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pmid:40286336

Identification of HIBCH and MGME1 as Mitochondrial Dynamics-Related Biomarkers in Alzheimer's Disease Via Integrated Bioinformatics Analysis.

Hailong Li · Fei Feng · Shoupin Xie · Yanping Ma · Yafeng Wang · Fan Zhang · Hongyan Wu · Shenghui Huang

IET systems biology · 2025 doi:10.1049/syb2.70018

Paper

complete

Experiment

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Data

partial

Analysis

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Execution

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Record details sci_version · id · kind · revision · content_hash · schema · created_at · updated_at · generator
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pmid:40286336
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science-record
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2026-11-01T20:30:26Z
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title
Identification of HIBCH and MGME1 as Mitochondrial Dynamics-Related Biomarkers in Alzheimer's Disease Via Integrated Bioinformatics Analysis.
doi
10.1049/syb2.70018
pmid
40286336
authors array · 8 items
[0]
Hailong Li
[1]
Fei Feng
[2]
Shoupin Xie
[3]
Yanping Ma
[4]
Yafeng Wang
[5]
Fan Zhang
[6]
Hongyan Wu
[7]
Shenghui Huang
journal
IET systems biology
year
2025
abstract
Mitochondrial dynamics (MD) play a crucial role in the genesis of Alzheimer's disease (AD); however, the molecular mechanisms underlying MD dysregulation in AD remain unclear. This study aimed to identify critical molecules of MD that contribute to AD progression using GEO data and bioinformatics approaches. The GSE63061 dataset comparing AD patients with healthy controls was analysed, WGCNA was employed to identify co-expression modules and differentially expressed genes (DEGs) and LASSO model was developed and verified using the DEGs to screen for potential biomarkers. A PPI network was built to predict upstream miRNAs, which were experimentally validated using luciferase reporter assays. A total of 3518 DEGs were identified (2209 upregulated, 1309 downregulated; |log2FC| > 1.5, adjusted p < 0.05). WGCNA revealed 160 MD-related genes. LASSO regression selected HIBCH and MGME1 as novel biomarkers with significant downregulation in AD (fold change > 2, p < 0.001). KEGG enrichment analysis highlighted pathways associated with neurodegeneration. Luciferase assays confirmed direct binding of miR-922 to the 3'UTR of MGME1. HIBCH and MGME1 are promising diagnostic biomarkers for AD with AUC values of 0.73 and 0.74. Mechanistically, miR-922 was experimentally validated to directly bind MGME1 3'UTR.
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All data are available when requested by readers.
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LASSO regression selected HIBCH and MGME1 as novel biomarkers with significant downregulation in AD (fold change > 2, p < 0.001).
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LASSO regression selected HIBCH and MGME1 as novel biomarkers with significant downregulation in AD (fold change > 2, p < 0.001).
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LASSO regression selected HIBCH and MGME1 as novel biomarkers with significant downregulation in AD (fold change > 2, p < 0.001).
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LASSO regression selected HIBCH and MGME1 as novel biomarkers with significant downregulation in AD (fold change > 2, p < 0.001).
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Alzheimer's disease and the normal aged brain (steph-affy-human-433773)
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GSM1539720
[312]
GSM1539721
[313]
GSM1539722
[314]
GSM1539723
[315]
GSM1539724
[316]
GSM1539725
[317]
GSM1539726
[318]
GSM1539727
[319]
GSM1539728
[320]
GSM1539729
[321]
GSM1539730
[322]
GSM1539731
[323]
GSM1539732
[324]
GSM1539733
[325]
GSM1539734
[326]
GSM1539735
[327]
GSM1539736
[328]
GSM1539737
[329]
GSM1539738
[330]
GSM1539739
[331]
GSM1539740
[332]
GSM1539741
[333]
GSM1539742
[334]
