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: MRPL22

Gene summary for MRPL22

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

MRPL22

Gene ID

29093

Gene namemitochondrial ribosomal protein L22
Gene AliasHSPC158
Cytomap5q33.2
Gene Typeprotein-coding
GO ID

GO:0006412

UniProtAcc

Q9NWU5


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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
29093MRPL22LZE4THumanEsophagusESCC2.07e-143.93e-010.0811
29093MRPL22LZE7THumanEsophagusESCC3.43e-043.08e-010.0667
29093MRPL22LZE8THumanEsophagusESCC1.08e-033.53e-010.067
29093MRPL22LZE20THumanEsophagusESCC1.80e-112.08e-010.0662
29093MRPL22LZE24THumanEsophagusESCC1.14e-175.93e-010.0596
29093MRPL22LZE21THumanEsophagusESCC8.18e-034.50e-010.0655
29093MRPL22LZE6THumanEsophagusESCC1.11e-104.85e-010.0845
29093MRPL22P1T-EHumanEsophagusESCC5.24e-055.70e-010.0875
29093MRPL22P2T-EHumanEsophagusESCC5.79e-448.37e-010.1177
29093MRPL22P4T-EHumanEsophagusESCC4.65e-361.12e+000.1323
29093MRPL22P5T-EHumanEsophagusESCC6.05e-388.90e-010.1327
29093MRPL22P8T-EHumanEsophagusESCC1.13e-244.94e-010.0889
29093MRPL22P9T-EHumanEsophagusESCC2.86e-164.34e-010.1131
29093MRPL22P10T-EHumanEsophagusESCC9.50e-244.42e-010.116
29093MRPL22P11T-EHumanEsophagusESCC3.13e-271.15e+000.1426
29093MRPL22P12T-EHumanEsophagusESCC8.20e-328.20e-010.1122
29093MRPL22P15T-EHumanEsophagusESCC7.55e-286.25e-010.1149
29093MRPL22P16T-EHumanEsophagusESCC2.57e-285.05e-010.1153
29093MRPL22P17T-EHumanEsophagusESCC3.09e-126.90e-010.1278
29093MRPL22P19T-EHumanEsophagusESCC2.21e-101.11e+000.1662
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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:0022613111EsophagusESCCribonucleoprotein complex biogenesis365/8552463/187231.74e-491.11e-45365
GO:0042254111EsophagusESCCribosome biogenesis252/8552299/187233.27e-441.04e-40252
GO:0042255111EsophagusESCCribosome assembly50/855261/187235.66e-091.17e-0750
GO:002261312LiverCirrhoticribonucleoprotein complex biogenesis231/4634463/187233.28e-326.86e-29231
GO:004225412LiverCirrhoticribosome biogenesis154/4634299/187231.18e-236.72e-21154
GO:004225512LiverCirrhoticribosome assembly39/463461/187231.07e-105.72e-0939
GO:002261322LiverHCCribonucleoprotein complex biogenesis355/7958463/187237.76e-524.92e-48355
GO:004225422LiverHCCribosome biogenesis246/7958299/187234.99e-461.58e-42246
GO:004225522LiverHCCribosome assembly50/795861/187232.79e-109.50e-0950
GO:002261320Oral cavityOSCCribonucleoprotein complex biogenesis333/7305463/187238.28e-485.24e-44333
GO:004225420Oral cavityOSCCribosome biogenesis230/7305299/187233.22e-416.80e-38230
GO:004225520Oral cavityOSCCribosome assembly49/730561/187234.73e-111.50e-0949
GO:0022613110Oral cavityLPribonucleoprotein complex biogenesis259/4623463/187237.20e-482.25e-44259
GO:0042254110Oral cavityLPribosome biogenesis173/4623299/187238.97e-351.41e-31173
GO:0042255110Oral cavityLPribosome assembly44/462361/187238.20e-151.05e-1244
GO:002261329SkincSCCribonucleoprotein complex biogenesis302/4864463/187235.13e-723.22e-68302
GO:004225428SkincSCCribosome biogenesis206/4864299/187233.33e-551.04e-51206
GO:004225529SkincSCCribosome assembly44/486461/187235.84e-143.81e-1244
GO:0022613113ThyroidPTCribonucleoprotein complex biogenesis292/5968463/187233.24e-442.05e-40292
GO:0042254113ThyroidPTCribosome biogenesis202/5968299/187233.47e-375.47e-34202
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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
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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
MRPL22SNVMissense_Mutationnovelc.223A>Cp.Lys75Glnp.K75QQ9NWU5protein_codingdeleterious(0)probably_damaging(0.978)TCGA-OL-A66P-01Breastbreast invasive carcinomaFemale>=65I/IIChemotherapycytoxanCR
MRPL22insertionIn_Frame_Insnovelc.494_495insCTTCCGAACAAGCCCAGTGCCTGCp.Tyr165_Cys166insPheArgThrSerProValProAlap.Y165_C166insFRTSPVPAQ9NWU5protein_codingTCGA-A8-A07J-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapy5-fluorouracilCR
MRPL22SNVMissense_Mutationnovelc.172C>Tp.Pro58Serp.P58SQ9NWU5protein_codingdeleterious(0.02)benign(0.175)TCGA-DS-A1OD-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinSD
MRPL22SNVMissense_Mutationc.132N>Cp.Lys44Asnp.K44NQ9NWU5protein_codingtolerated(0.17)benign(0.005)TCGA-FU-A3HZ-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinCR
MRPL22SNVMissense_Mutationnovelc.231N>Gp.Ser77Argp.S77RQ9NWU5protein_codingdeleterious(0)probably_damaging(0.992)TCGA-MU-A8JM-01Cervixcervical & endocervical cancerFemale<65I/IIUnknownUnknownSD
MRPL22SNVMissense_Mutationnovelc.161N>Tp.Pro54Leup.P54LQ9NWU5protein_codingdeleterious(0)probably_damaging(0.927)TCGA-PN-A8MA-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinSD
MRPL22insertionFrame_Shift_Insnovelc.171_172insGAAATATp.Pro58GlufsTer22p.P58Efs*22Q9NWU5protein_codingTCGA-DS-A1OD-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinSD
MRPL22SNVMissense_Mutationrs763635105c.446N>Ap.Arg149Hisp.R149HQ9NWU5protein_codingtolerated(0.11)probably_damaging(0.967)TCGA-AA-A00N-01Colorectumcolon adenocarcinomaMale>=65I/IIUnknownUnknownPD
MRPL22SNVMissense_Mutationc.593G>Ap.Arg198Hisp.R198HQ9NWU5protein_codingtolerated(0.06)possibly_damaging(0.773)TCGA-CA-6718-01Colorectumcolon adenocarcinomaMale<65I/IIUnknownUnknownPD
MRPL22SNVMissense_Mutationrs200057403c.128G>Ap.Arg43Glnp.R43QQ9NWU5protein_codingtolerated(0.21)benign(0.005)TCGA-AJ-A8CV-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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