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: MRPS35

Gene summary for MRPS35

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

MRPS35

Gene ID

60488

Gene namemitochondrial ribosomal protein S35
Gene AliasHDCMD11P
Cytomap12p11.22
Gene Typeprotein-coding
GO ID

GO:0006412

UniProtAcc

P82673


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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
60488MRPS35P130T-EHumanEsophagusESCC1.90e-782.09e+000.1676
60488MRPS35S43HumanLiverCirrhotic8.53e-06-2.08e-01-0.0187
60488MRPS35HCC1_MengHumanLiverHCC1.54e-812.48e-010.0246
60488MRPS35HCC2_MengHumanLiverHCC6.02e-297.94e-020.0107
60488MRPS35cirrhotic1HumanLiverCirrhotic3.67e-021.62e-020.0202
60488MRPS35cirrhotic2HumanLiverCirrhotic1.11e-131.63e-010.0201
60488MRPS35cirrhotic3HumanLiverCirrhotic2.80e-03-4.80e-020.0215
60488MRPS35HCC1HumanLiverHCC1.03e-083.98e+000.5336
60488MRPS35HCC2HumanLiverHCC2.14e-113.87e+000.5341
60488MRPS35Pt13.bHumanLiverHCC5.97e-171.26e-010.0251
60488MRPS35Pt14.aHumanLiverHCC1.41e-031.81e-010.0169
60488MRPS35S014HumanLiverHCC5.06e-251.16e+000.2254
60488MRPS35S015HumanLiverHCC6.56e-201.26e+000.2375
60488MRPS35S016HumanLiverHCC4.87e-231.21e+000.2243
60488MRPS35S027HumanLiverHCC1.31e-081.39e+000.2446
60488MRPS35S028HumanLiverHCC8.98e-221.44e+000.2503
60488MRPS35S029HumanLiverHCC1.62e-211.56e+000.2581
60488MRPS35C04HumanOral cavityOSCC7.19e-321.62e+000.2633
60488MRPS35C21HumanOral cavityOSCC1.62e-632.09e+000.2678
60488MRPS35C30HumanOral cavityOSCC2.01e-412.01e+000.3055
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check button Transcriptomic changes along malignancy continuum.
TissueExpression DynamicsAbbreviation
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
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:0042769ColorectumADDNA damage response, detection of DNA damage8/391813/187231.70e-031.41e-028
GO:00427691ColorectumMSSDNA damage response, detection of DNA damage7/346713/187234.46e-033.15e-027
GO:00427692ColorectumMSI-HDNA damage response, detection of DNA damage6/131913/187231.35e-043.98e-036
GO:014005313EsophagusESCCmitochondrial gene expression93/8552108/187231.96e-182.03e-1693
GO:003254314EsophagusESCCmitochondrial translation68/855276/187231.02e-156.86e-1468
GO:00427697EsophagusESCCDNA damage response, detection of DNA damage12/855213/187236.18e-043.32e-0312
GO:0032543LiverCirrhoticmitochondrial translation40/463476/187231.61e-074.29e-0640
GO:0140053LiverCirrhoticmitochondrial gene expression49/4634108/187232.35e-064.31e-0549
GO:00427693LiverCirrhoticDNA damage response, detection of DNA damage10/463413/187231.14e-041.14e-0310
GO:01400531LiverHCCmitochondrial gene expression82/7958108/187231.49e-127.20e-1182
GO:00325431LiverHCCmitochondrial translation62/795876/187232.95e-121.34e-1062
GO:004276911LiverHCCDNA damage response, detection of DNA damage11/795813/187232.38e-031.16e-0211
GO:01400533Oral cavityOSCCmitochondrial gene expression78/7305108/187232.37e-129.86e-1178
GO:00325434Oral cavityOSCCmitochondrial translation59/730576/187237.21e-122.70e-1059
GO:00427696Oral cavityOSCCDNA damage response, detection of DNA damage11/730513/187231.02e-035.29e-0311
GO:003254313Oral cavityLPmitochondrial translation43/462376/187232.85e-091.26e-0743
GO:014005312Oral cavityLPmitochondrial gene expression53/4623108/187233.54e-081.27e-0653
GO:004276913Oral cavityLPDNA damage response, detection of DNA damage9/462313/187238.93e-047.64e-039
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
MRPS35SNVMissense_Mutationnovelc.298N>Ap.Glu100Lysp.E100KP82673protein_codingtolerated(0.36)benign(0.012)TCGA-A2-A0YK-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapycytoxanSD
MRPS35SNVMissense_Mutationnovelc.86N>Ap.Ala29Aspp.A29DP82673protein_codingtolerated_low_confidence(0.38)benign(0.01)TCGA-A8-A09K-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
MRPS35SNVMissense_Mutationc.473C>Tp.Ser158Leup.S158LP82673protein_codingtolerated(0.34)benign(0.271)TCGA-AN-A0XW-01Breastbreast invasive carcinomaFemale<65III/IVUnknownUnknownSD
MRPS35SNVMissense_Mutationc.963T>Ap.Asn321Lysp.N321KP82673protein_codingtolerated(0.07)benign(0.003)TCGA-AA-A02R-01Colorectumcolon adenocarcinomaFemale>=65I/IIUnknownUnknownPD
MRPS35SNVMissense_Mutationnovelc.941N>Gp.Glu314Glyp.E314GP82673protein_codingdeleterious(0)benign(0.365)TCGA-AM-5820-01Colorectumcolon adenocarcinomaFemale<65I/IIUnknownUnknownSD
MRPS35SNVMissense_Mutationc.383A>Tp.Asp128Valp.D128VP82673protein_codingdeleterious(0.04)benign(0.115)TCGA-CK-4951-01Colorectumcolon adenocarcinomaFemale>=65I/IIUnknownUnknownPD
MRPS35insertionFrame_Shift_Insnovelc.942_943insGCTCTp.Ser315AlafsTer4p.S315Afs*4P82673protein_codingTCGA-AM-5820-01Colorectumcolon adenocarcinomaFemale<65I/IIUnknownUnknownSD
MRPS35SNVMissense_Mutationnovelc.928T>Gp.Ser310Alap.S310AP82673protein_codingtolerated(0.58)benign(0.001)TCGA-A5-A0G2-01Endometriumuterine corpus endometrioid carcinomaFemale<65III/IVUnknownUnknownSD
MRPS35SNVMissense_Mutationrs763066388c.421N>Ap.Glu141Lysp.E141KP82673protein_codingdeleterious(0.03)probably_damaging(0.962)TCGA-AJ-A3EL-01Endometriumuterine corpus endometrioid carcinomaFemale<65I/IIUnknownUnknownSD
MRPS35SNVMissense_Mutationnovelc.682N>Ap.Val228Metp.V228MP82673protein_codingdeleterious(0)probably_damaging(0.999)TCGA-AX-A1CE-01Endometriumuterine corpus endometrioid carcinomaFemale<65I/IIUnspecificPaclitaxelSD
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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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