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: RPL37

Gene summary for RPL37

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

RPL37

Gene ID

6167

Gene nameribosomal protein L37
Gene AliasL37
Cytomap5p13.1
Gene Typeprotein-coding
GO ID

GO:0002181

UniProtAcc

P61927


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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
6167RPL37GSM4909281HumanBreastIDC7.82e-45-3.91e-010.21
6167RPL37GSM4909285HumanBreastIDC6.66e-12-1.78e-010.21
6167RPL37GSM4909287HumanBreastIDC4.50e-037.81e-020.2057
6167RPL37GSM4909291HumanBreastIDC6.06e-18-3.36e-010.1753
6167RPL37GSM4909293HumanBreastIDC7.05e-141.80e-010.1581
6167RPL37GSM4909294HumanBreastIDC5.67e-091.29e-010.2022
6167RPL37GSM4909297HumanBreastIDC8.53e-07-2.27e-010.1517
6167RPL37GSM4909298HumanBreastIDC1.09e-061.35e-010.1551
6167RPL37GSM4909301HumanBreastIDC3.37e-04-1.28e-010.1577
6167RPL37GSM4909302HumanBreastIDC2.91e-07-2.19e-010.1545
6167RPL37GSM4909306HumanBreastIDC4.95e-27-2.68e-010.1564
6167RPL37GSM4909307HumanBreastIDC2.28e-08-1.47e-010.1569
6167RPL37GSM4909308HumanBreastIDC1.05e-48-4.43e-010.158
6167RPL37GSM4909309HumanBreastIDC7.14e-07-2.32e-010.0483
6167RPL37GSM4909312HumanBreastIDC3.48e-04-1.32e-010.1552
6167RPL37GSM4909319HumanBreastIDC5.74e-47-7.73e-010.1563
6167RPL37GSM4909321HumanBreastIDC3.25e-11-2.26e-010.1559
6167RPL37brca1HumanBreastPrecancer1.17e-68-4.18e-01-0.0338
6167RPL37brca2HumanBreastPrecancer3.27e-22-2.11e-01-0.024
6167RPL37brca3HumanBreastPrecancer7.28e-16-1.70e-01-0.0263
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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
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
Colorectum (GSE201348)The 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.FAP: Familial adenomatous polyposis
CRC: Colorectal cancer
Colorectum (HTA11)The 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.AD: Adenomas
SER: Sessile serrated lesions
MSI-H: Microsatellite-high colorectal cancer
MSS: Microsatellite stable colorectal cancer
EndometriumThe 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.AEH: Atypical endometrial hyperplasia
EEC: Endometrioid Cancer
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
LungThe 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.AAH: Atypical adenomatous hyperplasia
AIS: Adenocarcinoma in situ
IAC: Invasive lung adenocarcinoma
MIA: Minimally invasive adenocarcinoma
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
GO:007233151StomachSIMsignal transduction by p53 class mediator18/708163/187234.66e-051.28e-0318
GO:190466751StomachSIMnegative regulation of ubiquitin protein ligase activity5/70812/187234.84e-051.30e-035
GO:005144451StomachSIMnegative regulation of ubiquitin-protein transferase activity6/70819/187235.09e-051.35e-036
GO:190179651StomachSIMregulation of signal transduction by p53 class mediator11/70893/187237.61e-041.07e-0211
GO:190466621StomachSIMregulation of ubiquitin protein ligase activity5/70823/187231.45e-031.75e-025
GO:190179821StomachSIMpositive regulation of signal transduction by p53 class mediator5/70825/187232.16e-032.26e-025
GO:00514382StomachSIMregulation of ubiquitin-protein transferase activity7/70853/187233.64e-033.37e-027
GO:000218130ThyroidHTcytoplasmic translation92/1272148/187231.18e-696.57e-6692
GO:005134830ThyroidHTnegative regulation of transferase activity45/1272268/187231.49e-081.20e-0645
GO:190332030ThyroidHTregulation of protein modification by small protein conjugation or removal41/1272242/187234.99e-083.15e-0641
GO:007233130ThyroidHTsignal transduction by p53 class mediator31/1272163/187231.52e-078.45e-0631
GO:003139630ThyroidHTregulation of protein ubiquitination36/1272210/187232.39e-071.19e-0536
GO:190179830ThyroidHTpositive regulation of signal transduction by p53 class mediator11/127225/187232.50e-071.21e-0511
GO:190332130ThyroidHTnegative regulation of protein modification by small protein conjugation or removal21/127295/187231.21e-064.73e-0521
GO:003139730ThyroidHTnegative regulation of protein ubiquitination19/127283/187232.21e-067.82e-0519
GO:190179630ThyroidHTregulation of signal transduction by p53 class mediator20/127293/187233.39e-061.13e-0420
GO:190466730ThyroidHTnegative regulation of ubiquitin protein ligase activity7/127212/187233.84e-061.25e-047
