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: RPL39L

Gene summary for RPL39L

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

RPL39L

Gene ID

116832

Gene nameribosomal protein L39 like
Gene AliasL39-2
Cytomap3q27.3
Gene Typeprotein-coding
GO ID

GO:0000003

UniProtAcc

Q96EH5


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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
116832RPL39LGSM4909281HumanBreastIDC2.28e-226.58e-010.21
116832RPL39LGSM4909282HumanBreastIDC1.15e-811.21e+00-0.0288
116832RPL39LGSM4909285HumanBreastIDC1.18e-356.57e-010.21
116832RPL39LGSM4909286HumanBreastIDC1.52e-102.88e-010.1081
116832RPL39LGSM4909290HumanBreastIDC1.09e-033.30e-010.2096
116832RPL39LGSM4909293HumanBreastIDC1.45e-063.22e-010.1581
116832RPL39LGSM4909294HumanBreastIDC8.87e-05-1.23e-010.2022
116832RPL39LGSM4909295HumanBreastIDC2.32e-044.08e-010.0898
116832RPL39LGSM4909311HumanBreastIDC1.87e-06-6.89e-020.1534
116832RPL39LGSM4909319HumanBreastIDC1.32e-092.92e-020.1563
116832RPL39LDCIS2HumanBreastDCIS1.01e-19-1.32e-020.0085
116832RPL39LLZE2THumanEsophagusESCC1.68e-071.13e+000.082
116832RPL39LLZE4THumanEsophagusESCC9.28e-082.36e-010.0811
116832RPL39LLZE7THumanEsophagusESCC5.74e-084.72e-010.0667
116832RPL39LLZE8THumanEsophagusESCC1.43e-054.26e-010.067
116832RPL39LLZE22THumanEsophagusESCC4.81e-077.14e-010.068
116832RPL39LLZE24THumanEsophagusESCC1.22e-146.31e-010.0596
116832RPL39LLZE6THumanEsophagusESCC3.94e-181.07e+000.0845
116832RPL39LP1T-EHumanEsophagusESCC1.32e-086.20e-010.0875
116832RPL39LP2T-EHumanEsophagusESCC1.31e-1022.22e+000.1177
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check button Transcriptomic changes along malignancy continuum.
TissueExpression DynamicsAbbreviation
BreastThe 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.IDC: Invasive ductal carcinoma
DCIS: Ductal carcinoma in situ
Precancer(BRCA1-mut): Precancerous lesion from BRCA1 mutation carriers
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
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
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
RPL39LSNVMissense_Mutationc.151N>Gp.Leu51Valp.L51VQ96EH5protein_codingdeleterious(0.03)probably_damaging(0.999)TCGA-AC-A23H-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownPD
RPL39LSNVMissense_Mutationc.148G>Tp.Gly50Cysp.G50CQ96EH5protein_codingdeleterious(0.01)benign(0.274)TCGA-A6-6653-01Colorectumcolon adenocarcinomaMale>=65I/IIUnknownUnknownSD
RPL39LSNVMissense_Mutationrs547833786c.61C>Tp.Arg21Cysp.R21CQ96EH5protein_codingtolerated(0.23)benign(0.001)TCGA-AP-A056-01Endometriumuterine corpus endometrioid carcinomaFemale<65I/IIUnknownUnknownSD
RPL39LSNVMissense_Mutationc.98N>Ap.Ser33Asnp.S33NQ96EH5protein_codingtolerated(1)benign(0)TCGA-AP-A059-01Endometriumuterine corpus endometrioid carcinomaFemale>=65I/IIUnknownUnknownSD
RPL39LSNVMissense_Mutationnovelc.46N>Gp.Lys16Glup.K16EQ96EH5protein_codingdeleterious(0.02)possibly_damaging(0.865)TCGA-B5-A3FA-01Endometriumuterine corpus endometrioid carcinomaFemale>=65I/IIUnknownUnknownSD
RPL39LSNVMissense_Mutationnovelc.25A>Tp.Ile9Phep.I9FQ96EH5protein_codingdeleterious(0.02)benign(0.202)TCGA-CN-A63T-01Oral cavityhead & neck squamous cell carcinomaMale<65I/IIChemotherapycisplatinCR
RPL39LSNVMissense_Mutationrs769500230c.92C>Tp.Pro31Leup.P31LQ96EH5protein_codingdeleterious(0.02)benign(0.01)TCGA-CV-A468-01Oral cavityhead & neck squamous cell carcinomaMale<65I/IIUnknownUnknownSD
RPL39LSNVMissense_Mutationnovelc.91C>Tp.Pro31Serp.P31SQ96EH5protein_codingtolerated(0.05)benign(0.03)TCGA-CV-A468-01Oral cavityhead & neck squamous cell carcinomaMale<65I/IIUnknownUnknownSD
RPL39LSNVMissense_Mutationc.14A>Tp.Lys5Metp.K5MQ96EH5protein_codingdeleterious(0)benign(0.159)TCGA-BR-8589-01Stomachstomach adenocarcinomaMale<65III/IVUnknownUnknownSD
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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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