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: MRPL35

Gene summary for MRPL35

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

MRPL35

Gene ID

51318

Gene namemitochondrial ribosomal protein L35
Gene AliasL35mt
Cytomap2p11.2
Gene Typeprotein-coding
GO ID

GO:0006412

UniProtAcc

Q9NZE8


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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
51318MRPL35P48T-EHumanEsophagusESCC1.03e-203.27e-010.0959
51318MRPL35P49T-EHumanEsophagusESCC1.69e-089.49e-010.1768
51318MRPL35P52T-EHumanEsophagusESCC3.14e-306.11e-010.1555
51318MRPL35P54T-EHumanEsophagusESCC1.29e-133.29e-010.0975
51318MRPL35P56T-EHumanEsophagusESCC4.49e-023.84e-010.1613
51318MRPL35P57T-EHumanEsophagusESCC2.04e-072.00e-010.0926
51318MRPL35P61T-EHumanEsophagusESCC3.07e-112.86e-010.099
51318MRPL35P62T-EHumanEsophagusESCC2.08e-366.23e-010.1302
51318MRPL35P65T-EHumanEsophagusESCC5.14e-162.77e-010.0978
51318MRPL35P74T-EHumanEsophagusESCC2.30e-368.06e-010.1479
51318MRPL35P75T-EHumanEsophagusESCC1.43e-387.50e-010.1125
51318MRPL35P76T-EHumanEsophagusESCC7.70e-153.34e-010.1207
51318MRPL35P79T-EHumanEsophagusESCC1.01e-213.47e-010.1154
51318MRPL35P80T-EHumanEsophagusESCC2.45e-388.79e-010.155
51318MRPL35P82T-EHumanEsophagusESCC1.90e-185.79e-010.1072
51318MRPL35P83T-EHumanEsophagusESCC1.35e-308.21e-010.1738
51318MRPL35P84T-EHumanEsophagusESCC1.05e-042.83e-010.0933
51318MRPL35P89T-EHumanEsophagusESCC1.00e-191.15e+000.1752
51318MRPL35P91T-EHumanEsophagusESCC1.70e-161.60e+000.1828
51318MRPL35P94T-EHumanEsophagusESCC7.12e-055.99e-010.0879
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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
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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
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
MRPL35SNVMissense_Mutationnovelc.190G>Cp.Glu64Glnp.E64QQ9NZE8protein_codingtolerated(0.3)benign(0.018)TCGA-LD-A74U-01Breastbreast invasive carcinomaFemale>=65III/IVChemotherapytaxotereSD
MRPL35SNVMissense_Mutationnovelc.309G>Cp.Lys103Asnp.K103NQ9NZE8protein_codingdeleterious(0)probably_damaging(0.999)TCGA-LD-A74U-01Breastbreast invasive carcinomaFemale>=65III/IVChemotherapytaxotereSD
MRPL35SNVMissense_Mutationrs773669532c.32N>Ap.Arg11Lysp.R11KQ9NZE8protein_codingtolerated(0.09)benign(0)TCGA-DR-A0ZM-01Cervixcervical & endocervical cancerFemale<65III/IVUnspecificCisplatinSD
MRPL35SNVMissense_Mutationc.390N>Tp.Lys130Asnp.K130NQ9NZE8protein_codingdeleterious(0)probably_damaging(0.999)TCGA-CA-6718-01Colorectumcolon adenocarcinomaMale<65I/IIUnknownUnknownPD
MRPL35SNVMissense_Mutationnovelc.227N>Gp.Leu76Argp.L76RQ9NZE8protein_codingdeleterious(0)possibly_damaging(0.641)TCGA-F5-6814-01Colorectumrectum adenocarcinomaMale<65I/IIUnknownUnknownSD
MRPL35SNVMissense_Mutationrs751296332c.397N>Ap.Leu133Ilep.L133IQ9NZE8protein_codingdeleterious(0)probably_damaging(0.998)TCGA-A5-A0G2-01Endometriumuterine corpus endometrioid carcinomaFemale<65III/IVUnknownUnknownSD
MRPL35SNVMissense_Mutationc.436N>Ap.Glu146Lysp.E146KQ9NZE8protein_codingdeleterious(0.02)probably_damaging(0.967)TCGA-AP-A0LM-01Endometriumuterine corpus endometrioid carcinomaFemale<65III/IVChemotherapycisplatinSD
MRPL35SNVMissense_Mutationnovelc.61N>Gp.Asn21Aspp.N21DQ9NZE8protein_codingtolerated(0.09)benign(0.027)TCGA-AP-A1DK-01Endometriumuterine corpus endometrioid carcinomaFemale<65I/IIUnknownUnknownSD
MRPL35SNVMissense_Mutationrs1051949c.86N>Ap.Arg29Hisp.R29HQ9NZE8protein_codingdeleterious(0.05)benign(0.23)TCGA-AP-A1DV-01Endometriumuterine corpus endometrioid carcinomaFemale<65I/IIUnknownUnknownSD
MRPL35SNVMissense_Mutationnovelc.176N>Tp.Arg59Ilep.R59IQ9NZE8protein_codingtolerated(0.08)benign(0.3)TCGA-AX-A06F-01Endometriumuterine corpus endometrioid carcinomaFemale<65III/IVChemotherapycarboplatinSD
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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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