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: MRPS15

Gene summary for MRPS15

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

MRPS15

Gene ID

64960

Gene namemitochondrial ribosomal protein S15
Gene AliasDC37
Cytomap1p34.3
Gene Typeprotein-coding
GO ID

GO:0006412

UniProtAcc

P82914


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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
64960MRPS15GSM4909285HumanBreastIDC1.10e-185.31e-010.21
64960MRPS15GSM4909288HumanBreastIDC3.23e-02-1.08e-010.0988
64960MRPS15GSM4909296HumanBreastIDC1.37e-114.77e-020.1524
64960MRPS15GSM4909297HumanBreastIDC6.64e-11-7.96e-020.1517
64960MRPS15GSM4909311HumanBreastIDC9.65e-27-2.45e-010.1534
64960MRPS15GSM4909312HumanBreastIDC1.26e-189.01e-020.1552
64960MRPS15GSM4909316HumanBreastIDC1.59e-021.19e-010.21
64960MRPS15GSM4909319HumanBreastIDC5.17e-37-1.81e-010.1563
64960MRPS15GSM4909320HumanBreastIDC4.60e-04-1.94e-010.1575
64960MRPS15GSM4909321HumanBreastIDC6.53e-166.12e-030.1559
64960MRPS15brca1HumanBreastPrecancer2.30e-114.04e-01-0.0338
64960MRPS15brca2HumanBreastPrecancer9.88e-032.06e-01-0.024
64960MRPS15M2HumanBreastIDC2.54e-031.15e-010.21
64960MRPS15NCCBC14HumanBreastDCIS4.56e-085.13e-020.2021
64960MRPS15NCCBC2HumanBreastDCIS1.82e-04-1.90e-010.1554
64960MRPS15NCCBC3HumanBreastDCIS1.86e-05-1.39e-020.1198
64960MRPS15NCCBC5HumanBreastDCIS1.10e-172.49e-010.2046
64960MRPS15P1HumanBreastIDC1.00e-10-3.13e-010.1527
64960MRPS15P2HumanBreastIDC3.00e-051.66e-010.21
64960MRPS15DCIS2HumanBreastDCIS1.06e-523.13e-020.0085
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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
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:00325432BreastIDCmitochondrial translation13/143476/187234.81e-033.67e-0213
GO:003254311BreastDCISmitochondrial translation13/139076/187233.70e-032.99e-0213
GO:00325435EsophagusHGINmitochondrial translation23/258776/187231.61e-043.16e-0323
GO:01400534EsophagusHGINmitochondrial gene expression27/2587108/187231.34e-031.57e-0227
GO:014005313EsophagusESCCmitochondrial gene expression93/8552108/187231.96e-182.03e-1693
GO:003254314EsophagusESCCmitochondrial translation68/855276/187231.02e-156.86e-1468
GO:0032543LiverCirrhoticmitochondrial translation40/463476/187231.61e-074.29e-0640
GO:0140053LiverCirrhoticmitochondrial gene expression49/4634108/187232.35e-064.31e-0549
GO:01400531LiverHCCmitochondrial gene expression82/7958108/187231.49e-127.20e-1182
GO:00325431LiverHCCmitochondrial translation62/795876/187232.95e-121.34e-1062
GO:01400533Oral cavityOSCCmitochondrial gene expression78/7305108/187232.37e-129.86e-1178
GO:00325434Oral cavityOSCCmitochondrial translation59/730576/187237.21e-122.70e-1059
GO:003254313Oral cavityLPmitochondrial translation43/462376/187232.85e-091.26e-0743
GO:014005312Oral cavityLPmitochondrial gene expression53/4623108/187233.54e-081.27e-0653
GO:00325433ProstateBPHmitochondrial translation23/310776/187232.21e-031.22e-0223
GO:01400532ProstateBPHmitochondrial gene expression29/3107108/187234.68e-032.25e-0229
GO:003254312ProstateTumormitochondrial translation24/324676/187231.73e-031.03e-0224
