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: MRPL28

Gene summary for MRPL28

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

MRPL28

Gene ID

10573

Gene namemitochondrial ribosomal protein L28
Gene AliasMAAT1
Cytomap16p13.3
Gene Typeprotein-coding
GO ID

GO:0006412

UniProtAcc

Q13084


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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
10573MRPL28LZE2THumanEsophagusESCC8.25e-068.81e-010.082
10573MRPL28LZE4THumanEsophagusESCC3.55e-185.11e-010.0811
10573MRPL28LZE7THumanEsophagusESCC9.87e-197.03e-010.0667
10573MRPL28LZE8THumanEsophagusESCC2.95e-257.90e-010.067
10573MRPL28LZE20THumanEsophagusESCC1.27e-074.07e-010.0662
10573MRPL28LZE22D1HumanEsophagusHGIN2.94e-072.91e-010.0595
10573MRPL28LZE22THumanEsophagusESCC1.11e-065.76e-010.068
10573MRPL28LZE24THumanEsophagusESCC5.31e-286.87e-010.0596
10573MRPL28LZE21THumanEsophagusESCC2.05e-034.84e-010.0655
10573MRPL28LZE6THumanEsophagusESCC5.71e-105.43e-010.0845
10573MRPL28P1T-EHumanEsophagusESCC2.17e-177.44e-010.0875
10573MRPL28P2T-EHumanEsophagusESCC6.47e-821.39e+000.1177
10573MRPL28P4T-EHumanEsophagusESCC2.94e-711.66e+000.1323
10573MRPL28P5T-EHumanEsophagusESCC3.33e-388.32e-010.1327
10573MRPL28P8T-EHumanEsophagusESCC2.36e-356.78e-010.0889
10573MRPL28P9T-EHumanEsophagusESCC3.52e-296.33e-010.1131
10573MRPL28P10T-EHumanEsophagusESCC1.93e-254.50e-010.116
10573MRPL28P11T-EHumanEsophagusESCC1.90e-176.79e-010.1426
10573MRPL28P12T-EHumanEsophagusESCC8.47e-591.14e+000.1122
10573MRPL28P15T-EHumanEsophagusESCC3.01e-561.08e+000.1149
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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
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check button Enriched KEGG pathways.
Pathway IDTissueDisease StageDescriptionGene RatioBg Ratiopvaluep.adjustqvalueCount
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
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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
MRPL28SNVMissense_Mutationnovelc.468G>Tp.Lys156Asnp.K156NQ13084protein_codingtolerated(0.06)probably_damaging(0.973)TCGA-E9-A5FL-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
MRPL28SNVMissense_Mutationrs747105916c.50G>Ap.Arg17Glnp.R17QQ13084protein_codingtolerated_low_confidence(0.27)benign(0.007)TCGA-OL-A5RU-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapycyclophosphamideCR
MRPL28SNVMissense_Mutationnovelc.340N>Cp.Phe114Leup.F114LQ13084protein_codingtolerated(1)benign(0)TCGA-A6-2672-01Colorectumcolon adenocarcinomaFemale>=65III/IVUnknownUnknownSD
MRPL28SNVMissense_Mutationrs772941032c.196C>Tp.Pro66Serp.P66SQ13084protein_codingdeleterious(0.01)probably_damaging(1)TCGA-A6-6781-01Colorectumcolon adenocarcinomaMale<65III/IVChemotherapyoxaliplatinSD
MRPL28SNVMissense_Mutationrs779828943c.511C>Gp.Arg171Glyp.R171GQ13084protein_codingdeleterious(0.04)possibly_damaging(0.561)TCGA-AZ-6601-01Colorectumcolon adenocarcinomaMale>=65I/IIUnknownUnknownPD
MRPL28SNVMissense_Mutationrs756831724c.418N>Ap.Gly140Argp.G140RQ13084protein_codingdeleterious(0)probably_damaging(1)TCGA-A5-A0VP-01Endometriumuterine corpus endometrioid carcinomaFemale>=65I/IIUnknownUnknownSD
MRPL28SNVMissense_Mutationrs201250294c.550N>Tp.Arg184Trpp.R184WQ13084protein_codingdeleterious(0)probably_damaging(0.967)TCGA-AX-A2HA-01Endometriumuterine corpus endometrioid carcinomaFemale<65I/IIUnknownUnknownSD
MRPL28SNVMissense_Mutationnovelc.222N>Tp.Glu74Aspp.E74DQ13084protein_codingtolerated(0.06)possibly_damaging(0.851)TCGA-BG-A221-01Endometriumuterine corpus endometrioid carcinomaFemale>=65I/IIUnknownUnknownSD
MRPL28SNVMissense_Mutationrs765442445c.544N>Ap.Glu182Lysp.E182KQ13084protein_codingtolerated(0.85)benign(0.02)TCGA-DF-A2KU-01Endometriumuterine corpus endometrioid carcinomaFemaleUnknownI/IIUnknownUnknownSD
MRPL28SNVMissense_Mutationc.446C>Tp.Pro149Leup.P149LQ13084protein_codingdeleterious(0)probably_damaging(0.96)TCGA-EO-A22R-01Endometriumuterine corpus endometrioid carcinomaFemale<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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