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: MRPS14

Gene summary for MRPS14

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

MRPS14

Gene ID

63931

Gene namemitochondrial ribosomal protein S14
Gene AliasCOXPD38
Cytomap1q25.1
Gene Typeprotein-coding
GO ID

GO:0006412

UniProtAcc

O60783


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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
63931MRPS14LZE2THumanEsophagusESCC7.53e-091.05e+000.082
63931MRPS14LZE4THumanEsophagusESCC1.71e-193.77e-010.0811
63931MRPS14LZE5THumanEsophagusESCC6.72e-032.75e-010.0514
63931MRPS14LZE7THumanEsophagusESCC2.01e-074.22e-010.0667
63931MRPS14LZE8THumanEsophagusESCC1.58e-094.02e-010.067
63931MRPS14LZE20THumanEsophagusESCC1.29e-122.86e-010.0662
63931MRPS14LZE22THumanEsophagusESCC2.35e-024.71e-010.068
63931MRPS14LZE24THumanEsophagusESCC2.91e-246.56e-010.0596
63931MRPS14LZE6THumanEsophagusESCC2.71e-042.41e-010.0845
63931MRPS14P1T-EHumanEsophagusESCC9.02e-106.23e-010.0875
63931MRPS14P2T-EHumanEsophagusESCC3.94e-396.64e-010.1177
63931MRPS14P4T-EHumanEsophagusESCC1.33e-471.21e+000.1323
63931MRPS14P5T-EHumanEsophagusESCC1.49e-337.98e-010.1327
63931MRPS14P8T-EHumanEsophagusESCC4.21e-194.47e-010.0889
63931MRPS14P9T-EHumanEsophagusESCC4.98e-328.56e-010.1131
63931MRPS14P10T-EHumanEsophagusESCC1.17e-305.32e-010.116
63931MRPS14P11T-EHumanEsophagusESCC2.77e-126.02e-010.1426
63931MRPS14P12T-EHumanEsophagusESCC1.52e-285.58e-010.1122
63931MRPS14P15T-EHumanEsophagusESCC1.53e-459.97e-010.1149
63931MRPS14P16T-EHumanEsophagusESCC1.78e-498.28e-010.1153
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check button Transcriptomic changes along malignancy continuum.
TissueExpression DynamicsAbbreviation
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
∗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: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
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
hsa0301029ProstateTumorRibosome104/1791167/84653.53e-315.84e-293.62e-29104
hsa0301037ProstateTumorRibosome104/1791167/84653.53e-315.84e-293.62e-29104
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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
MRPS14SNVMissense_Mutationrs764040620c.56C>Tp.Ser19Leup.S19LO60783protein_codingtolerated(0.37)benign(0)TCGA-AC-A23H-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownPD
MRPS14SNVMissense_Mutationrs749100830c.304N>Tp.Arg102Trpp.R102WO60783protein_codingtolerated(0.1)benign(0.035)TCGA-C8-A12P-01Breastbreast invasive carcinomaFemale<65I/IIUnknownUnknownSD
MRPS14SNVMissense_Mutationc.199N>Tp.Leu67Phep.L67FO60783protein_codingtolerated(0.05)benign(0.321)TCGA-EK-A3GK-01Cervixcervical & endocervical cancerFemale<65I/IIUnknownUnknownSD
MRPS14SNVMissense_Mutationc.116A>Cp.Lys39Thrp.K39TO60783protein_codingdeleterious(0)probably_damaging(0.992)TCGA-AA-3977-01Colorectumcolon adenocarcinomaMale>=65I/IIUnknownUnknownSD
MRPS14SNVMissense_Mutationc.181N>Gp.Thr61Alap.T61AO60783protein_codingtolerated(0.14)benign(0.04)TCGA-EI-6882-01Colorectumrectum adenocarcinomaMale<65I/IIUnknownUnknownSD
MRPS14SNVMissense_Mutationrs781298771c.157N>Tp.Arg53Cysp.R53CO60783protein_codingdeleterious(0)probably_damaging(0.957)TCGA-A5-A2K5-01Endometriumuterine corpus endometrioid carcinomaFemale>=65I/IIUnknownUnknownSD
MRPS14SNVMissense_Mutationrs139531485c.142N>Ap.Ala48Thrp.A48TO60783protein_codingdeleterious(0.02)probably_damaging(0.97)TCGA-AJ-A3BG-01Endometriumuterine corpus endometrioid carcinomaFemale>=65I/IIChemotherapycarboplatinPD
MRPS14SNVMissense_Mutationrs750064013c.308N>Ap.Arg103Hisp.R103HO60783protein_codingdeleterious(0.01)probably_damaging(0.973)TCGA-AP-A0LM-01Endometriumuterine corpus endometrioid carcinomaFemale<65III/IVChemotherapycisplatinSD
MRPS14SNVMissense_Mutationrs752490303c.77N>Ap.Arg26Glnp.R26QO60783protein_codingdeleterious(0)possibly_damaging(0.888)TCGA-AP-A0LM-01Endometriumuterine corpus endometrioid carcinomaFemale<65III/IVChemotherapycisplatinSD
MRPS14SNVMissense_Mutationc.334N>Tp.Arg112Cysp.R112CO60783protein_codingdeleterious(0.02)possibly_damaging(0.874)TCGA-AX-A0J1-01Endometriumuterine 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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