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: MRPL45

Gene summary for MRPL45

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

MRPL45

Gene ID

84311

Gene namemitochondrial ribosomal protein L45
Gene AliasL45mt
Cytomap17q12
Gene Typeprotein-coding
GO ID

GO:0000313

UniProtAcc

A0A087WU62


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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
84311MRPL45LZE2THumanEsophagusESCC2.02e-033.80e-010.082
84311MRPL45LZE4THumanEsophagusESCC3.37e-104.12e-010.0811
84311MRPL45LZE5THumanEsophagusESCC3.35e-041.74e-010.0514
84311MRPL45LZE7THumanEsophagusESCC8.11e-044.71e-010.0667
84311MRPL45LZE8THumanEsophagusESCC5.36e-051.31e-010.067
84311MRPL45LZE22D1HumanEsophagusHGIN4.45e-072.09e-010.0595
84311MRPL45LZE24THumanEsophagusESCC5.47e-186.35e-010.0596
84311MRPL45LZE21THumanEsophagusESCC2.32e-032.94e-010.0655
84311MRPL45LZE6THumanEsophagusESCC2.35e-044.07e-010.0845
84311MRPL45P1T-EHumanEsophagusESCC2.14e-045.76e-010.0875
84311MRPL45P2T-EHumanEsophagusESCC1.13e-387.31e-010.1177
84311MRPL45P4T-EHumanEsophagusESCC1.02e-256.90e-010.1323
84311MRPL45P5T-EHumanEsophagusESCC2.93e-326.99e-010.1327
84311MRPL45P8T-EHumanEsophagusESCC1.71e-255.56e-010.0889
84311MRPL45P9T-EHumanEsophagusESCC1.56e-123.97e-010.1131
84311MRPL45P10T-EHumanEsophagusESCC4.61e-091.73e-010.116
84311MRPL45P11T-EHumanEsophagusESCC4.44e-126.73e-010.1426
84311MRPL45P12T-EHumanEsophagusESCC1.69e-347.99e-010.1122
84311MRPL45P15T-EHumanEsophagusESCC2.67e-347.62e-010.1149
84311MRPL45P16T-EHumanEsophagusESCC1.19e-336.71e-010.1153
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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
MRPL45SNVMissense_Mutationnovelc.73N>Gp.Leu25Valp.L25Vprotein_codingtolerated(0.18)possibly_damaging(0.531)TCGA-AC-A23H-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownPD
MRPL45SNVMissense_Mutationnovelc.872N>Tp.Glu291Valp.E291Vprotein_codingdeleterious(0)possibly_damaging(0.558)TCGA-AQ-A04J-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapycytoxanSD
MRPL45SNVMissense_Mutationnovelc.406N>Cp.Asp136Hisp.D136Hprotein_codingdeleterious(0.04)possibly_damaging(0.765)TCGA-VS-A958-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinCR
MRPL45SNVMissense_Mutationrs769411482c.286N>Tp.Arg96Cysp.R96Cprotein_codingdeleterious(0)probably_damaging(0.928)TCGA-A6-6140-01Colorectumcolon adenocarcinomaMale<65I/IIChemotherapyoxaliplatinSD
MRPL45SNVMissense_Mutationnovelc.819N>Tp.Lys273Asnp.K273Nprotein_codingdeleterious(0)possibly_damaging(0.878)TCGA-AA-3864-01Colorectumcolon adenocarcinomaMale>=65I/IIUnknownUnknownSD
MRPL45SNVMissense_Mutationnovelc.28T>Ap.Ser10Thrp.S10Tprotein_codingtolerated(0.32)benign(0.001)TCGA-CK-4951-01Colorectumcolon adenocarcinomaFemale>=65I/IIUnknownUnknownPD
MRPL45insertionFrame_Shift_Insnovelc.111_112insAp.Arg40ThrfsTer10p.R40Tfs*10protein_codingTCGA-AG-A002-01Colorectumrectum adenocarcinomaMale<65I/IIUnknownUnknownSD
MRPL45SNVMissense_Mutationrs149900445c.88N>Ap.Ala30Thrp.A30Tprotein_codingtolerated(0.55)benign(0.003)TCGA-AJ-A3EL-01Endometriumuterine corpus endometrioid carcinomaFemale<65I/IIUnknownUnknownSD
MRPL45SNVMissense_Mutationnovelc.27N>Ap.Phe9Leup.F9Lprotein_codingtolerated(1)benign(0)TCGA-AJ-A5DW-01Endometriumuterine corpus endometrioid carcinomaFemale<65I/IIUnknownUnknownSD
MRPL45SNVMissense_Mutationnovelc.697N>Cp.Tyr233Hisp.Y233Hprotein_codingtolerated(0.4)probably_damaging(0.987)TCGA-AP-A059-01Endometriumuterine 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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