GSM1539743
[335]
GSM1539744
[336]
GSM1539745
[337]
GSM1539746
[338]
GSM1539747
[339]
GSM1539748
[340]
GSM1539749
[341]
GSM1539750
[342]
GSM1539751
[343]
GSM1539752
[344]
GSM1539753
[345]
GSM1539754
[346]
GSM1539755
[347]
GSM1539756
[348]
GSM1539757
[349]
GSM1539758
[350]
GSM1539759
[351]
GSM1539760
[352]
GSM1539761
[353]
GSM1539762
[354]
GSM1539763
[355]
GSM1539764
[356]
GSM1539765
[357]
GSM1539766
[358]
GSM1539767
[359]
GSM1539768
[360]
GSM1539769
[361]
GSM1539770
[362]
GSM1539771
[363]
GSM1539772
[364]
GSM1539773
[365]
GSM1539774
[366]
GSM1539775
[367]
GSM1539776
[368]
GSM1539777
[369]
GSM1539778
[370]
GSM1539779
[371]
GSM1539780
[372]
GSM1539781
[373]
GSM1539782
[374]
GSM1539783
[375]
GSM1539784
[376]
GSM1539785
[377]
GSM1539786
[378]
GSM1539787
[379]
GSM1539788
[380]
GSM1539789
[381]
GSM1539790
[382]
GSM1539791
[383]
GSM1539792
[384]
GSM1539793
[385]
GSM1539794
[386]
GSM1539795
[387]
GSM1539796
sample_count
388
group_sizes
null
group_sizes_basis
null
platform
10558
taxon
Homo sapiens
title
Alzheimer, Mild Cognitive impairment and control samples from AddneuroMed Cohort (batch 2)
resolution_checked_at
2026-11-01T15:39:55Z
resolution_check
identifier_resolution_only_no_download_no_licence_read
downloaded
false
licence_read
false
gaps array · 4 items
[0]
asset:data:geo:GSE5281 not downloaded
[1]
asset:data:geo:GSE5281 licence not read
[2]
asset:data:geo:GSE63061 not downloaded
[3]
asset:data:geo:GSE63061 licence not read
analysis object · 4 fields
state
complete
methods array · 1 item
[0] object · 10 fields
id
method-1
family
network_analysis
specific
ppi_network
label
Network / pathway analysis
dsl_operations array · 3 items
[0]
build_graph
[1]
centrality_scores
[2]
pathway_enrich
missing_operations array · 0 items
parameters object · 0 fields
data_shapes array · 1 item
[0]
edge_list
evidence object · 3 fields
score
0.7
band
medium
quote
PPI
targets array · 1 item
[0] object · 8 fields
id
target-published-estimate
claim_id
claim-target-result
operation
build_graph
unit
p-value
tolerance
null
state
complete
note
The threshold the paper applied to its own result, as the paper states it. A run that reproduces the effect is judged against this threshold.
gaps array · 0 items
capability object · 3 fields
state
complete
requirements array · 1 item
[0] object · 6 fields
capability_id
capability:computational_analysis
label
Computational analysis platform
assay_families array · 9 items
[0]
meta_analysis
[1]
machine_learning
[2]
survival_analysis
[3]
statistical_regression
[4]
pca
[5]
molecular_docking
[6]
network_analysis
[7]
differential_expression
[8]
gwas
candidate
Automated Assays Laravel application and simulated adapters
gaps array · 0 items
readiness object · 8 fields
state
complete
tier
R1
blocked_on
nothing:replicable_now
axes object · 3 fields
method object · 5 fields
tier
R1
expressible
true
required_operations array · 3 items
[0]
build_graph
[1]
centrality_scores
[2]
pathway_enrich
missing_operations array · 0 items
basis
The paper names the method it used and the corpus's method extractor maps it onto the DSL catalogue: ppi_network.
capability object · 4 fields
tier
R1
capability_id
capability:computational_analysis
availability_state
owned
basis
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
tier
R1
reachable
true
accessions array · 2 items
[0]
GSE5281
[1]
GSE63061
resolved_accessions array · 2 items
[0]
GSE5281
[1]
GSE63061
statements array · 1 item
[0]
All data are available when requested by readers.
basis
The paper names GSE5281, GSE63061 in GEO data and the accession resolves in the repository. No dataset was downloaded and no licence was read.
can_run object · 3 fields
dsl_operations array · 3 items
[0]
build_graph
[1]
centrality_scores
[2]
pathway_enrich
assets array · 2 items
[0]
source:pmid:40286336
[1]
data:geo:GSE5281
steps array · 1 item
[0]
run_analysis
must_build object · 5 fields
dsl_operations array · 0 items
converters array · 0 items
readers array · 0 items
capabilities array · 0 items
data_gaps array · 1 item
[0]
data:geo:GSE5281
gaps array · 0 items
