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: MRPL12

Gene summary for MRPL12

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

MRPL12

Gene ID

6182

Gene namemitochondrial ribosomal protein L12
Gene Alias5c5-2
Cytomap17q25.3
Gene Typeprotein-coding
GO ID

GO:0000959

UniProtAcc

P52815


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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
6182MRPL12GSM4909282HumanBreastIDC2.65e-033.06e-01-0.0288
6182MRPL12GSM4909286HumanBreastIDC7.70e-113.35e-010.1081
6182MRPL12GSM4909287HumanBreastIDC1.67e-033.04e-010.2057
6182MRPL12GSM4909289HumanBreastIDC2.81e-087.13e-010.1064
6182MRPL12GSM4909290HumanBreastIDC3.88e-124.50e-010.2096
6182MRPL12GSM4909296HumanBreastIDC1.41e-02-2.67e-020.1524
6182MRPL12GSM4909297HumanBreastIDC7.54e-04-1.12e-010.1517
6182MRPL12GSM4909308HumanBreastIDC3.04e-031.66e-010.158
6182MRPL12GSM4909311HumanBreastIDC1.19e-19-7.23e-020.1534
6182MRPL12GSM4909312HumanBreastIDC4.00e-053.17e-020.1552
6182MRPL12GSM4909317HumanBreastIDC1.79e-042.06e-010.1355
6182MRPL12GSM4909319HumanBreastIDC2.12e-302.17e-010.1563
6182MRPL12GSM4909320HumanBreastIDC1.85e-197.88e-010.1575
6182MRPL12GSM4909321HumanBreastIDC3.91e-162.64e-010.1559
6182MRPL12brca1HumanBreastPrecancer6.22e-053.52e-01-0.0338
6182MRPL12brca2HumanBreastPrecancer5.09e-032.54e-01-0.024
6182MRPL12P1HumanBreastIDC1.16e-02-1.23e-010.1527
6182MRPL12P2HumanBreastIDC1.39e-033.36e-010.21
6182MRPL12DCIS2HumanBreastDCIS7.53e-40-2.62e-020.0085
6182MRPL12HTA11_2487_2000001011HumanColorectumSER1.03e-092.83e-01-0.1808
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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
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
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
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:01400534EsophagusHGINmitochondrial gene expression27/2587108/187231.34e-031.57e-0227
GO:014005313EsophagusESCCmitochondrial gene expression93/8552108/187231.96e-182.03e-1693
GO:00009592EsophagusESCCmitochondrial RNA metabolic process39/855249/187231.20e-061.49e-0539
GO:0140053LiverCirrhoticmitochondrial gene expression49/4634108/187232.35e-064.31e-0549
GO:01400531LiverHCCmitochondrial gene expression82/7958108/187231.49e-127.20e-1182
GO:0000959LiverHCCmitochondrial RNA metabolic process30/795849/187236.31e-032.57e-0230
GO:01400533Oral cavityOSCCmitochondrial gene expression78/7305108/187232.37e-129.86e-1178
GO:00009591Oral cavityOSCCmitochondrial RNA metabolic process29/730549/187233.33e-031.42e-0229
GO:014005312Oral cavityLPmitochondrial gene expression53/4623108/187233.54e-081.27e-0653
GO:01400532ProstateBPHmitochondrial gene expression29/3107108/187234.68e-032.25e-0229
GO:014005311ProstateTumormitochondrial gene expression31/3246108/187232.31e-031.30e-0231
GO:01400535SkincSCCmitochondrial gene expression56/4864108/187238.06e-092.56e-0756
GO:01400536ThyroidPTCmitochondrial gene expression51/5968108/187236.04e-043.83e-0351
GO:014005314ThyroidATCmitochondrial gene expression51/6293108/187232.26e-031.06e-0251
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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
hsa03010ColorectumADRibosome96/2092167/84658.28e-205.54e-183.54e-1896
hsa030101ColorectumADRibosome96/2092167/84658.28e-205.54e-183.54e-1896
hsa030102ColorectumSERRibosome92/1580167/84652.21e-263.66e-242.66e-2492
hsa030103ColorectumSERRibosome92/1580167/84652.21e-263.66e-242.66e-2492
hsa030104ColorectumMSSRibosome96/1875167/84651.82e-232.03e-211.24e-2196
hsa030105ColorectumMSSRibosome96/1875167/84651.82e-232.03e-211.24e-2196
hsa030106ColorectumMSI-HRibosome87/797167/84655.55e-461.80e-431.51e-4387
hsa030107ColorectumMSI-HRibosome87/797167/84655.55e-461.80e-431.51e-4387
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
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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
MRPL12insertionFrame_Shift_Insrs769882870c.179_180insCp.Lys63GlnfsTer118p.K63Qfs*118P52815protein_codingTCGA-A2-A0T0-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapytaxotereSD
MRPL12insertionFrame_Shift_Insnovelc.132_133insCTCCCTTGGCCTCAGCCTTTTCCGCAGCAAAGGCCCAp.Cys45LeufsTer14p.C45Lfs*14P52815protein_codingTCGA-BH-A0HF-01Breastbreast invasive carcinomaFemale>=65I/IIHormone TherapyarimidexSD
MRPL12SNVMissense_Mutationrs577290119c.542N>Tp.Ala181Valp.A181VP52815protein_codingdeleterious(0)probably_damaging(0.991)TCGA-2W-A8YY-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinCR
MRPL12SNVMissense_Mutationrs765933080c.347C>Tp.Ala116Valp.A116VP52815protein_codingtolerated(0.19)benign(0)TCGA-AZ-4313-01Colorectumcolon adenocarcinomaFemale<65I/IIUnknownUnknownSD
MRPL12SNVMissense_Mutationc.83T>Cp.Val28Alap.V28AP52815protein_codingtolerated(0.56)benign(0)TCGA-G4-6588-01Colorectumcolon adenocarcinomaFemale<65I/IIUnknownUnknownSD
MRPL12SNVMissense_Mutationc.301N>Tp.Gly101Cysp.G101CP52815protein_codingdeleterious(0.01)probably_damaging(0.982)TCGA-NH-A5IV-01Colorectumcolon adenocarcinomaFemale>=65I/IIUnknownUnknownSD
MRPL12deletionFrame_Shift_Delc.167delNp.Lys58ArgfsTer29p.K58Rfs*29P52815protein_codingTCGA-G4-6628-01Colorectumcolon adenocarcinomaMale>=65I/IIUnknownUnknownSD
MRPL12insertionFrame_Shift_Insnovelc.166_167insCp.Lys58GlnfsTer123p.K58Qfs*123P52815protein_codingTCGA-WS-AB45-01Colorectumcolon adenocarcinomaFemale<65I/IIUnknownUnknownSD
MRPL12SNVMissense_Mutationnovelc.518N>Cp.Lys173Thrp.K173TP52815protein_codingdeleterious(0)probably_damaging(0.961)TCGA-AX-A3G9-01Endometriumuterine corpus endometrioid carcinomaFemale<65III/IVChemotherapycarboplatinSD
MRPL12SNVMissense_Mutationrs765933080c.347N>Tp.Ala116Valp.A116VP52815protein_codingtolerated(0.19)benign(0)TCGA-FI-A2D0-01Endometriumuterine 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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