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: MRPL20

Gene summary for MRPL20

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

MRPL20

Gene ID

55052

Gene namemitochondrial ribosomal protein L20
Gene AliasL20mt
Cytomap1p36.33
Gene Typeprotein-coding
GO ID

GO:0000027

UniProtAcc

Q9BYC9


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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
55052MRPL20GSM4909281HumanBreastIDC1.53e-073.63e-010.21
55052MRPL20GSM4909285HumanBreastIDC1.72e-123.71e-010.21
55052MRPL20GSM4909286HumanBreastIDC1.92e-06-5.10e-020.1081
55052MRPL20GSM4909288HumanBreastIDC4.83e-145.68e-010.0988
55052MRPL20GSM4909290HumanBreastIDC5.68e-094.11e-010.2096
55052MRPL20GSM4909293HumanBreastIDC3.88e-134.34e-010.1581
55052MRPL20GSM4909294HumanBreastIDC1.60e-144.21e-010.2022
55052MRPL20GSM4909296HumanBreastIDC1.56e-092.22e-010.1524
55052MRPL20GSM4909297HumanBreastIDC3.53e-073.06e-030.1517
55052MRPL20GSM4909301HumanBreastIDC2.27e-145.05e-010.1577
55052MRPL20GSM4909302HumanBreastIDC4.26e-052.54e-010.1545
55052MRPL20GSM4909304HumanBreastIDC7.97e-063.62e-010.1636
55052MRPL20GSM4909305HumanBreastIDC8.47e-032.77e-010.0436
55052MRPL20GSM4909306HumanBreastIDC9.90e-214.98e-010.1564
55052MRPL20GSM4909308HumanBreastIDC6.54e-062.70e-010.158
55052MRPL20GSM4909311HumanBreastIDC6.60e-25-3.05e-010.1534
55052MRPL20GSM4909312HumanBreastIDC1.70e-06-1.64e-010.1552
55052MRPL20GSM4909315HumanBreastIDC1.59e-023.00e-010.21
55052MRPL20GSM4909316HumanBreastIDC6.49e-062.95e-010.21
55052MRPL20GSM4909317HumanBreastIDC2.68e-083.65e-010.1355
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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
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
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
GO:00226139BreastPrecancerribonucleoprotein complex biogenesis79/1080463/187232.11e-181.03e-1579
GO:00718269BreastPrecancerribonucleoprotein complex subunit organization48/1080227/187232.68e-158.45e-1348
GO:00226189BreastPrecancerribonucleoprotein complex assembly47/1080220/187233.47e-151.03e-1247
GO:00422549BreastPrecancerribosome biogenesis52/1080299/187237.35e-131.51e-1052
GO:00422559BreastPrecancerribosome assembly21/108061/187231.06e-111.53e-0921
GO:00422739BreastPrecancerribosomal large subunit biogenesis22/108072/187235.03e-115.61e-0922
GO:00000279BreastPrecancerribosomal large subunit assembly9/108027/187231.24e-053.19e-049
GO:002261314BreastIDCribonucleoprotein complex biogenesis83/1434463/187232.01e-135.20e-1183
GO:007182614BreastIDCribonucleoprotein complex subunit organization52/1434227/187235.18e-131.21e-1052
GO:002261814BreastIDCribonucleoprotein complex assembly51/1434220/187235.32e-131.21e-1051
GO:004225514BreastIDCribosome assembly21/143461/187231.98e-091.76e-0721
GO:004227314BreastIDCribosomal large subunit biogenesis22/143472/187231.04e-087.67e-0722
GO:004225414BreastIDCribosome biogenesis52/1434299/187231.90e-081.32e-0652
GO:000002714BreastIDCribosomal large subunit assembly9/143427/187231.17e-042.17e-039
GO:002261324BreastDCISribonucleoprotein complex biogenesis83/1390463/187233.65e-141.09e-1183
GO:007182624BreastDCISribonucleoprotein complex subunit organization52/1390227/187231.54e-133.95e-1152
GO:002261824BreastDCISribonucleoprotein complex assembly51/1390220/187231.60e-133.95e-1151
GO:004225524BreastDCISribosome assembly21/139061/187231.13e-091.14e-0721
GO:004227324BreastDCISribosomal large subunit biogenesis22/139072/187235.88e-094.82e-0722
GO:004225423BreastDCISribosome biogenesis52/1390299/187236.73e-095.44e-0752
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check button Enriched KEGG pathways.
