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: MRPL36

Gene summary for MRPL36

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

MRPL36

Gene ID

64979

Gene namemitochondrial ribosomal protein L36
Gene AliasBRIP1
Cytomap5p15.33
Gene Typeprotein-coding
GO ID

GO:0006412

UniProtAcc

Q9P0J6


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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
64979MRPL36GSM4909281HumanBreastIDC1.82e-022.41e-010.21
64979MRPL36GSM4909282HumanBreastIDC6.18e-144.91e-01-0.0288
64979MRPL36GSM4909285HumanBreastIDC2.93e-235.62e-010.21
64979MRPL36GSM4909291HumanBreastIDC5.13e-115.48e-010.1753
64979MRPL36GSM4909293HumanBreastIDC1.47e-326.77e-010.1581
64979MRPL36GSM4909296HumanBreastIDC4.71e-041.31e-010.1524
64979MRPL36GSM4909297HumanBreastIDC1.59e-02-7.12e-020.1517
64979MRPL36GSM4909308HumanBreastIDC1.80e-022.49e-010.158
64979MRPL36GSM4909311HumanBreastIDC1.19e-15-8.91e-020.1534
64979MRPL36GSM4909312HumanBreastIDC2.74e-05-8.35e-030.1552
64979MRPL36GSM4909317HumanBreastIDC2.68e-063.74e-010.1355
64979MRPL36GSM4909318HumanBreastIDC5.39e-034.34e-010.2031
64979MRPL36GSM4909319HumanBreastIDC2.35e-18-1.12e-010.1563
64979MRPL36GSM4909321HumanBreastIDC1.12e-055.05e-030.1559
64979MRPL36brca1HumanBreastPrecancer4.60e-053.29e-01-0.0338
64979MRPL36brca2HumanBreastPrecancer3.65e-051.47e-01-0.024
64979MRPL36M2HumanBreastIDC2.96e-033.47e-010.21
64979MRPL36NCCBC14HumanBreastDCIS5.51e-062.07e-010.2021
64979MRPL36NCCBC5HumanBreastDCIS2.29e-081.80e-010.2046
64979MRPL36P1HumanBreastIDC8.61e-11-1.53e-010.1527
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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:00226139BreastPrecancerribonucleoprotein complex biogenesis79/1080463/187232.11e-181.03e-1579
GO:00422549BreastPrecancerribosome biogenesis52/1080299/187237.35e-131.51e-1052
GO:002261314BreastIDCribonucleoprotein complex biogenesis83/1434463/187232.01e-135.20e-1183
GO:004225414BreastIDCribosome biogenesis52/1434299/187231.90e-081.32e-0652
GO:002261324BreastDCISribonucleoprotein complex biogenesis83/1390463/187233.65e-141.09e-1183
GO:004225423BreastDCISribosome biogenesis52/1390299/187236.73e-095.44e-0752
GO:002261327EsophagusHGINribonucleoprotein complex biogenesis158/2587463/187232.61e-295.23e-26158
GO:004225426EsophagusHGINribosome biogenesis101/2587299/187238.74e-194.03e-16101
GO:0022613111EsophagusESCCribonucleoprotein complex biogenesis365/8552463/187231.74e-491.11e-45365
GO:0042254111EsophagusESCCribosome biogenesis252/8552299/187233.27e-441.04e-40252
GO:002261312LiverCirrhoticribonucleoprotein complex biogenesis231/4634463/187233.28e-326.86e-29231
GO:004225412LiverCirrhoticribosome biogenesis154/4634299/187231.18e-236.72e-21154
GO:002261322LiverHCCribonucleoprotein complex biogenesis355/7958463/187237.76e-524.92e-48355
GO:004225422LiverHCCribosome biogenesis246/7958299/187234.99e-461.58e-42246
GO:002261320Oral cavityOSCCribonucleoprotein complex biogenesis333/7305463/187238.28e-485.24e-44333
GO:004225420Oral cavityOSCCribosome biogenesis230/7305299/187233.22e-416.80e-38230
GO:0022613110Oral cavityLPribonucleoprotein complex biogenesis259/4623463/187237.20e-482.25e-44259
GO:0042254110Oral cavityLPribosome biogenesis173/4623299/187238.97e-351.41e-31173
GO:002261318ProstateBPHribonucleoprotein complex biogenesis150/3107463/187232.18e-175.62e-15150
GO:004225418ProstateBPHribosome biogenesis90/3107299/187233.82e-091.44e-0790
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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
MRPL36SNVMissense_Mutationnovelc.281C>Ap.Thr94Asnp.T94NQ9P0J6protein_codingdeleterious(0)probably_damaging(0.969)TCGA-AR-A1AP-01Breastbreast invasive carcinomaFemale>=65I/IIHormone TherapyanastrozoleSD
MRPL36SNVMissense_Mutationc.145C>Tp.Arg49Cysp.R49CQ9P0J6protein_codingdeleterious(0.05)benign(0.248)TCGA-2W-A8YY-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinCR
MRPL36SNVMissense_Mutationnovelc.122N>Tp.Ala41Valp.A41VQ9P0J6protein_codingtolerated(0.1)benign(0.099)TCGA-AJ-A3EL-01Endometriumuterine corpus endometrioid carcinomaFemale<65I/IIUnknownUnknownSD
MRPL36SNVMissense_Mutationrs200540489c.268N>Ap.Val90Ilep.V90IQ9P0J6protein_codingtolerated(0.67)benign(0.001)TCGA-AP-A059-01Endometriumuterine corpus endometrioid carcinomaFemale>=65I/IIUnknownUnknownSD
MRPL36SNVMissense_Mutationrs367987549c.253C>Tp.Arg85Trpp.R85WQ9P0J6protein_codingdeleterious(0)probably_damaging(0.998)TCGA-B5-A3FA-01Endometriumuterine corpus endometrioid carcinomaFemale>=65I/IIUnknownUnknownSD
MRPL36SNVMissense_Mutationrs777500156c.188N>Tp.Ala63Valp.A63VQ9P0J6protein_codingtolerated(0.1)benign(0.039)TCGA-B5-A3FC-01Endometriumuterine corpus endometrioid carcinomaFemale<65I/IIUnknownUnknownSD
MRPL36SNVMissense_Mutationc.145N>Tp.Arg49Cysp.R49CQ9P0J6protein_codingdeleterious(0.05)benign(0.248)TCGA-BS-A0UV-01Endometriumuterine corpus endometrioid carcinomaFemale<65III/IVUnknownUnknownSD
MRPL36SNVMissense_Mutationrs367987549c.253N>Tp.Arg85Trpp.R85WQ9P0J6protein_codingdeleterious(0)probably_damaging(0.998)TCGA-EO-A22R-01Endometriumuterine corpus endometrioid carcinomaFemale<65I/IIUnknownUnknownSD
MRPL36SNVMissense_Mutationnovelc.134N>Tp.Gly45Valp.G45VQ9P0J6protein_codingtolerated(0.29)benign(0.003)TCGA-53-7626-01Lunglung adenocarcinomaFemale>=65I/IIUnspecificCisplatinPD
MRPL36SNVMissense_Mutationnovelc.128N>Gp.Glu43Glyp.E43GQ9P0J6protein_codingtolerated(0.13)benign(0)TCGA-66-2758-01Lunglung squamous cell carcinomaMale>=65I/IIChemotherapycisplatinCR
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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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