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:00064179BreastPrecancerregulation of translation67/1080468/187234.71e-127.64e-1067
GO:19908303BreastPrecancercellular response to leukemia inhibitory factor13/108094/187232.83e-032.49e-0213
GO:19908233BreastPrecancerresponse to leukemia inhibitory factor13/108095/187233.11e-032.64e-0213
GO:000641714BreastIDCregulation of translation74/1434468/187231.67e-091.53e-0774
GO:19908301BreastIDCcellular response to leukemia inhibitory factor15/143494/187235.06e-033.79e-0215
GO:199082311BreastIDCresponse to leukemia inhibitory factor15/143495/187235.59e-034.07e-0215
GO:000641724BreastDCISregulation of translation72/1390468/187232.46e-092.17e-0772
GO:19908302BreastDCIScellular response to leukemia inhibitory factor15/139094/187233.79e-033.03e-0215
GO:19908232BreastDCISresponse to leukemia inhibitory factor15/139095/187234.20e-033.31e-0215
GO:0006839ColorectumADmitochondrial transport102/3918254/187231.87e-123.08e-10102
GO:1990542ColorectumADmitochondrial transmembrane transport47/3918102/187231.09e-086.52e-0747
GO:0006403ColorectumADRNA localization71/3918201/187231.54e-064.76e-0571
GO:0051236ColorectumADestablishment of RNA localization58/3918166/187231.95e-054.01e-0458
GO:0015931ColorectumADnucleobase-containing compound transport73/3918222/187232.02e-054.10e-0473
GO:0050657ColorectumADnucleic acid transport57/3918163/187232.22e-054.39e-0457
GO:0050658ColorectumADRNA transport57/3918163/187232.22e-054.39e-0457
GO:00068391ColorectumSERmitochondrial transport87/2897254/187237.91e-143.03e-1187
GO:19905421ColorectumSERmitochondrial transmembrane transport42/2897102/187233.65e-104.77e-0842
GO:00064031ColorectumSERRNA localization53/2897201/187234.51e-051.13e-0353
GO:00159311ColorectumSERnucleobase-containing compound transport54/2897222/187233.65e-045.67e-0354
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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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