review object · 5 fields
state
partial
machine_critique object · 5 fields
kind
extraction_review
reader object · 5 fields
model
MiniMax-M3.1-Flash
provider
minimax
provider_family
minimax
read_at
2026-11-01T19:51:14Z
independence
single_reader
evidence_check object · 2 fields
method
null
availability
verbatim
calls
5
usage object · 3 fields
prompt_tokens
11825
completion_tokens
1696
cached_tokens
264
stages array · 1 item
[0] object · 4 fields
id
extraction
state
complete
reader
MiniMax-M3.1-Flash
provider
minimax
gaps array · 3 items
[0]
review.independent_reader
[1]
review.machine_critique
[2]
review.human_critique
execution object · 5 fields
state
absent
status
not_run
mode
null
runs array · 0 items
gaps array · 1 item
[0]
execution.not_run
provenance object · 7 fields
entities array · 3 items
[0] object · 3 fields
id
pmid:40286336
type
paper
label
pmid:40286336
[1] object · 3 fields
id
source:pmid:40286336
type
manuscript
label
PMID 40286336 full text
[2] object · 3 fields
id
data:geo:GSE5281
type
dataset
label
GEO GSE5281
activities array · 3 items
[0] object · 4 fields
id
activity-reading-sci-2026-11-01
type
classification
used array · 3 items
[0] object · 3 fields
id
pmid:40286336
type
paper
label
pmid:40286336
[1] object · 3 fields
id
source:pmid:40286336
type
manuscript
label
PMID 40286336 full text
[2] object · 3 fields
id
data:geo:GSE5281
type
dataset
label
GEO GSE5281
agent
agent:corpus-assay-engine
[1] object · 4 fields
id
activity-read-40286336
type
extraction
used array · 1 item
[0]
source:pmid:40286336
agent
agent:minimax-reader
[2] object · 4 fields
id
activity-resolve-GSE5281
type
accession_resolution
used array · 1 item
[0]
data:geo:GSE5281
agent
agent:corpus-assay-engine
agents array · 2 items
[0] object · 3 fields
id
agent:corpus-assay-engine
type
software
label
Corpus assay engine
[1] object · 3 fields
id
agent:minimax-reader
type
software
label
MiniMax literature reader
source_run_id
reading-sci-2026-11-01
dsl_catalogue_fingerprint
343fb30756ba6ec3
capability_table_fingerprint
2cb3e42f047d2ecf
snapshot_id
ba34b49490d9bfaf
lineage object · 4 fields
parent_id
pmid:40286336
parent_hash
sha256:935f4646eb6150ee2ba47ccf0a86a8f5af44579e01b63f7712efa51210ecd9be
fork_of
null
gaps array · 8 items
[0]
asset:data:geo:GSE5281 licence not read
[1]
asset:data:geo:GSE5281 not downloaded
[2]
asset:data:geo:GSE63061 licence not read
[3]
asset:data:geo:GSE63061 not downloaded
[4]
execution.not_run
[5]
review.human_critique
[6]
review.independent_reader
[7]
review.machine_critique
assays array · 1 item
[0] object · 11 fields
role
analysis
definition_id
network_analysis
definition_version
f2132e96ae6c7a4e
required_operations array · 3 items
[0]
build_graph
[1]
centrality_scores
[2]
pathway_enrich
support_state
supported
source_hashes object · 1 field
dsl_catalogue
f2132e96ae6c7a4e
evidence array · 1 item
[0]
PPI
order_basis
analysis_only
id
assay:1
Complete file
{"sci_version": "1.2", "schema": "https://corpus.bntrg.co.uk/sci/1.0/sci.schema.json", "id": "pmid:40286336", "kind": "science-record", "revision": 3, "content_hash": "sha256:7d31861863881b55decb905206a52fd8af81a996c080f80d80823f2a4706f3ff", "created_at": "2026-11-01T20:30:26Z", "updated_at": "2026-11-01T22:13:58Z", "generator": {"name": "corpus-assay-engine", "run_id": "reading-sci-2026-11-01"}, "paper": {"state": "complete", "title": "Identification of HIBCH and MGME1 as Mitochondrial Dynamics-Related Biomarkers in Alzheimer's Disease Via Integrated Bioinformatics Analysis.", "doi": "10.1049/syb2.70018", "pmid": "40286336", "authors": ["Hailong Li", "Fei Feng", "Shoupin Xie", "Yanping Ma", "Yafeng Wang", "Fan Zhang", "Hongyan Wu", "Shenghui Huang"], "journal": "IET systems biology", "year": 2025, "abstract": "Mitochondrial dynamics (MD) play a crucial role in the genesis of Alzheimer's disease (AD); however, the molecular mechanisms underlying MD dysregulation in AD remain unclear. This study aimed to identify critical molecules of MD that contribute to AD progression using GEO data and bioinformatics approaches. The GSE63061 dataset