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: MRPL21

Gene summary for MRPL21

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

MRPL21

Gene ID

219927

Gene namemitochondrial ribosomal protein L21
Gene AliasL21mt
Cytomap11q13.3
Gene Typeprotein-coding
GO ID

GO:0006412

UniProtAcc

Q7Z2W9


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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
219927MRPL21LZE4THumanEsophagusESCC7.42e-301.24e+000.0811
219927MRPL21LZE8THumanEsophagusESCC4.09e-372.85e+000.067
219927MRPL21LZE20THumanEsophagusESCC4.14e-201.19e+000.0662
219927MRPL21LZE22THumanEsophagusESCC5.80e-061.09e+000.068
219927MRPL21LZE24D1HumanEsophagusHGIN1.58e-191.29e+000.054
219927MRPL21LZE24THumanEsophagusESCC1.07e-198.11e-010.0596
219927MRPL21P1T-EHumanEsophagusESCC3.11e-191.56e+000.0875
219927MRPL21P2T-EHumanEsophagusESCC1.86e-349.42e-010.1177
219927MRPL21P4T-EHumanEsophagusESCC1.90e-551.74e+000.1323
219927MRPL21P5T-EHumanEsophagusESCC3.08e-862.05e+000.1327
219927MRPL21P8T-EHumanEsophagusESCC2.52e-531.14e+000.0889
219927MRPL21P9T-EHumanEsophagusESCC1.42e-227.78e-010.1131
219927MRPL21P10T-EHumanEsophagusESCC5.54e-184.30e-010.116
219927MRPL21P11T-EHumanEsophagusESCC3.19e-158.56e-010.1426
219927MRPL21P12T-EHumanEsophagusESCC1.52e-441.01e+000.1122
219927MRPL21P15T-EHumanEsophagusESCC1.44e-601.98e+000.1149
219927MRPL21P16T-EHumanEsophagusESCC4.98e-489.91e-010.1153
219927MRPL21P17T-EHumanEsophagusESCC5.08e-191.05e+000.1278
219927MRPL21P19T-EHumanEsophagusESCC7.78e-068.49e-010.1662
219927MRPL21P20T-EHumanEsophagusESCC3.95e-551.51e+000.1124
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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
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
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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
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
hsa0301029ProstateTumorRibosome104/1791167/84653.53e-315.84e-293.62e-29104
hsa0301037ProstateTumorRibosome104/1791167/84653.53e-315.84e-293.62e-29104
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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
MRPL21SNVMissense_Mutationrs148367955c.191N>Ap.Val64Aspp.V64DQ7Z2W9protein_codingdeleterious(0)benign(0.028)TCGA-A7-A3J1-01Breastbreast invasive carcinomaFemale<65I/IIHormone TherapyanastrazoleSD
MRPL21SNVMissense_Mutationc.258N>Ap.Met86Ilep.M86IQ7Z2W9protein_codingtolerated(0.1)benign(0.003)TCGA-GM-A2D9-01Breastbreast invasive carcinomaFemale>=65I/IIHormone TherapyarimidexSD
MRPL21insertionFrame_Shift_Insnovelc.239_240insCACCCAGp.Lys81ThrfsTer7p.K81Tfs*7Q7Z2W9protein_codingTCGA-A8-A06X-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
MRPL21insertionFrame_Shift_Insnovelc.238_239insCTCTGp.Val80AlafsTer3p.V80Afs*3Q7Z2W9protein_codingTCGA-A8-A06X-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
MRPL21SNVMissense_Mutationrs143584803c.386G>Ap.Arg129Glnp.R129QQ7Z2W9protein_codingtolerated(0.11)probably_damaging(0.939)TCGA-C5-A1MJ-01Cervixcervical & endocervical cancerFemale<65I/IIUnknownUnknownSD
MRPL21SNVMissense_Mutationrs757166826c.425N>Tp.Thr142Metp.T142MQ7Z2W9protein_codingdeleterious(0)probably_damaging(0.998)TCGA-AA-3956-01Colorectumcolon adenocarcinomaMale>=65I/IIUnknownUnknownSD
MRPL21SNVMissense_Mutationnovelc.496N>Cp.Ser166Prop.S166PQ7Z2W9protein_codingdeleterious(0)probably_damaging(0.996)TCGA-A5-A0G2-01Endometriumuterine corpus endometrioid carcinomaFemale<65III/IVUnknownUnknownSD
MRPL21SNVMissense_Mutationnovelc.378N>Cp.Glu126Aspp.E126DQ7Z2W9protein_codingtolerated(1)benign(0.007)TCGA-AJ-A23O-01Endometriumuterine corpus endometrioid carcinomaFemale>=65I/IIUnknownUnknownSD
MRPL21SNVMissense_Mutationnovelc.107C>Tp.Ser36Phep.S36FQ7Z2W9protein_codingdeleterious(0.04)benign(0.1)TCGA-AX-A06F-01Endometriumuterine corpus endometrioid carcinomaFemale<65III/IVChemotherapycarboplatinSD
MRPL21SNVMissense_Mutationnovelc.160N>Gp.Thr54Alap.T54AQ7Z2W9protein_codingtolerated(0.08)probably_damaging(0.997)TCGA-EO-A22X-01Endometriumuterine corpus endometrioid carcinomaFemale<65III/IVUnspecificCarboplatinComplete Response
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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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