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pmid:27814735

Gene expression profiles and protein-protein interaction networks in amyotrophic lateral sclerosis patients with C9orf72 mutation.

Meena Kumari Kotni · Mingzhu Zhao · Dong-Qing Wei

Orphanet journal of rare diseases · 2016 doi:10.1186/s13023-016-0531-y

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complete

Experiment

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Data

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Record details sci_version · id · kind · revision · content_hash · schema · created_at · updated_at · generator
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pmid:27814735
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science-record
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2026-11-01T15:40:21Z
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paper object · 10 fields
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title
Gene expression profiles and protein-protein interaction networks in amyotrophic lateral sclerosis patients with C9orf72 mutation.
doi
10.1186/s13023-016-0531-y
pmid
27814735
authors array · 3 items
[0]
Meena Kumari Kotni
[1]
Mingzhu Zhao
[2]
Dong-Qing Wei
journal
Orphanet journal of rare diseases
year
2016
abstract
BACKGROUND: Amyotrophic lateral sclerosis (ALS) is a neurodegenerative disease that involves the death of neurons. ALS is associated with many gene mutations as previously studied. In order to explore the molecular mechanisms underlying ALS with C9orf72 mutation, gene expression profiles of ALS fibroblasts and control fibroblasts were subjected to bioinformatics analysis. Genes with critical functional roles can be detected by a measure of node centrality in biological networks. In gene co-expression networks, highly connected genes called as candidate hubs have been associated with key disease-related pathways. Herein, this method was applied to find the hub genes related to ALS disease. METHODS: Illumina HiSeq microarray gene expression dataset GSE51684 was retrieved from Gene Expression Omnibus (GEO) database which included four Sporadic ALS, twelve Familial ALS and eight control samples. Differentially Expressed Genes (DEGs) were identified using the Student's t test statistical method and gene co-expression networking. Gene ontology (GO) function and KEGG pathway enrichment analysis of DEGs were performed using the DAVID online tool. Protein-protein interaction (PPI) networks were constructed by mapping the DEGs onto protein-protein interaction data from publicly available databases to identify the pathways where DEGs are involved in. PPI interaction network was divided into subnetworks using MCODE algorithm and was analyzed using Cytoscape. RESULTS: The results revealed that the expression of DEGs was mainly involved in cell adhesion, cell-cell signaling, Extra cellular matrix region GO processes and focal adhesion, neuroactive ligand receptor interaction, Extracellular matrix receptor interaction. Tumor necrosis factor (TNF), Endothelin 1 (EDN1), Angiotensin (AGT) and many cell adhesion molecules (CAM) were detected as hub genes that can be targeted as novel therapeutic targets for ALS disease. CONCLUSION: These analyses and findings enhance the understanding of ALS pathogenesis and provide references for ALS therapy.
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The Student’s t test statistical P-values and fold changes were calculated.
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title
Targeted degradation of sense and antisense C9orf72 RNA foci as therapy for amyotrophic lateral sclerosis and frontotemporal dementia (Multiplex Analysis of PolyA-linked Sequences)
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Classification of samples into groups based on genotype and ASO treatment
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Top GO terms significantly enriched with high counts of DEGs in samples from ALS fibroblasts and control fibroblasts
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GO function and KEGG pathway enrichment analysis
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Statistics for top five subnetworks identified by MCODE method in PPI network
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Top 15 hub nodes identified in PPI network for DEGs from ALS fibroblast samples and control fibroblast samples
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student_t
basis
The paper names the method it used and the corpus's method extractor maps it onto the DSL catalogue: student_t_test.
capability object · 4 fields
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capability:computational_analysis
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The computational analysis is owned. The physical bench the paper used is not, so a physical validation cannot be run here.
data object · 6 fields
