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: MRPL1

Gene summary for MRPL1

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

MRPL1

Gene ID

65008

Gene namemitochondrial ribosomal protein L1
Gene AliasBM022
Cytomap4q21.1
Gene Typeprotein-coding
GO ID

GO:0000470

UniProtAcc

Q9BYD6


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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
65008MRPL1LZE4THumanEsophagusESCC9.20e-088.06e-020.0811
65008MRPL1LZE5THumanEsophagusESCC1.92e-042.87e-010.0514
65008MRPL1LZE7THumanEsophagusESCC3.22e-042.65e-010.0667
65008MRPL1LZE20THumanEsophagusESCC4.10e-069.53e-020.0662
65008MRPL1LZE24THumanEsophagusESCC1.81e-071.64e-010.0596
65008MRPL1LZE6THumanEsophagusESCC8.36e-081.79e-010.0845
65008MRPL1P2T-EHumanEsophagusESCC1.67e-162.86e-010.1177
65008MRPL1P4T-EHumanEsophagusESCC8.48e-255.66e-010.1323
65008MRPL1P5T-EHumanEsophagusESCC2.47e-132.49e-010.1327
65008MRPL1P8T-EHumanEsophagusESCC3.32e-131.45e-010.0889
65008MRPL1P9T-EHumanEsophagusESCC1.78e-096.71e-020.1131
65008MRPL1P10T-EHumanEsophagusESCC2.97e-111.08e-010.116
65008MRPL1P11T-EHumanEsophagusESCC8.29e-134.13e-010.1426
65008MRPL1P12T-EHumanEsophagusESCC4.67e-233.00e-010.1122
65008MRPL1P15T-EHumanEsophagusESCC8.75e-192.34e-010.1149
65008MRPL1P16T-EHumanEsophagusESCC7.78e-253.49e-010.1153
65008MRPL1P17T-EHumanEsophagusESCC2.40e-033.13e-010.1278
65008MRPL1P20T-EHumanEsophagusESCC1.30e-091.24e-010.1124
65008MRPL1P21T-EHumanEsophagusESCC1.36e-275.76e-010.1617
65008MRPL1P22T-EHumanEsophagusESCC7.81e-171.85e-010.1236
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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
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:199054216EndometriumEECmitochondrial transmembrane transport31/2168102/187232.65e-071.11e-0531
GO:005065712EndometriumEECnucleic acid transport39/2168163/187237.00e-061.63e-0439
GO:005065812EndometriumEECRNA transport39/2168163/187237.00e-061.63e-0439
GO:005123612EndometriumEECestablishment of RNA localization39/2168166/187231.11e-052.33e-0439
GO:001593112EndometriumEECnucleobase-containing compound transport46/2168222/187235.91e-059.13e-0446
GO:000641727EsophagusHGINregulation of translation139/2587468/187231.46e-197.98e-17139
GO:00342496EsophagusHGINnegative regulation of cellular amide metabolic process66/2587273/187232.74e-069.60e-0566
GO:00171486EsophagusHGINnegative regulation of translation59/2587245/187231.03e-052.96e-0459
GO:01400534EsophagusHGINmitochondrial gene expression27/2587108/187231.34e-031.57e-0227
GO:0022613111EsophagusESCCribonucleoprotein complex biogenesis365/8552463/187231.74e-491.11e-45365
GO:0042254111EsophagusESCCribosome biogenesis252/8552299/187233.27e-441.04e-40252
GO:003447015EsophagusESCCncRNA processing300/8552395/187233.09e-353.26e-32300
GO:0016072110EsophagusESCCrRNA metabolic process197/8552236/187231.31e-331.18e-30197
GO:0006364110EsophagusESCCrRNA processing189/8552225/187234.88e-333.87e-30189
GO:003466012EsophagusESCCncRNA metabolic process346/8552485/187234.35e-312.51e-28346
GO:0006403110EsophagusESCCRNA localization166/8552201/187231.95e-276.18e-25166
GO:005123617EsophagusESCCestablishment of RNA localization134/8552166/187231.23e-201.81e-18134
GO:005065717EsophagusESCCnucleic acid transport131/8552163/187236.94e-208.46e-18131
GO:005065817EsophagusESCCRNA transport131/8552163/187236.94e-208.46e-18131
GO:0006839110EsophagusESCCmitochondrial transport187/8552254/187238.35e-209.81e-18187
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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
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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
MRPL1CD8TEREXLungADJCNOT6L,ZCWPW2,SESN3, etc.1.46e-02The 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.
MRPL1CD8TEFFLungADJCNOT6L,ZCWPW2,SESN3, etc.1.80e-01The 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.
MRPL1MAITLungADJCNOT6L,ZCWPW2,SESN3, etc.1.97e-02The 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.
∗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
MRPL1SNVMissense_Mutationrs778950727c.925N>Tp.Pro309Serp.P309SQ9BYD6protein_codingtolerated(0.63)benign(0.003)TCGA-A8-A094-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
MRPL1SNVMissense_Mutationc.532N>Ap.Ala178Thrp.A178TQ9BYD6protein_codingtolerated(0.08)benign(0.209)TCGA-A6-2686-01Colorectumcolon adenocarcinomaFemale>=65I/IIUnknownUnknownSD
MRPL1SNVMissense_Mutationc.752A>Gp.Asn251Serp.N251SQ9BYD6protein_codingtolerated(0.29)benign(0.063)TCGA-AA-3811-01Colorectumcolon adenocarcinomaFemale>=65III/IVUnknownUnknownPD
MRPL1SNVMissense_Mutationc.173N>Cp.Lys58Thrp.K58TQ9BYD6protein_codingtolerated(0.05)probably_damaging(0.918)TCGA-AA-A00N-01Colorectumcolon adenocarcinomaMale>=65I/IIUnknownUnknownPD
MRPL1SNVMissense_Mutationc.265A>Cp.Lys89Glnp.K89QQ9BYD6protein_codingtolerated(0.09)benign(0.328)TCGA-AD-6889-01Colorectumcolon adenocarcinomaMale>=65I/IIChemotherapyxelodaPD
MRPL1SNVMissense_Mutationrs149018720c.875N>Ap.Arg292Hisp.R292HQ9BYD6protein_codingdeleterious(0.02)benign(0.287)TCGA-AG-3902-01Colorectumrectum adenocarcinomaMale<65I/IIUnknownUnknownSD
MRPL1SNVMissense_Mutationnovelc.323N>Cp.Lys108Thrp.K108TQ9BYD6protein_codingtolerated(0.07)possibly_damaging(0.46)TCGA-AG-A002-01Colorectumrectum adenocarcinomaMale<65I/IIUnknownUnknownSD
MRPL1SNVMissense_Mutationnovelc.195A>Cp.Lys65Asnp.K65NQ9BYD6protein_codingdeleterious(0.02)benign(0.116)TCGA-F5-6814-01Colorectumrectum adenocarcinomaMale<65I/IIUnknownUnknownSD
MRPL1SNVMissense_Mutationnovelc.874C>Tp.Arg292Cysp.R292CQ9BYD6protein_codingdeleterious(0)probably_damaging(0.987)TCGA-A5-A0G1-01Endometriumuterine corpus endometrioid carcinomaFemale>=65I/IIUnknownUnknownSD
MRPL1SNVMissense_Mutationnovelc.482C>Tp.Thr161Ilep.T161IQ9BYD6protein_codingdeleterious(0)probably_damaging(0.953)TCGA-A5-A0G2-01Endometriumuterine corpus endometrioid carcinomaFemale<65III/IVUnknownUnknownSD
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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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