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: MRPL44

Gene summary for MRPL44

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

MRPL44

Gene ID

65080

Gene namemitochondrial ribosomal protein L44
Gene AliasCOXPD16
Cytomap2q36.1
Gene Typeprotein-coding
GO ID

GO:0006139

UniProtAcc

A0A024R473


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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
65080MRPL44LZE4THumanEsophagusESCC2.68e-144.08e-010.0811
65080MRPL44LZE7THumanEsophagusESCC2.25e-032.26e-010.0667
65080MRPL44LZE20THumanEsophagusESCC2.72e-061.61e-010.0662
65080MRPL44LZE24THumanEsophagusESCC6.72e-113.69e-010.0596
65080MRPL44P1T-EHumanEsophagusESCC2.45e-042.02e-010.0875
65080MRPL44P2T-EHumanEsophagusESCC5.80e-244.63e-010.1177
65080MRPL44P4T-EHumanEsophagusESCC5.39e-255.86e-010.1323
65080MRPL44P5T-EHumanEsophagusESCC2.85e-255.19e-010.1327
65080MRPL44P8T-EHumanEsophagusESCC2.81e-233.25e-010.0889
65080MRPL44P9T-EHumanEsophagusESCC2.74e-133.04e-010.1131
65080MRPL44P10T-EHumanEsophagusESCC3.16e-214.17e-010.116
65080MRPL44P11T-EHumanEsophagusESCC1.21e-154.45e-010.1426
65080MRPL44P12T-EHumanEsophagusESCC8.29e-325.96e-010.1122
65080MRPL44P15T-EHumanEsophagusESCC1.43e-378.46e-010.1149
65080MRPL44P16T-EHumanEsophagusESCC8.20e-264.97e-010.1153
65080MRPL44P17T-EHumanEsophagusESCC1.43e-053.15e-010.1278
65080MRPL44P19T-EHumanEsophagusESCC5.70e-033.18e-010.1662
65080MRPL44P20T-EHumanEsophagusESCC6.39e-184.41e-010.1124
65080MRPL44P21T-EHumanEsophagusESCC8.21e-306.29e-010.1617
65080MRPL44P22T-EHumanEsophagusESCC4.14e-244.17e-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
∗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:0016072110EsophagusESCCrRNA metabolic process197/8552236/187231.31e-331.18e-30197
GO:003466012EsophagusESCCncRNA metabolic process346/8552485/187234.35e-312.51e-28346
GO:0006401110EsophagusESCCRNA catabolic process204/8552278/187233.39e-215.66e-19204
GO:014005313EsophagusESCCmitochondrial gene expression93/8552108/187231.96e-182.03e-1693
GO:0034655110EsophagusESCCnucleobase-containing compound catabolic process272/8552407/187232.92e-182.90e-16272
GO:003254314EsophagusESCCmitochondrial translation68/855276/187231.02e-156.86e-1468
GO:004670018EsophagusESCCheterocycle catabolic process286/8552445/187231.12e-157.47e-14286
GO:004427019EsophagusESCCcellular nitrogen compound catabolic process288/8552451/187233.03e-151.79e-13288
GO:001943918EsophagusESCCaromatic compound catabolic process295/8552467/187231.09e-145.98e-13295
GO:190136118EsophagusESCCorganic cyclic compound catabolic process307/8552495/187239.99e-144.80e-12307
GO:00905013EsophagusESCCRNA phosphodiester bond hydrolysis110/8552152/187231.95e-116.81e-10110
GO:00903053EsophagusESCCnucleic acid phosphodiester bond hydrolysis163/8552261/187233.07e-085.73e-07163
GO:000641419EsophagusESCCtranslational elongation41/855255/187231.26e-051.16e-0441
GO:00346613EsophagusESCCncRNA catabolic process33/855243/187233.25e-052.69e-0433
GO:00905023EsophagusESCCRNA phosphodiester bond hydrolysis, endonucleolytic55/855282/187237.34e-055.51e-0455
GO:00160752EsophagusESCCrRNA catabolic process18/855221/187231.81e-041.16e-0318
GO:001607212LiverHCCrRNA metabolic process193/7958236/187231.26e-351.14e-32193
GO:00346601LiverHCCncRNA metabolic process332/7958485/187231.48e-317.80e-29332
GO:004427021LiverHCCcellular nitrogen compound catabolic process303/7958451/187239.76e-273.64e-24303
GO:004670021LiverHCCheterocycle catabolic process299/7958445/187232.07e-267.29e-24299
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check button Enriched KEGG pathways.
Pathway IDTissueDisease StageDescriptionGene RatioBg Ratiopvaluep.adjustqvalueCount
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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
MRPL44SNVMissense_Mutationnovelc.366N>Ap.Asn122Lysp.N122KQ9H9J2protein_codingdeleterious(0)probably_damaging(0.984)TCGA-AC-A3QQ-01Breastbreast invasive carcinomaFemale<65I/IIUnknownUnknownSD
MRPL44SNVMissense_Mutationrs149672795c.379N>Ap.Glu127Lysp.E127KQ9H9J2protein_codingtolerated(0.23)benign(0.005)TCGA-AN-A046-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
MRPL44insertionFrame_Shift_Insnovelc.365_366insAGp.Asn122LysfsTer33p.N122Kfs*33Q9H9J2protein_codingTCGA-AC-A3QQ-01Breastbreast invasive carcinomaFemale<65I/IIUnknownUnknownSD
MRPL44insertionFrame_Shift_Insnovelc.614_615insATTTTTATATCACAGTAACAGGTTGTTCTp.Ser205ArgfsTer25p.S205Rfs*25Q9H9J2protein_codingTCGA-B6-A0I5-01Breastbreast invasive carcinomaFemale<65I/IIUnknownUnknownSD
MRPL44SNVMissense_Mutationnovelc.96G>Cp.Lys32Asnp.K32NQ9H9J2protein_codingdeleterious(0)probably_damaging(0.994)TCGA-VS-A9UL-01Cervixcervical & endocervical cancerFemale>=65III/IVUnknownUnknownPD
MRPL44deletionFrame_Shift_Delnovelc.434_437delNNNNp.Tyr145Terp.Y145*Q9H9J2protein_codingTCGA-C5-A7CO-01Cervixcervical & endocervical cancerFemale>=65I/IIChemotherapycisplatinSD
MRPL44SNVMissense_Mutationrs534596036c.38N>Gp.His13Argp.H13RQ9H9J2protein_codingtolerated_low_confidence(0.13)benign(0)TCGA-AA-3715-01Colorectumcolon adenocarcinomaMale>=65I/IIUnknownUnknownPD
MRPL44SNVMissense_Mutationc.98N>Gp.Lys33Argp.K33RQ9H9J2protein_codingtolerated(0.88)possibly_damaging(0.501)TCGA-AA-3811-01Colorectumcolon adenocarcinomaFemale>=65III/IVUnknownUnknownPD
MRPL44SNVMissense_Mutationc.402G>Tp.Gln134Hisp.Q134HQ9H9J2protein_codingtolerated(0.3)benign(0)TCGA-AA-3977-01Colorectumcolon adenocarcinomaMale>=65I/IIUnknownUnknownSD
MRPL44SNVMissense_Mutationnovelc.284N>Ap.Ser95Asnp.S95NQ9H9J2protein_codingtolerated(0.49)benign(0.001)TCGA-AZ-4315-01Colorectumcolon adenocarcinomaMale<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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