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: MRPS12

Gene summary for MRPS12

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

MRPS12

Gene ID

6183

Gene namemitochondrial ribosomal protein S12
Gene AliasMPR-S12
Cytomap19q13.2
Gene Typeprotein-coding
GO ID

GO:0006412

UniProtAcc

A0A024R0H2


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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
6183MRPS12GSM4909281HumanBreastIDC1.14e-063.23e-010.21
6183MRPS12GSM4909282HumanBreastIDC1.36e-123.85e-01-0.0288
6183MRPS12GSM4909285HumanBreastIDC1.35e-235.63e-010.21
6183MRPS12GSM4909290HumanBreastIDC2.55e-033.61e-010.2096
6183MRPS12GSM4909291HumanBreastIDC5.00e-095.43e-010.1753
6183MRPS12GSM4909296HumanBreastIDC2.10e-031.66e-010.1524
6183MRPS12GSM4909298HumanBreastIDC2.00e-062.52e-010.1551
6183MRPS12GSM4909304HumanBreastIDC4.66e-032.44e-010.1636
6183MRPS12GSM4909306HumanBreastIDC2.41e-042.93e-010.1564
6183MRPS12GSM4909307HumanBreastIDC3.29e-022.81e-010.1569
6183MRPS12GSM4909308HumanBreastIDC3.09e-022.86e-010.158
6183MRPS12GSM4909311HumanBreastIDC2.27e-14-1.29e-010.1534
6183MRPS12GSM4909312HumanBreastIDC5.60e-066.39e-020.1552
6183MRPS12GSM4909317HumanBreastIDC1.08e-023.09e-010.1355
6183MRPS12GSM4909319HumanBreastIDC1.85e-15-5.53e-020.1563
6183MRPS12GSM4909321HumanBreastIDC1.34e-041.72e-010.1559
6183MRPS12brca1HumanBreastPrecancer1.60e-124.20e-01-0.0338
6183MRPS12brca2HumanBreastPrecancer1.57e-052.48e-01-0.024
6183MRPS12brca3HumanBreastPrecancer5.56e-031.70e-01-0.0263
6183MRPS12brca10HumanBreastPrecancer6.47e-03-2.10e-01-0.0029
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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
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: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
GO:01400536ThyroidPTCmitochondrial gene expression51/5968108/187236.04e-043.83e-0351
GO:00325437ThyroidPTCmitochondrial translation38/596876/187237.52e-044.67e-0338
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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
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
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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
MRPS12SNVMissense_Mutationnovelc.268N>Ap.Glu90Lysp.E90KO15235protein_codingdeleterious(0.02)probably_damaging(0.999)TCGA-AR-A2LE-01Breastbreast invasive carcinomaFemale>=65I/IIHormone TherapytamoxiphenPD
MRPS12SNVMissense_Mutationnovelc.16C>Ap.Leu6Ilep.L6IO15235protein_codingdeleterious(0.02)benign(0.142)TCGA-AR-A5QM-01Breastbreast invasive carcinomaFemale<65I/IIHormone TherapyanastrozolePD
MRPS12SNVMissense_Mutationnovelc.97C>Gp.Leu33Valp.L33VO15235protein_codingtolerated(0.08)possibly_damaging(0.611)TCGA-UL-AAZ6-01Breastbreast invasive carcinomaFemale>=65I/IIChemotherapyherceptinSD
MRPS12deletionFrame_Shift_Delnovelc.98delNp.Leu33ArgfsTer26p.L33Rfs*26O15235protein_codingTCGA-EW-A2FV-01Breastbreast invasive carcinomaFemale<65III/IVChemotherapydocetaxelSD
MRPS12SNVMissense_Mutationc.167C>Tp.Pro56Leup.P56LO15235protein_codingdeleterious(0)probably_damaging(0.999)TCGA-AA-A02K-01Colorectumcolon adenocarcinomaMale<65III/IVChemotherapyfolinicPD
MRPS12SNVMissense_Mutationrs768970230c.266N>Ap.Arg89Hisp.R89HO15235protein_codingtolerated(0.33)possibly_damaging(0.686)TCGA-CM-6162-01Colorectumcolon adenocarcinomaFemale<65III/IVChemotherapyoxaliplatinSD
MRPS12SNVMissense_Mutationnovelc.43A>Cp.Thr15Prop.T15PO15235protein_codingtolerated(0.21)benign(0.013)TCGA-A5-A2K5-01Endometriumuterine corpus endometrioid carcinomaFemale>=65I/IIUnknownUnknownSD
MRPS12SNVMissense_Mutationrs766262829c.341N>Ap.Arg114Hisp.R114HO15235protein_codingdeleterious(0.01)benign(0.071)TCGA-AP-A051-01Endometriumuterine corpus endometrioid carcinomaFemale>=65I/IIUnknownUnknownSD
MRPS12SNVMissense_Mutationrs754668341c.361N>Ap.Val121Ilep.V121IO15235protein_codingdeleterious(0.04)benign(0.225)TCGA-D1-A103-01Endometriumuterine corpus endometrioid carcinomaFemale>=65I/IIUnknownUnknownSD
MRPS12SNVMissense_Mutationc.194N>Tp.Thr65Metp.T65MO15235protein_codingdeleterious(0.01)probably_damaging(0.95)TCGA-D1-A17B-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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