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: MRPS9

Gene summary for MRPS9

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

MRPS9

Gene ID

64965

Gene namemitochondrial ribosomal protein S9
Gene AliasMRP-S9
Cytomap2q12.1
Gene Typeprotein-coding
GO ID

GO:0006412

UniProtAcc

P82933


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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
64965MRPS9LZE2THumanEsophagusESCC5.17e-045.94e-010.082
64965MRPS9LZE4THumanEsophagusESCC5.56e-122.26e-010.0811
64965MRPS9LZE24THumanEsophagusESCC3.46e-112.78e-010.0596
64965MRPS9LZE6THumanEsophagusESCC3.67e-041.19e-010.0845
64965MRPS9P1T-EHumanEsophagusESCC8.65e-052.98e-010.0875
64965MRPS9P2T-EHumanEsophagusESCC1.56e-294.57e-010.1177
64965MRPS9P4T-EHumanEsophagusESCC7.77e-267.94e-010.1323
64965MRPS9P5T-EHumanEsophagusESCC3.08e-245.14e-010.1327
64965MRPS9P8T-EHumanEsophagusESCC4.63e-202.32e-010.0889
64965MRPS9P9T-EHumanEsophagusESCC3.45e-153.18e-010.1131
64965MRPS9P10T-EHumanEsophagusESCC1.88e-335.74e-010.116
64965MRPS9P11T-EHumanEsophagusESCC3.44e-094.02e-010.1426
64965MRPS9P12T-EHumanEsophagusESCC2.36e-284.86e-010.1122
64965MRPS9P15T-EHumanEsophagusESCC1.29e-276.48e-010.1149
64965MRPS9P16T-EHumanEsophagusESCC3.07e-213.82e-010.1153
64965MRPS9P17T-EHumanEsophagusESCC3.31e-042.58e-010.1278
64965MRPS9P20T-EHumanEsophagusESCC2.14e-143.67e-010.1124
64965MRPS9P21T-EHumanEsophagusESCC4.57e-489.82e-010.1617
64965MRPS9P22T-EHumanEsophagusESCC3.89e-263.23e-010.1236
64965MRPS9P23T-EHumanEsophagusESCC6.98e-235.72e-010.108
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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
∗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:00427697EsophagusESCCDNA damage response, detection of DNA damage12/855213/187236.18e-043.32e-0312
GO:00427693LiverCirrhoticDNA damage response, detection of DNA damage10/463413/187231.14e-041.14e-0310
GO:004276911LiverHCCDNA damage response, detection of DNA damage11/795813/187232.38e-031.16e-0211
GO:00427696Oral cavityOSCCDNA damage response, detection of DNA damage11/730513/187231.02e-035.29e-0311
GO:004276913Oral cavityLPDNA damage response, detection of DNA damage9/462313/187238.93e-047.64e-039
GO:00427698SkincSCCDNA damage response, detection of DNA damage10/486413/187231.78e-041.50e-0310
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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
MRPS9SNVMissense_Mutationnovelc.881A>Gp.Lys294Argp.K294RP82933protein_codingtolerated(0.15)benign(0.003)TCGA-AA-3815-01Colorectumcolon adenocarcinomaFemale>=65I/IIUnknownUnknownSD
MRPS9SNVMissense_Mutationnovelc.667C>Tp.Arg223Trpp.R223WP82933protein_codingdeleterious(0.01)benign(0.427)TCGA-AA-3984-01Colorectumcolon adenocarcinomaFemale<65I/IIUnknownUnknownSD
MRPS9SNVMissense_Mutationc.511N>Gp.Asn171Aspp.N171DP82933protein_codingtolerated(0.64)benign(0)TCGA-AA-A022-01Colorectumcolon adenocarcinomaFemale>=65I/IIUnknownUnknownSD
MRPS9SNVMissense_Mutationc.1174N>Cp.Thr392Prop.T392PP82933protein_codingdeleterious(0.03)probably_damaging(1)TCGA-CM-5341-01Colorectumcolon adenocarcinomaFemale>=65III/IVChemotherapyfluorouracilSD
MRPS9SNVMissense_Mutationc.128N>Ap.Arg43Lysp.R43KP82933protein_codingtolerated_low_confidence(0.89)benign(0.015)TCGA-G4-6295-01Colorectumcolon adenocarcinomaFemale>=65I/IIUnknownUnknownSD
MRPS9SNVMissense_Mutationrs765595224c.785A>Gp.Tyr262Cysp.Y262CP82933protein_codingdeleterious(0.03)possibly_damaging(0.635)TCGA-AP-A054-01Endometriumuterine corpus endometrioid carcinomaFemale<65III/IVChemotherapycarboplatinPD
MRPS9SNVMissense_Mutationrs768755208c.1163N>Ap.Arg388Hisp.R388HP82933protein_codingdeleterious(0)probably_damaging(1)TCGA-AP-A0LM-01Endometriumuterine corpus endometrioid carcinomaFemale<65III/IVChemotherapycisplatinSD
MRPS9SNVMissense_Mutationrs771129322c.965G>Ap.Arg322Glnp.R322QP82933protein_codingtolerated(0.24)probably_damaging(0.971)TCGA-AX-A2HA-01Endometriumuterine corpus endometrioid carcinomaFemale<65I/IIUnknownUnknownSD
MRPS9SNVMissense_Mutationnovelc.1124N>Ap.Arg375Hisp.R375HP82933protein_codingdeleterious(0)probably_damaging(1)TCGA-AX-A3FT-01Endometriumuterine corpus endometrioid carcinomaFemale<65I/IIUnknownUnknownSD
MRPS9SNVMissense_Mutationnovelc.367N>Tp.Pro123Serp.P123SP82933protein_codingdeleterious(0)probably_damaging(0.999)TCGA-AX-A3G8-01Endometriumuterine 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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