GO:014005311ProstateTumormitochondrial gene expression31/3246108/187232.31e-031.30e-0231
GO:00325436SkincSCCmitochondrial translation47/486476/187234.70e-112.22e-0947
GO:01400535SkincSCCmitochondrial gene expression56/4864108/187238.06e-092.56e-0756
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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
hsa0301044BreastDCISRibosome82/846167/84658.69e-391.40e-361.03e-3682
hsa0301054BreastDCISRibosome82/846167/84658.69e-391.40e-361.03e-3682
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
hsa0301030Oral cavityOSCCRibosome128/3704167/84652.42e-181.62e-168.25e-17128
hsa03010114Oral cavityOSCCRibosome128/3704167/84652.42e-181.62e-168.25e-17128
hsa03010210Oral cavityLPRibosome127/2418167/84651.22e-374.05e-352.61e-35127
hsa0301038Oral cavityLPRibosome127/2418167/84651.22e-374.05e-352.61e-35127
hsa0301028ProstateBPHRibosome104/1718167/84658.04e-331.33e-308.21e-31104
hsa03010113ProstateBPHRibosome104/1718167/84658.04e-331.33e-308.21e-31104
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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
MRPS15SNVMissense_Mutationrs370868915c.511N>Tp.Arg171Cysp.R171CP82914protein_codingdeleterious(0.03)possibly_damaging(0.628)TCGA-B6-A0RV-01Breastbreast invasive carcinomaFemale<65III/IVUnknownUnknownSD
MRPS15insertionFrame_Shift_Insnovelc.685_686insAAGAAp.Ala229GlufsTer44p.A229Efs*44P82914protein_codingTCGA-AN-A0AS-01Breastbreast invasive carcinomaFemale>=65III/IVUnknownUnknownSD
MRPS15deletionFrame_Shift_Delnovelc.580delCp.Leu194CysfsTer11p.L194Cfs*11P82914protein_codingTCGA-EW-A2FV-01Breastbreast invasive carcinomaFemale<65III/IVChemotherapydocetaxelSD
MRPS15SNVMissense_Mutationnovelc.452N>Tp.Ala151Valp.A151VP82914protein_codingtolerated(0.13)benign(0.062)TCGA-AA-3956-01Colorectumcolon adenocarcinomaMale>=65I/IIUnknownUnknownSD
MRPS15SNVMissense_Mutationc.188T>Cp.Leu63Prop.L63PP82914protein_codingtolerated(0.11)benign(0)TCGA-AA-3977-01Colorectumcolon adenocarcinomaMale>=65I/IIUnknownUnknownSD
MRPS15SNVMissense_Mutationc.613N>Gp.Thr205Alap.T205AP82914protein_codingtolerated(1)benign(0.001)TCGA-AD-A5EJ-01Colorectumcolon adenocarcinomaFemale>=65I/IIUnknownUnknownSD
MRPS15SNVMissense_Mutationnovelc.163G>Cp.Val55Leup.V55LP82914protein_codingtolerated(0.4)benign(0)TCGA-AX-A1CF-01Endometriumuterine corpus endometrioid carcinomaFemale>=65III/IVHormone TherapytamoxifenPD
MRPS15SNVMissense_Mutationc.249G>Tp.Glu83Aspp.E83DP82914protein_codingtolerated(0.45)benign(0.001)TCGA-B5-A0JY-01Endometriumuterine corpus endometrioid carcinomaFemale<65III/IVChemotherapydoxorubicinSD
MRPS15SNVMissense_Mutationnovelc.753N>Tp.Lys251Asnp.K251NP82914protein_codingdeleterious(0)benign(0)TCGA-BK-A6W3-01Endometriumuterine corpus endometrioid carcinomaFemale<65I/IIUnknownUnknownSD
MRPS15SNVMissense_Mutationrs376585999c.398N>Gp.Ser133Cysp.S133CP82914protein_codingdeleterious(0)possibly_damaging(0.69)TCGA-FV-A3I1-01Liverliver hepatocellular 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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