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: MRPS7

Gene summary for MRPS7

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

MRPS7

Gene ID

51081

Gene namemitochondrial ribosomal protein S7
Gene AliasCOXPD34
Cytomap17q25.1
Gene Typeprotein-coding
GO ID

GO:0000028

UniProtAcc

A0A024R8L0


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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
51081MRPS7LZE2THumanEsophagusESCC6.77e-071.24e+000.082
51081MRPS7LZE4THumanEsophagusESCC2.91e-216.59e-010.0811
51081MRPS7LZE5THumanEsophagusESCC4.60e-034.17e-010.0514
51081MRPS7LZE7THumanEsophagusESCC9.82e-169.26e-010.0667
51081MRPS7LZE8THumanEsophagusESCC1.02e-207.70e-010.067
51081MRPS7LZE20THumanEsophagusESCC2.37e-094.40e-010.0662
51081MRPS7LZE22D1HumanEsophagusHGIN1.38e-093.28e-010.0595
51081MRPS7LZE22THumanEsophagusESCC2.18e-087.10e-010.068
51081MRPS7LZE24THumanEsophagusESCC2.24e-401.21e+000.0596
51081MRPS7LZE22D3HumanEsophagusHGIN1.05e-037.48e-010.0653
51081MRPS7LZE21THumanEsophagusESCC2.16e-098.69e-010.0655
51081MRPS7LZE6THumanEsophagusESCC3.32e-118.46e-010.0845
51081MRPS7P1T-EHumanEsophagusESCC2.35e-157.76e-010.0875
51081MRPS7P2T-EHumanEsophagusESCC7.22e-711.17e+000.1177
51081MRPS7P4T-EHumanEsophagusESCC2.69e-461.15e+000.1323
51081MRPS7P5T-EHumanEsophagusESCC1.75e-418.40e-010.1327
51081MRPS7P8T-EHumanEsophagusESCC2.13e-441.01e+000.0889
51081MRPS7P9T-EHumanEsophagusESCC1.92e-411.00e+000.1131
51081MRPS7P10T-EHumanEsophagusESCC1.04e-661.24e+000.116
51081MRPS7P11T-EHumanEsophagusESCC2.26e-321.45e+000.1426
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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
GO:004227418ProstateBPHribosomal small subunit biogenesis25/310773/187231.82e-041.53e-0325
GO:00325433ProstateBPHmitochondrial translation23/310776/187232.21e-031.22e-0223
GO:01400532ProstateBPHmitochondrial gene expression29/3107108/187234.68e-032.25e-0229
GO:002261319ProstateTumorribonucleoprotein complex biogenesis159/3246463/187233.17e-191.52e-16159
GO:007182619ProstateTumorribonucleoprotein complex subunit organization91/3246227/187233.62e-167.50e-1491
GO:002261819ProstateTumorribonucleoprotein complex assembly89/3246220/187233.94e-167.89e-1489
GO:004225419ProstateTumorribosome biogenesis96/3246299/187232.76e-101.51e-0896
GO:004225519ProstateTumorribosome assembly29/324661/187235.06e-081.54e-0629
GO:000002819ProstateTumorribosomal small subunit assembly12/324619/187231.09e-051.56e-0412
GO:004227419ProstateTumorribosomal small subunit biogenesis26/324673/187231.36e-041.26e-0326
GO:003254312ProstateTumormitochondrial translation24/324676/187231.73e-031.03e-0224
GO:014005311ProstateTumormitochondrial gene expression31/3246108/187232.31e-031.30e-0231
GO:002261329SkincSCCribonucleoprotein complex biogenesis302/4864463/187235.13e-723.22e-68302
GO:004225428SkincSCCribosome biogenesis206/4864299/187233.33e-551.04e-51206
GO:007182629SkincSCCribonucleoprotein complex subunit organization140/4864227/187235.54e-303.16e-27140
GO:002261829SkincSCCribonucleoprotein complex assembly136/4864220/187232.60e-291.25e-26136
GO:004227429SkincSCCribosomal small subunit biogenesis59/486473/187231.39e-222.90e-2059
GO:004225529SkincSCCribosome assembly44/486461/187235.84e-143.81e-1244
GO:00325436SkincSCCmitochondrial translation47/486476/187234.70e-112.22e-0947
GO:01400535SkincSCCmitochondrial gene expression56/4864108/187238.06e-092.56e-0756
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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
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
MRPS7SNVMissense_Mutationrs373944549c.655G>Ap.Val219Metp.V219MQ9Y2R9protein_codingtolerated(0.06)possibly_damaging(0.882)TCGA-AN-A0AJ-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
MRPS7SNVMissense_Mutationc.568N>Cp.Glu190Glnp.E190QQ9Y2R9protein_codingtolerated(0.06)probably_damaging(0.996)TCGA-B6-A0I2-01Breastbreast invasive carcinomaFemale<65I/IIUnknownUnknownSD
MRPS7deletionFrame_Shift_Delnovelc.170delNp.Glu57GlyfsTer2p.E57Gfs*2Q9Y2R9protein_codingTCGA-AO-A0JB-01Breastbreast invasive carcinomaFemale<65III/IVChemotherapycyclophosphamideSD
MRPS7insertionIn_Frame_Insnovelc.171_172insACTACCTCTCGCp.Glu57_Leu58insThrThrSerArgp.E57_L58insTTSRQ9Y2R9protein_codingTCGA-AO-A0JB-01Breastbreast invasive carcinomaFemale<65III/IVChemotherapycyclophosphamideSD
MRPS7SNVMissense_Mutationnovelc.333N>Ap.Met111Ilep.M111IQ9Y2R9protein_codingtolerated(0.32)benign(0.009)TCGA-VS-A958-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinCR
MRPS7SNVMissense_Mutationc.191A>Gp.Tyr64Cysp.Y64CQ9Y2R9protein_codingtolerated(0.17)possibly_damaging(0.502)TCGA-AA-3663-01Colorectumcolon adenocarcinomaMale<65I/IIUnknownUnknownSD
MRPS7SNVMissense_Mutationnovelc.243N>Cp.Lys81Asnp.K81NQ9Y2R9protein_codingtolerated(0.49)benign(0.006)TCGA-AZ-4315-01Colorectumcolon adenocarcinomaMale<65I/IIUnknownUnknownSD
MRPS7SNVMissense_Mutationc.403G>Ap.Ala135Thrp.A135TQ9Y2R9protein_codingtolerated(0.16)possibly_damaging(0.524)TCGA-D5-6930-01Colorectumcolon adenocarcinomaMale>=65I/IIUnknownUnknownSD
MRPS7insertionIn_Frame_Insnovelc.481_482insGGCp.Ile161delinsArgLeup.I161delinsRLQ9Y2R9protein_codingTCGA-AM-5820-01Colorectumcolon adenocarcinomaFemale<65I/IIUnknownUnknownSD
MRPS7insertionFrame_Shift_Insnovelc.484dupCp.Leu162ProfsTer29p.L162Pfs*29Q9Y2R9protein_codingTCGA-AM-5820-01Colorectumcolon 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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