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: MRPL40

Gene summary for MRPL40

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

MRPL40

Gene ID

64976

Gene namemitochondrial ribosomal protein L40
Gene AliasL40mt
Cytomap22q11.21
Gene Typeprotein-coding
GO ID

GO:0008150

UniProtAcc

Q9NQ50


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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
64976MRPL40LZE2THumanEsophagusESCC4.46e-046.83e-010.082
64976MRPL40LZE4THumanEsophagusESCC1.32e-114.35e-010.0811
64976MRPL40LZE5THumanEsophagusESCC3.31e-034.79e-010.0514
64976MRPL40LZE7THumanEsophagusESCC4.86e-054.05e-010.0667
64976MRPL40LZE8THumanEsophagusESCC2.17e-052.13e-010.067
64976MRPL40LZE20THumanEsophagusESCC9.86e-041.78e-010.0662
64976MRPL40LZE22D1HumanEsophagusHGIN2.04e-042.37e-010.0595
64976MRPL40LZE22THumanEsophagusESCC4.75e-055.01e-010.068
64976MRPL40LZE24THumanEsophagusESCC8.65e-218.58e-010.0596
64976MRPL40LZE21THumanEsophagusESCC2.96e-055.69e-010.0655
64976MRPL40LZE6THumanEsophagusESCC3.05e-075.23e-010.0845
64976MRPL40P1T-EHumanEsophagusESCC3.90e-137.60e-010.0875
64976MRPL40P2T-EHumanEsophagusESCC5.26e-295.07e-010.1177
64976MRPL40P4T-EHumanEsophagusESCC1.77e-501.43e+000.1323
64976MRPL40P5T-EHumanEsophagusESCC2.72e-791.66e+000.1327
64976MRPL40P8T-EHumanEsophagusESCC2.82e-285.72e-010.0889
64976MRPL40P9T-EHumanEsophagusESCC2.61e-461.08e+000.1131
64976MRPL40P10T-EHumanEsophagusESCC1.90e-911.59e+000.116
64976MRPL40P11T-EHumanEsophagusESCC9.80e-229.42e-010.1426
64976MRPL40P12T-EHumanEsophagusESCC2.95e-599.69e-010.1122
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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
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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
MRPL40SNVMissense_Mutationrs141770264c.218G>Ap.Arg73Glnp.R73QQ9NQ50protein_codingdeleterious(0.01)possibly_damaging(0.878)TCGA-AN-A046-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
MRPL40SNVMissense_Mutationc.396G>Cp.Glu132Aspp.E132DQ9NQ50protein_codingtolerated(0.29)possibly_damaging(0.807)TCGA-AN-A0FL-01Breastbreast invasive carcinomaFemale<65I/IIUnknownUnknownSD
MRPL40insertionIn_Frame_Insnovelc.131_132insGACTCCGGGCTCGGCCTCCCGCGACCCCTGp.Pro44_Met45insThrProGlySerAlaSerArgAspProCysp.P44_M45insTPGSASRDPCQ9NQ50protein_codingTCGA-AO-A0J5-01Breastbreast invasive carcinomaFemale<65III/IVOther, specify in notesBisphosphonatezoledronicPD
MRPL40SNVMissense_Mutationnovelc.254N>Gp.Ile85Serp.I85SQ9NQ50protein_codingdeleterious(0)probably_damaging(0.995)TCGA-CA-6717-01Colorectumcolon adenocarcinomaMale<65I/IIChemotherapyoxaliplatinCR
MRPL40deletionFrame_Shift_Delc.159delNp.Lys54ArgfsTer3p.K54Rfs*3Q9NQ50protein_codingTCGA-A6-3809-01Colorectumcolon adenocarcinomaFemale>=65I/IIUnknownUnknownSD
MRPL40deletionFrame_Shift_Delc.175delNp.Asp61ThrfsTer8p.D61Tfs*8Q9NQ50protein_codingTCGA-CK-4951-01Colorectumcolon adenocarcinomaFemale>=65I/IIUnknownUnknownPD
MRPL40SNVMissense_Mutationc.272N>Ap.Pro91Hisp.P91HQ9NQ50protein_codingdeleterious(0)probably_damaging(0.992)TCGA-AP-A051-01Endometriumuterine corpus endometrioid carcinomaFemale>=65I/IIUnknownUnknownSD
MRPL40SNVMissense_Mutationnovelc.146C>Ap.Pro49Hisp.P49HQ9NQ50protein_codingdeleterious(0)possibly_damaging(0.873)TCGA-AX-A2HD-01Endometriumuterine corpus endometrioid carcinomaFemale>=65III/IVUnknownUnknownSD
MRPL40SNVMissense_Mutationc.199N>Tp.Arg67Cysp.R67CQ9NQ50protein_codingdeleterious(0.05)probably_damaging(0.989)TCGA-D1-A167-01Endometriumuterine corpus endometrioid carcinomaFemale>=65I/IIUnknownUnknownSD
MRPL40SNVMissense_Mutationrs749850298c.259N>Tp.Asp87Tyrp.D87YQ9NQ50protein_codingdeleterious(0)probably_damaging(0.999)TCGA-E6-A1LX-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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