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: MRPL54

Gene summary for MRPL54

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

MRPL54

Gene ID

116541

Gene namemitochondrial ribosomal protein L54
Gene AliasL54mt
Cytomap19p13.3
Gene Typeprotein-coding
GO ID

GO:0000313

UniProtAcc

Q6P161


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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
116541MRPL54CA_HPV_1HumanCervixCC4.87e-06-2.30e-010.0264
116541MRPL54N_HPV_1HumanCervixN_HPV4.17e-03-1.73e-010.0079
116541MRPL54CCI_1HumanCervixCC3.85e-08-5.65e-010.528
116541MRPL54CCI_3HumanCervixCC3.69e-07-5.33e-010.516
116541MRPL54CCII_1HumanCervixCC8.50e-13-5.53e-010.3249
116541MRPL54L1HumanCervixCC1.15e-06-3.82e-010.0802
116541MRPL54LZE2THumanEsophagusESCC3.63e-032.59e-010.082
116541MRPL54LZE4THumanEsophagusESCC5.54e-103.82e-010.0811
116541MRPL54LZE5THumanEsophagusESCC2.81e-067.10e-010.0514
116541MRPL54LZE7THumanEsophagusESCC6.54e-115.43e-010.0667
116541MRPL54LZE8THumanEsophagusESCC1.88e-125.34e-010.067
116541MRPL54LZE20THumanEsophagusESCC5.05e-074.10e-010.0662
116541MRPL54LZE22D1HumanEsophagusHGIN1.50e-061.86e-010.0595
116541MRPL54LZE22THumanEsophagusESCC2.92e-032.35e-010.068
116541MRPL54LZE24THumanEsophagusESCC9.90e-226.97e-010.0596
116541MRPL54LZE6THumanEsophagusESCC8.07e-146.01e-010.0845
116541MRPL54P1T-EHumanEsophagusESCC8.07e-128.60e-010.0875
116541MRPL54P2T-EHumanEsophagusESCC8.35e-264.29e-010.1177
116541MRPL54P4T-EHumanEsophagusESCC2.10e-401.06e+000.1323
116541MRPL54P5T-EHumanEsophagusESCC2.11e-305.08e-010.1327
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check button Transcriptomic changes along malignancy continuum.
TissueExpression DynamicsAbbreviation
CervixThe 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.CC: Cervix cancer
HSIL_HPV: HPV-infected high-grade squamous intraepithelial lesions
N_HPV: HPV-infected normal cervix
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
GCThe 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.CAG: Chronic atrophic gastritis
CAG with IM: Chronic atrophic gastritis with intestinal metaplasia
CSG: Chronic superficial gastritis
GC: Gastric cancer
SIM: Severe intestinal metaplasia
WIM: Wild intestinal metaplasia
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
MRPL54SNVMissense_Mutationrs772250551c.365N>Ap.Arg122Glnp.R122QQ6P161protein_codingdeleterious(0)probably_damaging(0.997)TCGA-A6-6780-01Colorectumcolon adenocarcinomaMale>=65I/IIUnknownUnknownSD
MRPL54SNVMissense_Mutationrs777202419c.383G>Ap.Arg128Hisp.R128HQ6P161protein_codingtolerated(0.09)benign(0.221)TCGA-G4-6588-01Colorectumcolon adenocarcinomaFemale<65I/IIUnknownUnknownSD
MRPL54SNVMissense_Mutationrs143484211c.343N>Tp.Arg115Trpp.R115WQ6P161protein_codingtolerated(0.3)benign(0.005)TCGA-DT-5265-01Colorectumrectum adenocarcinomaMale<65I/IIUnknownUnknownSD
MRPL54SNVMissense_Mutationnovelc.16C>Tp.Leu6Phep.L6FQ6P161protein_codingdeleterious_low_confidence(0.03)possibly_damaging(0.726)TCGA-F5-6465-01Colorectumrectum adenocarcinomaFemale<65I/IIUnknownUnknownSD
MRPL54deletionFrame_Shift_Delc.47delNp.Ala18ProfsTer5p.A18Pfs*5Q6P161protein_codingTCGA-D5-6928-01Colorectumcolon adenocarcinomaMale>=65I/IIUnknownUnknownSD
MRPL54deletionFrame_Shift_Delc.47delNp.Ala18ProfsTer5p.A18Pfs*5Q6P161protein_codingTCGA-QG-A5Z2-01Colorectumcolon adenocarcinomaMale<65I/IIUnknownUnknownSD
MRPL54SNVMissense_Mutationrs200612448c.356N>Ap.Arg119Glnp.R119QQ6P161protein_codingdeleterious(0)possibly_damaging(0.88)TCGA-A5-A0GW-01Endometriumuterine corpus endometrioid carcinomaFemale<65I/IIUnknownUnknownSD
MRPL54SNVMissense_Mutationnovelc.146G>Ap.Gly49Aspp.G49DQ6P161protein_codingdeleterious(0.02)possibly_damaging(0.638)TCGA-AX-A06F-01Endometriumuterine corpus endometrioid carcinomaFemale<65III/IVChemotherapycarboplatinSD
MRPL54SNVMissense_Mutationnovelc.162G>Tp.Glu54Aspp.E54DQ6P161protein_codingtolerated(0.13)benign(0.003)TCGA-B5-A3FC-01Endometriumuterine corpus endometrioid carcinomaFemale<65I/IIUnknownUnknownSD
MRPL54SNVMissense_Mutationnovelc.100N>Ap.Asp34Asnp.D34NQ6P161protein_codingtolerated(0.47)benign(0.001)TCGA-EO-A22R-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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