GO:005144430ThyroidHTnegative regulation of ubiquitin-protein transferase activity8/127219/187231.71e-054.11e-048
GO:190466629ThyroidHTregulation of ubiquitin protein ligase activity8/127223/187238.66e-051.48e-038
GO:005143827ThyroidHTregulation of ubiquitin-protein transferase activity11/127253/187237.35e-048.21e-0311
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check button Enriched KEGG pathways.
Pathway IDTissueDisease StageDescriptionGene RatioBg Ratiopvaluep.adjustqvalueCount
hsa0301018BreastPrecancerRibosome80/684167/84657.33e-442.32e-411.77e-4180
hsa0517118BreastPrecancerCoronavirus disease - COVID-1981/684232/84653.74e-322.36e-301.81e-3081
hsa0301019BreastPrecancerRibosome80/684167/84657.33e-442.32e-411.77e-4180
hsa0517119BreastPrecancerCoronavirus disease - COVID-1981/684232/84653.74e-322.36e-301.81e-3081
hsa0301024BreastIDCRibosome83/867167/84656.07e-399.87e-377.38e-3783
hsa0517124BreastIDCCoronavirus disease - COVID-1986/867232/84651.50e-289.72e-277.27e-2786
hsa0301034BreastIDCRibosome83/867167/84656.07e-399.87e-377.38e-3783
hsa0517134BreastIDCCoronavirus disease - COVID-1986/867232/84651.50e-289.72e-277.27e-2786
hsa0301044BreastDCISRibosome82/846167/84658.69e-391.40e-361.03e-3682
hsa0517144BreastDCISCoronavirus disease - COVID-1986/846232/84652.42e-291.56e-271.15e-2786
hsa0301054BreastDCISRibosome82/846167/84658.69e-391.40e-361.03e-3682
hsa0517154BreastDCISCoronavirus disease - COVID-1986/846232/84652.42e-291.56e-271.15e-2786
hsa0517120CervixCCCoronavirus disease - COVID-19111/1267232/84651.82e-335.90e-313.49e-31111
hsa0301020CervixCCRibosome85/1267167/84653.17e-285.14e-263.04e-2685
hsa05171110CervixCCCoronavirus disease - COVID-19111/1267232/84651.82e-335.90e-313.49e-31111
hsa03010110CervixCCRibosome85/1267167/84653.17e-285.14e-263.04e-2685
hsa0301025CervixHSIL_HPVRibosome80/459167/84659.61e-582.82e-552.28e-5580
hsa0517125CervixHSIL_HPVCoronavirus disease - COVID-1991/459232/84652.14e-563.13e-542.53e-5491
hsa0301035CervixHSIL_HPVRibosome80/459167/84659.61e-582.82e-552.28e-5580
hsa0517135CervixHSIL_HPVCoronavirus disease - COVID-1991/459232/84652.14e-563.13e-542.53e-5491
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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
RPL37SNVMissense_Mutationc.113G>Ap.Gly38Aspp.G38DP61927protein_codingdeleterious(0.01)probably_damaging(0.975)TCGA-AG-3592-01Colorectumrectum adenocarcinomaMale>=65I/IIUnknownUnknownSD
RPL37SNVMissense_Mutationnovelc.118C>Tp.Pro40Serp.P40SP61927protein_codingdeleterious(0.02)possibly_damaging(0.828)TCGA-A5-A1OH-01Endometriumuterine corpus endometrioid carcinomaFemale>=65III/IVChemotherapycarboplatinCR
RPL37SNVMissense_Mutationnovelc.164G>Tp.Arg55Ilep.R55IP61927protein_codingdeleterious(0)possibly_damaging(0.808)TCGA-AJ-A3EK-01Endometriumuterine corpus endometrioid carcinomaFemale<65I/IIChemotherapycarboplatinCR
RPL37SNVMissense_Mutationc.203N>Tp.Lys68Ilep.K68IP61927protein_codingdeleterious(0)possibly_damaging(0.866)TCGA-BS-A0UV-01Endometriumuterine corpus endometrioid carcinomaFemale<65III/IVUnknownUnknownSD
RPL37SNVMissense_Mutationrs548862946c.265G>Ap.Ala89Thrp.A89TP61927protein_codingtolerated(0.1)benign(0.001)TCGA-EO-A22U-01Endometriumuterine corpus endometrioid carcinomaFemale>=65I/IIUnknownUnknownSD
RPL37SNVMissense_Mutationc.17N>Tp.Ser6Leup.S6LP61927protein_codingdeleterious(0.02)benign(0.376)TCGA-64-5781-01Lunglung adenocarcinomaFemale<65I/IIChemotherapycisplatinPD
RPL37SNVMissense_Mutationnovelc.90G>Cp.Gln30Hisp.Q30HP61927protein_codingdeleterious(0.01)benign(0.202)TCGA-77-7465-01Lunglung squamous cell carcinomaMale<65I/IIUnknownUnknownSD
RPL37SNVMissense_Mutationnovelc.19N>Ap.Ser7Thrp.S7TP61927protein_codingdeleterious(0.01)probably_damaging(0.938)TCGA-CN-6013-01Oral cavityhead & neck squamous cell carcinomaMale<65I/IIChemotherapycisplatinPD
RPL37SNVMissense_Mutationc.152N>Gp.Ala51Glyp.A51GP61927protein_codingtolerated(0.17)benign(0.031)TCGA-G9-6339-01Prostateprostate adenocarcinomaMale<657UnknownUnknownPD
RPL37SNVMissense_Mutationc.25N>Ap.Gly9Argp.G9RP61927protein_codingdeleterious(0.03)benign(0.257)TCGA-HU-A4G8-01Stomachstomach adenocarcinomaFemale>=65I/IIChemotherapy5-fluorouracilSD
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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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