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

Home

Download

Statistics

Help

Contact

Center for Computational Systems Medicine
leaf

Gene summary

leaf

Malignant transformation analysis

leaf

Malignant transformation related pathway analysis

leaf

Cell-cell communication analysis

leaf

Single-cell gene regulatory network inference analysis

leaf

Somatic mutation of malignant transformation related genes

leaf

Related drugs of malignant transformation related genes

Gene: MRPL16

Gene summary for MRPL16

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

MRPL16

Gene ID

54948

Gene namemitochondrial ribosomal protein L16
Gene AliasL16mt
Cytomap11q12.1
Gene Typeprotein-coding
GO ID

GO:0006412

UniProtAcc

Q9NX20


Top

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
54948MRPL16HTA11_347_2000001011HumanColorectumAD2.68e-022.47e-01-0.1954
54948MRPL16HTA11_1391_2000001011HumanColorectumAD2.91e-064.35e-01-0.059
54948MRPL16HTA11_546_2000001011HumanColorectumAD2.47e-032.86e-01-0.0842
54948MRPL16HTA11_866_3004761011HumanColorectumAD1.63e-032.66e-010.096
54948MRPL16HTA11_7696_3000711011HumanColorectumAD9.67e-032.30e-010.0674
54948MRPL16HTA11_99999970781_79442HumanColorectumMSS3.60e-053.61e-010.294
54948MRPL16HTA11_99999971662_82457HumanColorectumMSS3.70e-135.16e-010.3859
54948MRPL16LZE2THumanEsophagusESCC3.89e-034.98e-010.082
54948MRPL16LZE4THumanEsophagusESCC7.25e-152.88e-010.0811
54948MRPL16LZE7THumanEsophagusESCC5.71e-116.76e-010.0667
54948MRPL16LZE8THumanEsophagusESCC5.06e-083.52e-010.067
54948MRPL16LZE20THumanEsophagusESCC1.16e-031.71e-010.0662
54948MRPL16LZE22THumanEsophagusESCC1.68e-054.52e-010.068
54948MRPL16LZE24THumanEsophagusESCC1.85e-185.74e-010.0596
54948MRPL16LZE6THumanEsophagusESCC1.90e-158.53e-010.0845
54948MRPL16P1T-EHumanEsophagusESCC3.89e-092.88e-010.0875
54948MRPL16P2T-EHumanEsophagusESCC2.77e-386.36e-010.1177
54948MRPL16P4T-EHumanEsophagusESCC4.14e-571.53e+000.1323
54948MRPL16P5T-EHumanEsophagusESCC1.75e-387.53e-010.1327
54948MRPL16P8T-EHumanEsophagusESCC4.80e-489.14e-010.0889
Page: 1 2 3 4 5 6 

check button Transcriptomic changes along malignancy continuum.
TissueExpression DynamicsAbbreviation
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
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.

Top

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).
Page: 1 2 3 4 5 6 7 8 9 

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:00325436SkincSCCmitochondrial translation47/486476/187234.70e-112.22e-0947
GO:01400535SkincSCCmitochondrial gene expression56/4864108/187238.06e-092.56e-0756
Page: 1 

check button Enriched KEGG pathways.
Pathway IDTissueDisease StageDescriptionGene RatioBg Ratiopvaluep.adjustqvalueCount
hsa03010ColorectumADRibosome96/2092167/84658.28e-205.54e-183.54e-1896
hsa030101ColorectumADRibosome96/2092167/84658.28e-205.54e-183.54e-1896
hsa030104ColorectumMSSRibosome96/1875167/84651.82e-232.03e-211.24e-2196
hsa030105ColorectumMSSRibosome96/1875167/84651.82e-232.03e-211.24e-2196
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
Page: 1 

Top

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
Page: 1 

Top

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.
Page: 1 

Top

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
MRPL16SNVMissense_Mutationnovelc.359N>Gp.Ala120Glyp.A120GQ9NX20protein_codingdeleterious(0.02)benign(0.09)TCGA-EW-A3U0-01Breastbreast invasive carcinomaFemale<65III/IVChemotherapycisplatinCR
MRPL16insertionNonsense_Mutationnovelc.39_40insAAAAAGCTTTAATTTGTTAAATTTAAGCCACAATATCGTAp.Arg14LysfsTer4p.R14Kfs*4Q9NX20protein_codingTCGA-AN-A04D-01Breastbreast invasive carcinomaFemale<65I/IIUnknownUnknownSD
MRPL16SNVMissense_Mutationrs370390298c.191N>Ap.Arg64Lysp.R64KQ9NX20protein_codingtolerated(0.75)benign(0.007)TCGA-VS-A8QA-01Cervixcervical & endocervical cancerFemale<65I/IIUnknownUnknownSD
MRPL16SNVMissense_Mutationnovelc.751N>Ap.Val251Metp.V251MQ9NX20protein_codingdeleterious_low_confidence(0)probably_damaging(0.999)TCGA-AA-3877-01Colorectumcolon adenocarcinomaFemale>=65I/IIUnknownUnknownSD
MRPL16SNVMissense_Mutationnovelc.214N>Gp.Ile72Valp.I72VQ9NX20protein_codingdeleterious(0.01)probably_damaging(0.938)TCGA-AA-3950-01Colorectumcolon adenocarcinomaFemale>=65I/IIUnknownUnknownSD
MRPL16SNVMissense_Mutationc.673N>Ap.Gly225Serp.G225SQ9NX20protein_codingdeleterious(0.02)probably_damaging(1)TCGA-AU-6004-01Colorectumcolon adenocarcinomaFemale>=65I/IIUnknownUnknownSD
MRPL16SNVMissense_Mutationc.592N>Gp.Met198Valp.M198VQ9NX20protein_codingtolerated(0.13)benign(0.003)TCGA-AU-6004-01Colorectumcolon adenocarcinomaFemale>=65I/IIUnknownUnknownSD
MRPL16SNVMissense_Mutationrs370177555c.497G>Ap.Arg166Hisp.R166HQ9NX20protein_codingtolerated(0.42)benign(0.027)TCGA-CK-4951-01Colorectumcolon adenocarcinomaFemale>=65I/IIUnknownUnknownPD
MRPL16SNVMissense_Mutationnovelc.580N>Gp.Thr194Alap.T194AQ9NX20protein_codingtolerated(0.55)benign(0.018)TCGA-AG-3726-01Colorectumrectum adenocarcinomaFemale<65I/IIUnknownUnknownSD
MRPL16SNVMissense_Mutationnovelc.415N>Tp.Arg139Cysp.R139CQ9NX20protein_codingdeleterious(0)probably_damaging(0.985)TCGA-A5-A0G2-01Endometriumuterine corpus endometrioid carcinomaFemale<65III/IVUnknownUnknownSD
Page: 1 2 3 

Top

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
Page: 1