumEEC7.32e-15-3.73e-01-0.0913
92259MRPS36GSM5276937HumanEndometriumEEC6.93e-04-2.72e-01-0.0897
92259MRPS36GSM6177620_NYU_UCEC1_lib1_lib1HumanEndometriumEEC6.47e-22-3.05e-01-0.1869
92259MRPS36GSM6177620_NYU_UCEC1_lib2_lib2HumanEndometriumEEC1.42e-27-2.93e-01-0.1875
92259MRPS36GSM6177620_NYU_UCEC1_lib3_lib3HumanEndometriumEEC9.57e-29-2.52e-01-0.1883
92259MRPS36GSM6177621_NYU_UCEC2_lib1_lib1HumanEndometriumEEC8.54e-28-3.49e-01-0.1934
92259MRPS36GSM6177622_NYU_UCEC3_lib1_lib1HumanEndometriumEEC1.57e-41-4.05e-01-0.1917
92259MRPS36GSM6177622_NYU_UCEC3_lib2_lib2HumanEndometriumEEC5.00e-40-3.84e-01-0.1916
92259MRPS36GSM6177623_NYU_UCEC3_VisHumanEndometriumEEC7.76e-09-1.82e-01-0.1269
92259MRPS36LZE4THumanEsophagusESCC4.04e-091.93e-010.0811
92259MRPS36LZE7THumanEsophagusESCC1.37e-064.39e-010.0667
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check button Transcriptomic changes along malignancy continuum.
TissueExpression DynamicsAbbreviation
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:00436485EsophagusESCCdicarboxylic acid metabolic process58/855296/187232.55e-031.09e-0258
GO:004364811LiverCirrhoticdicarboxylic acid metabolic process43/463496/187231.42e-051.97e-0443
GO:00436482LiverHCCdicarboxylic acid metabolic process68/795896/187231.73e-084.14e-0768
GO:00061031LiverHCC2-oxoglutarate metabolic process14/795818/187232.57e-031.23e-0214
GO:00436484Oral cavityOSCCdicarboxylic acid metabolic process50/730596/187236.24e-032.35e-0250
GO:00436486SkincSCCdicarboxylic acid metabolic process38/486496/187232.38e-031.38e-0238
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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
MRPS36insertionNonsense_Mutationnovelc.293_294insTTAAACAAGTGTAAAGATATTGAGAAAACTACCCTCp.Gln98delinsHisTerThrSerValLysIleLeuArgLysLeuProSerp.Q98delinsH*TSVKILRKLPSP82909protein_codingTCGA-A2-A0CQ-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapyadriamycinSD
MRPS36SNVMissense_Mutationc.10N>Gp.Ser4Glyp.S4GP82909protein_codingdeleterious(0.04)probably_damaging(0.98)TCGA-AG-3882-01Colorectumrectum adenocarcinomaFemale>=65I/IIUnknownUnknownSD
MRPS36SNVMissense_Mutationc.232N>Cp.Lys78Glnp.K78QP82909protein_codingtolerated(0.23)possibly_damaging(0.876)TCGA-AX-A0J0-01Endometriumuterine corpus endometrioid carcinomaFemale<65I/IIUnknownUnknownSD
MRPS36SNVMissense_Mutationnovelc.271C>Gp.Gln91Glup.Q91EP82909protein_codingtolerated(0.72)benign(0.031)TCGA-MN-A4N4-01Lunglung adenocarcinomaMale<65I/IIUnknownUnknownSD
MRPS36SNVMissense_Mutationnovelc.67N>Gp.Ile23Valp.I23VP82909protein_codingdeleterious(0.01)probably_damaging(0.986)TCGA-NC-A5HL-01Lunglung squamous cell carcinomaMale>=65I/IIUnknownUnknownSD
MRPS36SNVMissense_Mutationc.16N>Gp.Met6Valp.M6VP82909protein_codingtolerated(0.16)benign(0.124)TCGA-BR-8687-01Stomachstomach adenocarcinomaFemale>=65III/IVUnknownUnknownPD
MRPS36SNVMissense_Mutationnovelc.206N>Cp.Gly69Alap.G69AP82909protein_codingdeleterious(0.02)possibly_damaging(0.874)TCGA-VQ-A8P3-01Stomachstomach adenocarcinomaMale>=65III/IVChemotherapyfluorouracilCR
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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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