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: MRPL49

Gene summary for MRPL49

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

MRPL49

Gene ID

740

Gene namemitochondrial ribosomal protein L49
Gene AliasC11orf4
Cytomap11q13.1
Gene Typeprotein-coding
GO ID

GO:0006412

UniProtAcc

A0A024R578


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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
740MRPL49LZE4THumanEsophagusESCC5.94e-081.92e-010.0811
740MRPL49LZE7THumanEsophagusESCC4.03e-072.72e-010.0667
740MRPL49LZE8THumanEsophagusESCC1.20e-061.55e-010.067
740MRPL49LZE20THumanEsophagusESCC2.60e-031.62e-010.0662
740MRPL49LZE24THumanEsophagusESCC8.32e-205.50e-010.0596
740MRPL49LZE6THumanEsophagusESCC7.23e-042.03e-010.0845
740MRPL49P1T-EHumanEsophagusESCC5.81e-031.99e-010.0875
740MRPL49P2T-EHumanEsophagusESCC2.96e-265.04e-010.1177
740MRPL49P4T-EHumanEsophagusESCC5.68e-328.76e-010.1323
740MRPL49P5T-EHumanEsophagusESCC3.37e-163.83e-010.1327
740MRPL49P8T-EHumanEsophagusESCC4.52e-204.09e-010.0889
740MRPL49P9T-EHumanEsophagusESCC1.31e-182.66e-010.1131
740MRPL49P10T-EHumanEsophagusESCC3.90e-244.48e-010.116
740MRPL49P11T-EHumanEsophagusESCC5.33e-136.27e-010.1426
740MRPL49P12T-EHumanEsophagusESCC4.88e-317.81e-010.1122
740MRPL49P15T-EHumanEsophagusESCC1.38e-236.66e-010.1149
740MRPL49P16T-EHumanEsophagusESCC1.78e-388.21e-010.1153
740MRPL49P17T-EHumanEsophagusESCC1.02e-072.94e-010.1278
740MRPL49P19T-EHumanEsophagusESCC1.64e-108.62e-010.1662
740MRPL49P20T-EHumanEsophagusESCC2.19e-205.30e-010.1124
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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
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
∗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
MRPL49SNVMissense_Mutationc.34G>Cp.Gly12Argp.G12RQ13405protein_codingtolerated(0.79)benign(0)TCGA-E2-A14R-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapydoxorubicinPD
MRPL49SNVMissense_Mutationnovelc.85N>Gp.Thr29Alap.T29AQ13405protein_codingtolerated(0.25)benign(0)TCGA-A5-A0VP-01Endometriumuterine corpus endometrioid carcinomaFemale>=65I/IIUnknownUnknownSD
MRPL49SNVMissense_Mutationrs539335985c.286G>Ap.Val96Ilep.V96IQ13405protein_codingtolerated(0.05)possibly_damaging(0.583)TCGA-D1-A16J-01Endometriumuterine corpus endometrioid carcinomaFemale<65I/IIChemotherapycarboplatinSD
MRPL49SNVMissense_Mutationc.4N>Cp.Ala2Prop.A2PQ13405protein_codingdeleterious(0)probably_damaging(0.996)TCGA-DD-A1EA-01Liverliver hepatocellular carcinomaMale>=65I/IIUnknownUnknownPD
MRPL49SNVMissense_Mutationnovelc.430N>Gp.Thr144Alap.T144AQ13405protein_codingtolerated(0.23)benign(0.114)TCGA-95-7567-01Lunglung adenocarcinomaMale<65I/IIChemotherapycisplatinSD
MRPL49SNVMissense_Mutationnovelc.367N>Cp.Asp123Hisp.D123HQ13405protein_codingdeleterious(0)probably_damaging(0.994)TCGA-33-4587-01Lunglung squamous cell carcinomaFemale<65I/IIChemotherapyetoposidePD
MRPL49SNVMissense_Mutationrs748704915c.332G>Ap.Arg111Glnp.R111QQ13405protein_codingtolerated(0.05)benign(0.356)TCGA-BR-7707-01Stomachstomach adenocarcinomaFemale>=65I/IIUnknownUnknownSD
MRPL49SNVMissense_Mutationrs539335985c.286G>Ap.Val96Ilep.V96IQ13405protein_codingtolerated(0.05)possibly_damaging(0.583)TCGA-HJ-7597-01Stomachstomach adenocarcinomaFemale>=65I/IIChemotherapyfluorouracilCR
MRPL49deletionFrame_Shift_Delnovelc.314delNp.Gln106ArgfsTer2p.Q106Rfs*2Q13405protein_codingTCGA-BR-6458-01Stomachstomach adenocarcinomaFemale<65I/IIChemotherapy5-fluorouracilPD
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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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