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: MRPS22

Gene summary for MRPS22

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

MRPS22

Gene ID

56945

Gene namemitochondrial ribosomal protein S22
Gene AliasC3orf5
Cytomap3q23
Gene Typeprotein-coding
GO ID

GO:0008150

UniProtAcc

P82650


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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
56945MRPS22LZE2THumanEsophagusESCC5.30e-089.33e-010.082
56945MRPS22LZE4THumanEsophagusESCC1.02e-143.48e-010.0811
56945MRPS22LZE5THumanEsophagusESCC2.34e-022.55e-010.0514
56945MRPS22LZE7THumanEsophagusESCC6.99e-084.72e-010.0667
56945MRPS22LZE8THumanEsophagusESCC7.64e-073.00e-010.067
56945MRPS22LZE20THumanEsophagusESCC5.99e-051.88e-010.0662
56945MRPS22LZE22THumanEsophagusESCC1.08e-073.32e-010.068
56945MRPS22LZE24THumanEsophagusESCC6.19e-225.69e-010.0596
56945MRPS22LZE6THumanEsophagusESCC7.59e-063.44e-010.0845
56945MRPS22P1T-EHumanEsophagusESCC3.91e-084.94e-010.0875
56945MRPS22P2T-EHumanEsophagusESCC9.09e-531.07e+000.1177
56945MRPS22P4T-EHumanEsophagusESCC1.15e-481.19e+000.1323
56945MRPS22P5T-EHumanEsophagusESCC2.27e-469.24e-010.1327
56945MRPS22P8T-EHumanEsophagusESCC1.55e-387.03e-010.0889
56945MRPS22P9T-EHumanEsophagusESCC3.31e-256.35e-010.1131
56945MRPS22P10T-EHumanEsophagusESCC2.14e-377.06e-010.116
56945MRPS22P11T-EHumanEsophagusESCC1.20e-176.44e-010.1426
56945MRPS22P12T-EHumanEsophagusESCC6.40e-325.77e-010.1122
56945MRPS22P15T-EHumanEsophagusESCC2.36e-438.56e-010.1149
56945MRPS22P16T-EHumanEsophagusESCC2.71e-396.83e-010.1153
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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
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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
MRPS22SNVMissense_Mutationc.808G>Cp.Gly270Argp.G270RP82650protein_codingdeleterious(0.01)probably_damaging(0.999)TCGA-A2-A0EQ-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapyadriamycinSD
MRPS22SNVMissense_Mutationc.619N>Gp.Pro207Alap.P207AP82650protein_codingdeleterious(0)probably_damaging(0.998)TCGA-A8-A09A-01Breastbreast invasive carcinomaFemale<65I/IIHormone TherapytamoxiphenSD
MRPS22SNVMissense_Mutationnovelc.107T>Cp.Leu36Prop.L36PP82650protein_codingdeleterious_low_confidence(0.03)benign(0.003)TCGA-B6-A40B-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
MRPS22SNVMissense_Mutationc.913N>Gp.His305Aspp.H305DP82650protein_codingdeleterious(0.04)possibly_damaging(0.897)TCGA-BH-A18V-01Breastbreast invasive carcinomaFemale<65I/IIUnknownUnknownSD
MRPS22SNVMissense_Mutationc.217N>Ap.Glu73Lysp.E73KP82650protein_codingtolerated(0.16)benign(0.017)TCGA-C5-A1MH-01Cervixcervical & endocervical cancerFemale>=65III/IVChemotherapycisplatinPD
MRPS22SNVMissense_Mutationnovelc.28C>Ap.Leu10Metp.L10MP82650protein_codingdeleterious_low_confidence(0.03)benign(0.01)TCGA-EA-A3HS-01Cervixcervical & endocervical cancerFemale<65I/IIUnknownUnknownSD
MRPS22SNVMissense_Mutationc.132N>Gp.Phe44Leup.F44LP82650protein_codingtolerated_low_confidence(0.81)benign(0)TCGA-EK-A2RO-01Cervixcervical & endocervical cancerFemale<65I/IIUnknownUnknownSD
MRPS22SNVMissense_Mutationnovelc.562N>Ap.Glu188Lysp.E188KP82650protein_codingdeleterious(0)probably_damaging(1)TCGA-VS-A954-01Cervixcervical & endocervical cancerFemale>=65III/IVChemotherapycisplatinCR
MRPS22SNVMissense_Mutationrs773327850c.976N>Cp.Asn326Hisp.N326HP82650protein_codingtolerated(0.14)benign(0.001)TCGA-AA-3977-01Colorectumcolon adenocarcinomaMale>=65I/IIUnknownUnknownSD
MRPS22SNVMissense_Mutationrs755925113c.1064G>Ap.Arg355Hisp.R355HP82650protein_codingdeleterious(0.01)benign(0.042)TCGA-DM-A282-01Colorectumcolon adenocarcinomaFemale<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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