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GSE51684
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basis
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dsl_operations array · 0 items
assets array · 8 items
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pmid:27814735
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PMID 27814735 full text
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ated to ALS disease. METHODS: Illumina HiSeq microarray gene expression dataset GSE51684 was retriev
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Complete file
{"sci_version": "1.2", "schema": "https://corpus.bntrg.co.uk/sci/1.0/sci.schema.json", "id": "pmid:27814735", "kind": "science-record", "revision": 5, "content_hash": "sha256:eb5e99566aaa3b8d90c5b73561cd71f6189518a9a92ca2bb1289c2fbd330116c", "created_at": "2026-11-01T15:40:21Z", "updated_at": "2026-11-01T21:59:12Z", "generator": {"name": "corpus-assay-engine", "run_id": "reading-sci-2026-11-01"}, "paper": {"state": "complete", "title": "Gene expression profiles and protein-protein interaction networks in amyotrophic lateral sclerosis patients with C9orf72 mutation.", "doi": "10.1186/s13023-016-0531-y", "pmid": "27814735", "authors": ["Meena Kumari Kotni", "Mingzhu Zhao", "Dong-Qing Wei"], "journal": "Orphanet journal of rare diseases", "year": 2016, "abstract": "BACKGROUND: Amyotrophic lateral sclerosis (ALS) is a neurodegenerative disease that involves the death of neurons. ALS is associated with many gene mutations as previously studied. In order to explore the molecular mechanisms underlying ALS with C9orf72 mutation, gene expression profiles of ALS fibroblasts and control fibroblasts were subjected to bioinformatics analysis. Genes with critical functional roles can be detected by a measure of node centrality in biological networks. In gene co-expression networks, highly connected genes called as candidate hubs have been associated with key disease-related pathways. Herein, this method was applied to find the hub genes related to ALS disease.\nMETHODS: Illumina HiSeq microarray gene expression dataset GSE51684 was retrieved from Gene Expression Omnibus (GEO) database which included four Sporadic ALS, twelve Familial ALS and eight control samples. Differentially Expressed Genes (DEGs) were identified using the Student's t test statistical method and gene co-expression networking. Gene ontology (GO) function and KEGG pathway enrichment analysis of DEGs were performed using the DAVID online tool. Protein-protein interaction (PPI) networks were constructed by mapping the DEGs onto protein-protein interaction data from publicly available databases to identify the pathways where DEGs are involved in. PPI interaction network was divided into subnetworks using MCODE algorithm and was analyzed using Cytoscape.\nRESULTS: The results revealed that the expression of DEGs was mainly involved in cell adhesion, cell-cell signaling, Extra cellular matrix region GO processes and focal adhesion, neuroactive ligand receptor interaction, Extracellular matrix receptor interaction. Tumor necrosis factor (TNF), Endothelin 1 (EDN1), Angiotensin (AGT) and many cell adhesion molecules (CAM) were detected as hub genes that can be targeted as novel therapeutic targets for ALS disease.\nCONCLUSION: These analyses and findings enhance the understanding of ALS pathogenesis and provide references for ALS therapy.", "claims": [{"id": "claim-method", "statement": "The Student’s t test statistical P-values and fold changes were calculated.", "kind": "methodological", "target": null, "evidence": [{"asset": "source:pmid:27814735", "locator": "sections[3] \"DEGs analysis and Co-expression network\" paragraph 2", "quote": "The Student’s t test statistical P-values and fold changes were calculated."}], "state": "complete"}, {"id": "claim-data-access", "statement": "Not applicable.", "kind": "methodological", "target": null, "evidence": [{"asset": "source:pmid:27814735", "locator": "sections[15] \"ack\" paragraph 1", "quote": "Not applicable."}], "state": "complete"}], "gaps": []}, "experiment": {"state": "partial", "objective": null, "steps": [{"id": "read_published_estimate", "order": 1, "name": "Read the published estimate from the source", "kind": "other", "state": "complete", "blocked_on": null, "description": "The claim, method and evidence span published with the source article.", "duration_hours": null, "parameters": {}, "inputs": ["source:pmid:27814735"], "outputs": ["the published estimate and its evidence"], "instruments": [], "reagents": []}, {"id": "obtain_source_data", "order": 2, "name": "Obtain the source data from the named repository", "kind": "data-preparation", "state": "complete", "blocked_on": null, "description": "The GEO series accession resolves and its sample accessions are listed. This lane did not download the dataset or read its licence.", "duration_hours": null, "parameters": {}, "inputs": ["data:geo:GSE51684"], "outputs": ["the