Pathway IDTissueDisease StageDescriptionGene RatioBg Ratiopvaluep.adjustqvalueCount
hsa0301018BreastPrecancerRibosome80/684167/84657.33e-442.32e-411.77e-4180
hsa0301019BreastPrecancerRibosome80/684167/84657.33e-442.32e-411.77e-4180
hsa0301024BreastIDCRibosome83/867167/84656.07e-399.87e-377.38e-3783
hsa0301034BreastIDCRibosome83/867167/84656.07e-399.87e-377.38e-3783
hsa0301020CervixCCRibosome85/1267167/84653.17e-285.14e-263.04e-2685
hsa03010110CervixCCRibosome85/1267167/84653.17e-285.14e-263.04e-2685
hsa0301026EndometriumAEHRibosome89/1197167/84651.88e-336.09e-314.46e-3189
hsa03010112EndometriumAEHRibosome89/1197167/84651.88e-336.09e-314.46e-3189
hsa0301027EndometriumEECRibosome89/1237167/84652.55e-328.39e-306.26e-3089
hsa0301036EndometriumEECRibosome89/1237167/84652.55e-328.39e-306.26e-3089
hsa0301039EsophagusHGINRibosome108/1383167/84651.44e-454.71e-433.74e-43108
hsa03010115EsophagusHGINRibosome108/1383167/84651.44e-454.71e-433.74e-43108
hsa03010211EsophagusESCCRibosome129/4205167/84651.43e-133.43e-121.75e-12129
hsa03010310EsophagusESCCRibosome129/4205167/84651.43e-133.43e-121.75e-12129
hsa0301022LiverCirrhoticRibosome127/2530167/84652.12e-357.06e-334.35e-33127
hsa0301032LiverCirrhoticRibosome127/2530167/84652.12e-357.06e-334.35e-33127
hsa0301042LiverHCCRibosome128/4020167/84657.32e-152.23e-131.24e-13128
hsa0301052LiverHCCRibosome128/4020167/84657.32e-152.23e-131.24e-13128
hsa0301062LiverCystRibosome70/339167/84655.37e-551.55e-521.28e-5270
hsa0301072LiverCystRibosome70/339167/84655.37e-551.55e-521.28e-5270
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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
MRPL20SNVMissense_Mutationc.328C>Tp.Pro110Serp.P110SQ9BYC9protein_codingdeleterious(0)probably_damaging(0.98)TCGA-AR-A1AH-01Breastbreast invasive carcinomaFemale<65I/IIUnspecificPD
MRPL20SNVMissense_Mutationc.339N>Gp.Phe113Leup.F113LQ9BYC9protein_codingdeleterious(0)possibly_damaging(0.895)TCGA-BH-A0W4-01Breastbreast invasive carcinomaFemale<65I/IIUnknownUnknownSD
MRPL20SNVMissense_Mutationc.417N>Cp.Glu139Aspp.E139DQ9BYC9protein_codingtolerated(0.19)benign(0)TCGA-BH-A1FU-01Breastbreast invasive carcinomaFemale<65I/IIUnknownUnknownPD
MRPL20insertionFrame_Shift_Insnovelc.233_234insCTTTAp.Glu78AspfsTer6p.E78Dfs*6Q9BYC9protein_codingTCGA-A8-A06X-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
MRPL20insertionNonsense_Mutationnovelc.231_232insACTCTGTCTCAAAAAAAAAAAAAAGTGTAGAAAAACTTp.Glu78ThrfsTer10p.E78Tfs*10Q9BYC9protein_codingTCGA-A8-A06X-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
MRPL20SNVMissense_Mutationnovelc.260N>Gp.Ile87Serp.I87SQ9BYC9protein_codingtolerated(0.12)benign(0.081)TCGA-AA-3831-01Colorectumcolon adenocarcinomaMale>=65I/IIUnknownUnknownSD
MRPL20SNVMissense_Mutationrs145728085c.212N>Ap.Arg71Glnp.R71QQ9BYC9protein_codingdeleterious(0)probably_damaging(0.999)TCGA-AA-3984-01Colorectumcolon adenocarcinomaFemale<65I/IIUnknownUnknownSD
MRPL20SNVMissense_Mutationc.180G>Tp.Lys60Asnp.K60NQ9BYC9protein_codingdeleterious(0)probably_damaging(0.999)TCGA-AP-A1E0-01Endometriumuterine corpus endometrioid carcinomaFemale<65III/IVChemotherapypaclitaxelSD
MRPL20SNVMissense_Mutationc.442N>Cp.Tyr148Hisp.Y148HQ9BYC9protein_codingtolerated_low_confidence(0.58)benign(0)TCGA-AX-A2HJ-01Endometriumuterine corpus endometrioid carcinomaFemale<65I/IIUnknownUnknownSD
MRPL20SNVMissense_Mutationc.276N>Tp.Lys92Asnp.K92NQ9BYC9protein_codingdeleterious(0)possibly_damaging(0.767)TCGA-D1-A174-01Endometriumuterine 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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