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: C15orf61

Gene summary for C15ORF61

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

C15orf61

Gene ID

145853

Gene namechromosome 15 open reading frame 61
Gene AliasC15orf61
Cytomap15q23
Gene Typeprotein-coding
GO ID

GO:0005575

UniProtAcc

A6NNL5


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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
145853C15orf61LZE2DHumanEsophagusHGIN3.16e-023.40e-010.0642
145853C15orf61LZE2THumanEsophagusESCC1.18e-025.91e-010.082
145853C15orf61LZE4THumanEsophagusESCC3.35e-144.24e-010.0811
145853C15orf61LZE5THumanEsophagusESCC4.40e-024.39e-010.0514
145853C15orf61LZE24THumanEsophagusESCC5.29e-143.55e-010.0596
145853C15orf61LZE21THumanEsophagusESCC1.22e-105.97e-010.0655
145853C15orf61P1T-EHumanEsophagusESCC3.21e-189.90e-010.0875
145853C15orf61P2T-EHumanEsophagusESCC2.77e-419.39e-010.1177
145853C15orf61P4T-EHumanEsophagusESCC2.38e-491.29e+000.1323
145853C15orf61P5T-EHumanEsophagusESCC1.32e-193.19e-010.1327
145853C15orf61P8T-EHumanEsophagusESCC2.81e-416.24e-010.0889
145853C15orf61P9T-EHumanEsophagusESCC2.43e-501.17e+000.1131
145853C15orf61P10T-EHumanEsophagusESCC1.99e-681.16e+000.116
145853C15orf61P11T-EHumanEsophagusESCC2.22e-097.57e-010.1426
145853C15orf61P12T-EHumanEsophagusESCC8.46e-571.00e+000.1122
145853C15orf61P15T-EHumanEsophagusESCC7.28e-561.22e+000.1149
145853C15orf61P16T-EHumanEsophagusESCC2.81e-499.36e-010.1153
145853C15orf61P17T-EHumanEsophagusESCC3.57e-063.24e-010.1278
145853C15orf61P19T-EHumanEsophagusESCC1.23e-068.93e-010.1662
145853C15orf61P20T-EHumanEsophagusESCC9.78e-428.08e-010.1124
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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
∗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
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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
C15orf61SNVMissense_Mutationnovelc.278C>Gp.Ser93Cysp.S93CA6NNL5protein_codingdeleterious(0)probably_damaging(0.948)TCGA-E2-A9RU-01Breastbreast invasive carcinomaFemale>=65III/IVHormone TherapyarimidexSD
C15orf61SNVMissense_Mutationc.460N>Tp.Gly154Cysp.G154CA6NNL5protein_codingdeleterious(0)probably_damaging(0.971)TCGA-G4-6304-01Colorectumcolon adenocarcinomaFemale>=65I/IIChemotherapyfluorouracilPD
C15orf61SNVMissense_Mutationnovelc.290N>Tp.Trp97Leup.W97LA6NNL5protein_codingtolerated(0.62)benign(0.007)TCGA-EY-A1GQ-01Endometriumuterine corpus endometrioid carcinomaFemale>=65I/IIChemotherapytaxolSD
C15orf61SNVMissense_Mutationnovelc.262A>Gp.Ile88Valp.I88VA6NNL5protein_codingtolerated(0.14)benign(0.006)TCGA-PG-A917-01Endometriumuterine 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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