comparing AD patients with healthy controls was analysed, WGCNA was employed to identify co-expression modules and differentially expressed genes (DEGs) and LASSO model was developed and verified using the DEGs to screen for potential biomarkers. A PPI network was built to predict upstream miRNAs, which were experimentally validated using luciferase reporter assays. A total of 3518 DEGs were identified (2209 upregulated, 1309 downregulated; |log2FC| > 1.5, adjusted p < 0.05). WGCNA revealed 160 MD-related genes. LASSO regression selected HIBCH and MGME1 as novel biomarkers with significant downregulation in AD (fold change > 2, p < 0.001). KEGG enrichment analysis highlighted pathways associated with neurodegeneration. Luciferase assays confirmed direct binding of miR-922 to the 3'UTR of MGME1. HIBCH and MGME1 are promising diagnostic biomarkers for AD with AUC values of 0.73 and 0.74. Mechanistically, miR-922 was experimentally validated to directly bind MGME1 3'UTR.", "claims": [{"id": "claim-data-access", "statement": "All data are available when requested by readers.", "kind": "methodological", "target": null, "evidence": [{"asset": "source:pmid:40286336", "locator": "sections[33] \"Data Availability Statement\" paragraph 2", "quote": "All data are available when requested by readers."}], "state": "complete"}, {"id": "claim-target-result", "statement": "LASSO regression selected HIBCH and MGME1 as novel biomarkers with significant downregulation in AD (fold change > 2, p < 0.001).", "kind": "quantitative", "target": {"value": 0.001, "unit": "p-value", "tolerance": null, "source": "LASSO regression selected HIBCH and MGME1 as novel biomarkers with significant downregulation in AD (fold change > 2, p < 0.001)."}, "evidence": [{"asset": "source:pmid:40286336", "locator": "sections[0] \"Abstract\" paragraph 1", "quote": "LASSO regression selected HIBCH and MGME1 as novel biomarkers with significant downregulation in AD (fold change > 2, p < 0.001)."}], "state": "complete"}], "gaps": []}, "experiment": {"state": "complete", "objective": "LASSO regression selected HIBCH and MGME1 as novel biomarkers with significant downregulation in AD (fold change > 2, p < 0.001).", "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:40286336"], "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:GSE5281"], "outputs": ["the source data with its repository provenance"], "instruments": [], "reagents": []}, {"id": "run_analysis", "order": 3, "name": "Run the published analysis", "kind": "analysis", "state": "complete", "blocked_on": null, "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:GSE5281"], "outputs": ["the replicated result and its comparison"], "instruments": [], "reagents": []}], "materials": [], "instruments": [], "reagents": [], "conditions": {}, "gaps": []}, "data": {"state": "partial", "assets": [{"id": "source:pmid:40286336", "role": "manuscript", "format": "xml", "media_type": "application/xml", "uri": "https://doi.org/10.1049/syb2.70018", "sha256": "sha256:6dac1144f14794622c0065059f877d9e3dc56383f7a86415afa676b66bd28c98", "bytes": 43827, "access": "open", "state": "resolved", "reader": null, "reader_status": "reader_required", "identifier": "10.1049/syb2.70018", "version": null, "note": "Full article fetched from PMC; the checksum covers the rendered section body, not the original XML bytes.", "structure": {"pmcid": "PMC12033025", "source": "europe_pmc_fulltext", "coverage": "whole_body_without_references", "text_hash_scope": "rendered_section_body"}}, {"id": "data:geo:GSE5281", "role": "raw", "format": "geo-series", "media_type": "application/vnd.ncbi.geo-series+json", "uri": "https://www.ncbi.nlm.nih.gov/geo/query/acc.cgi?acc=GSE5281", "sha256": null, "bytes": null, "access": "open", "state": "resolved", "reader": null, "reader_status": "reader_required", "identifier": "GSE5281", "version": null, "note": "All data are available when requested by readers.", "structure": {"repository": "GEO", "access_route": "GEO accession URL", 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