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: MRPS24

Gene summary for MRPS24

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

MRPS24

Gene ID

64951

Gene namemitochondrial ribosomal protein S24
Gene AliasHSPC335
Cytomap7p13
Gene Typeprotein-coding
GO ID

GO:0006412

UniProtAcc

Q96EL2


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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
64951MRPS24sample1HumanCervixCC6.70e-166.29e-010.0959
64951MRPS24sample3HumanCervixCC9.30e-314.74e-010.1387
64951MRPS24H2HumanCervixHSIL_HPV1.22e-123.52e-010.0632
64951MRPS24L1HumanCervixCC1.47e-094.89e-010.0802
64951MRPS24T1HumanCervixCC7.22e-296.48e-010.0918
64951MRPS24T2HumanCervixCC4.60e-156.42e-010.0709
64951MRPS24T3HumanCervixCC1.51e-314.69e-010.1389
64951MRPS24HTA11_3410_2000001011HumanColorectumAD2.10e-204.19e-010.0155
64951MRPS24HTA11_2487_2000001011HumanColorectumSER2.65e-287.17e-01-0.1808
64951MRPS24HTA11_2951_2000001011HumanColorectumAD1.20e-126.95e-010.0216
64951MRPS24HTA11_1938_2000001011HumanColorectumAD3.90e-216.50e-01-0.0811
64951MRPS24HTA11_78_2000001011HumanColorectumAD5.51e-174.17e-01-0.1088
64951MRPS24HTA11_347_2000001011HumanColorectumAD5.41e-387.09e-01-0.1954
64951MRPS24HTA11_411_2000001011HumanColorectumSER4.42e-106.00e-01-0.2602
64951MRPS24HTA11_2112_2000001011HumanColorectumSER8.76e-084.24e-01-0.2196
64951MRPS24HTA11_3361_2000001011HumanColorectumAD3.54e-196.31e-01-0.1207
64951MRPS24HTA11_83_2000001011HumanColorectumSER2.68e-227.34e-01-0.1526
64951MRPS24HTA11_696_2000001011HumanColorectumAD3.10e-427.89e-01-0.1464
64951MRPS24HTA11_866_2000001011HumanColorectumAD2.11e-214.36e-01-0.1001
64951MRPS24HTA11_1391_2000001011HumanColorectumAD1.75e-409.19e-01-0.059
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check button Transcriptomic changes along malignancy continuum.
TissueExpression DynamicsAbbreviation
CervixThe 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.CC: Cervix cancer
HSIL_HPV: HPV-infected high-grade squamous intraepithelial lesions
N_HPV: HPV-infected normal cervix
Colorectum (GSE201348)The 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.FAP: Familial adenomatous polyposis
CRC: Colorectal cancer
Colorectum (HTA11)The 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.AD: Adenomas
SER: Sessile serrated lesions
MSI-H: Microsatellite-high colorectal cancer
MSS: Microsatellite stable colorectal cancer
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
GCThe 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.CAG: Chronic atrophic gastritis
CAG with IM: Chronic atrophic gastritis with intestinal metaplasia
CSG: Chronic superficial gastritis
GC: Gastric cancer
SIM: Severe intestinal metaplasia
WIM: Wild intestinal metaplasia
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
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
∗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:00325435EsophagusHGINmitochondrial translation23/258776/187231.61e-043.16e-0323
GO:01400534EsophagusHGINmitochondrial gene expression27/2587108/187231.34e-031.57e-0227
GO:014005313EsophagusESCCmitochondrial gene expression93/8552108/187231.96e-182.03e-1693
GO:003254314EsophagusESCCmitochondrial translation68/855276/187231.02e-156.86e-1468
GO:01400531LiverHCCmitochondrial gene expression82/7958108/187231.49e-127.20e-1182
GO:00325431LiverHCCmitochondrial translation62/795876/187232.95e-121.34e-1062
GO:00325433ProstateBPHmitochondrial translation23/310776/187232.21e-031.22e-0223
GO:01400532ProstateBPHmitochondrial gene expression29/3107108/187234.68e-032.25e-0229
GO:003254312ProstateTumormitochondrial translation24/324676/187231.73e-031.03e-0224
GO:014005311ProstateTumormitochondrial gene expression31/3246108/187232.31e-031.30e-0231
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
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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
MRPS24SNVMissense_Mutationrs370194870c.277C>Tp.Arg93Cysp.R93CQ96EL2protein_codingdeleterious(0.01)benign(0.034)TCGA-AN-A046-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
MRPS24insertionIn_Frame_Insnovelc.470_471insATTTCATTCCAAp.Thr157_Val158insPheHisSerAsnp.T157_V158insFHSNQ96EL2protein_codingTCGA-A2-A0EQ-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapyadriamycinSD
MRPS24insertionNonsense_Mutationnovelc.360_361insCATCGATACTAAACTCTTATCGAGTGCCTCCTCCGGp.Cys120_Ala121insHisArgTyrTerThrLeuIleGluCysLeuLeuArgp.C120_A121insHRY*TLIECLLRQ96EL2protein_codingTCGA-B6-A0IA-01Breastbreast invasive carcinomaFemale<65I/IIUnknownUnknownSD
MRPS24SNVMissense_Mutationrs375775056c.334C>Tp.Arg112Cysp.R112CQ96EL2protein_codingdeleterious(0)probably_damaging(0.947)TCGA-C5-A7UE-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinSD
MRPS24SNVMissense_Mutationrs746219127c.175C>Tp.Pro59Serp.P59SQ96EL2protein_codingdeleterious(0)probably_damaging(1)TCGA-IR-A3LA-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinCR
MRPS24SNVMissense_Mutationc.406N>Ap.Val136Metp.V136MQ96EL2protein_codingdeleterious(0.01)probably_damaging(0.951)TCGA-AA-3864-01Colorectumcolon adenocarcinomaMale>=65I/IIUnknownUnknownSD
MRPS24SNVMissense_Mutationrs778186629c.257C>Tp.Thr86Metp.T86MQ96EL2protein_codingdeleterious(0.04)probably_damaging(0.96)TCGA-D5-6930-01Colorectumcolon adenocarcinomaMale>=65I/IIUnknownUnknownSD
MRPS24SNVMissense_Mutationrs747409691c.254N>Ap.Arg85Glnp.R85QQ96EL2protein_codingtolerated(0.07)possibly_damaging(0.784)TCGA-EI-6882-01Colorectumrectum adenocarcinomaMale<65I/IIUnknownUnknownSD
MRPS24SNVMissense_Mutationc.22G>Cp.Gly8Argp.G8RQ96EL2protein_codingtolerated_low_confidence(0.58)benign(0)TCGA-F5-6811-01Colorectumrectum adenocarcinomaFemale>=65I/IIUnknownUnknownSD
MRPS24SNVMissense_Mutationnovelc.317A>Gp.Asp106Glyp.D106GQ96EL2protein_codingdeleterious(0.02)possibly_damaging(0.843)TCGA-A5-A0G2-01Endometriumuterine corpus endometrioid carcinomaFemale<65III/IVUnknownUnknownSD
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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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