source data with its repository provenance"], "instruments": [], "reagents": []}, {"id": "run_analysis", "order": 3, "name": "Run the published analysis", "kind": "analysis", "state": "blocked", "blocked_on": "method:student_t", "description": "Apply the paper's statistical method to the resolved series and compare the result with the published target.", "duration_hours": null, "parameters": {}, "inputs": ["data:geo:GSE51684"], "outputs": ["the replicated result and its comparison"], "instruments": [], "reagents": []}], "materials": [], "instruments": [], "reagents": [], "conditions": {}, "gaps": ["step:run_analysis blocked on method:student_t"]}, "data": {"state": "partial", "assets": [{"id": "source:pmid:27814735", "role": "manuscript", "format": "xml", "media_type": "application/xml", "uri": 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"access_route": "GEO accession URL", "access_statement_verbatim": "Not applicable.", "access_statement_kind": "data_availability_statement", "sample_accessions": ["GSM1250452", "GSM1250453", "GSM1250454", "GSM1250455", "GSM1250456", "GSM1250457", "GSM1250458", "GSM1250459", "GSM1250460", "GSM1250461", "GSM1250462", "GSM1250463", "GSM1250464", "GSM1250465", "GSM1250466", "GSM1250467", "GSM1250468", "GSM1250469", "GSM1250470", "GSM1250471", "GSM1250472", "GSM1250473", "GSM1250474", "GSM1250475"], "sample_count": 24, "group_sizes": null, "group_sizes_basis": null, "platform": "11154", "taxon": "Homo sapiens", "title": "Targeted degradation of sense and antisense C9orf72 RNA foci as therapy for amyotrophic lateral sclerosis and frontotemporal dementia (Multiplex Analysis of PolyA-linked Sequences)", "resolution_checked_at": "2026-11-01T15:39:54Z", "resolution_check": "identifier_resolution_only_no_download_no_licence_read", "downloaded": false, "licence_read": false}}, {"id": 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["4.", "Group IV", "4", "Non-neurologic control", "C9orf72 ASO"], ["5.", "Group V", "4", "Sporadic ALS", "No treatment"], ["6.", "Group VI", "4", "Non-neurologic control", "No treatment"]], "row_count": 7, "column_count": 5, "numeric_cells": 17, "header_rows": 1, "locator": "section[3]/table-wrap[1]#Tab1"}}, {"id": "asset:table:pmid:27814735:2", "role": "table", "format": "jats-table", "media_type": "application/vnd.jats.table+json", "uri": null, "sha256": "sha256:031a30ecfbe43e8ea7b01e70c8650bb11f7ac55098cf895db70a1e908c29a5a0", "bytes": 620, "access": "open", "state": "verified", "reader": "read_table", "reader_status": "available", "identifier": "section[3]/table-wrap[1]#Tab1", "version": null, "note": "Classification of samples into groups based on genotype and ASO treatment", "structure": {"pmcid": "PMC5097384", "section_index": 8, "section_title": "DEGs analysis and Co-expression network", "row_count": 7, "column_count": 5}, "table": {"label": "Table 1", "caption": "Classification of samples into groups based on genotype and ASO treatment", "rows": [["S.No", "Group No.", "No. of samples", "Genotype", "Treatment"], ["1.", "Group I", "4", "C9orf72expansion", "CTRL ASO"], ["2.", "Group II", "4", "C9orf72expansion", "C9orf72 ASO"], ["3.", "Group III", "4", "C9orf72expansion", "No treatment"], ["4.", "Group IV", "4", "Non-neurologic control", "C9orf72 ASO"], ["5.", "Group V", "4", "Sporadic ALS", "No treatment"], ["6.", "Group VI", "4", "Non-neurologic control", "No treatment"]], "row_count": 7, "column_count": 5, "numeric_cells": 17, "header_rows": 1, "locator": "section[3]/table-wrap[1]#Tab1"}}, {"id": "asset:table:pmid:27814735:3", "role": "table", "format": "jats-table", "media_type": "application/vnd.jats.table+json", "uri": null, "sha256": "sha256:05c41519fb80c0c8fdfef299b4e9ec2097d0e079b4969883db4bbe9d3e804d69", "bytes": 940, "access": "open", "state": "verified", "reader": "read_table", "reader_status": "available", "identifier": "section[9]/table-wrap[1]#Tab2", "version": null, "note": "Top GO terms significantly enriched with high counts of DEGs in samples from ALS fibroblasts and control fibroblasts", "structure": {"pmcid": "PMC5097384", "section_index": 9, "section_title": "GO function and KEGG pathway enrichment analysis", "row_count": 10, "column_count": 6}, "table": {"label": "Table 2", "caption": "Top GO terms significantly enriched with high counts of DEGs in samples from ALS fibroblasts and control fibroblasts", "rows": [["Term", "Category", "Count", "P-value", "FDR value", "Description"], ["GO:0007155", "BP", "87", "2.4E-16", "2.2E-09", "Cell adhesion"], ["GO:0022610", "BP", "87", "2.6E-16", "2.3E-09", "Biological adhesion"], ["GO:0007267", "BP", "65", "8.4E-10", "3.4E-04", "Cell-cell signaling"], ["GO:0007267", "BP", "39", "3.2E-09", "2.3E-04", "Cell-cell adhesion"], ["GO: 0005576", "CC", "200", "2.1E-23", "2.9E-10", "Extracellular region"], ["GO:0044421", "CC", "123", "1.4E-22", "1.3E-10", 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