Corpus Engine Towards a reproducible .science file.
← All .science files

pmid:39739707

MiR-595 and Cldnd1: Potential related factors for bone loss in postmenopausal women with hip osteoporotic fracture.

Sun Jingyue · Liu Peixin · Wang Xiao

PloS one · 2024 doi:10.1371/journal.pone.0313106

Paper

complete

Experiment

complete

Data

partial

Analysis

complete

Execution

absent

Execution evidence has not yet been added to this .science file. Explore its methods, data and open questions to plan the next step.
Record details sci_version · id · kind · revision · content_hash · schema · created_at · updated_at · generator
id
pmid:39739707
kind
science-record
content_hash
sha256:e7860dac3ef158d9bea52d04b899d380545fb37f976d7509a9399ac7be051b52
schema
https://corpus.bntrg.co.uk/sci/1.0/sci.schema.json
created_at
2026-11-01T20:30:04Z
updated_at
2026-11-01T21:34:38Z
generator object · 2 fields
name
corpus-assay-engine
run_id
reading-sci-2026-11-01
paper object · 10 fields
state
complete
title
MiR-595 and Cldnd1: Potential related factors for bone loss in postmenopausal women with hip osteoporotic fracture.
doi
10.1371/journal.pone.0313106
pmid
39739707
authors array · 3 items
[0]
Sun Jingyue
[1]
Liu Peixin
[2]
Wang Xiao
journal
PloS one
year
2024
abstract
BACKGROUND: Recently researches have reported that miRNA and its target genes are associated with osteoporosis. MiRNA and mRNA might be potential diagnostic markers for osteoporosis. PURPOSES: The aim of this study is to explore the potential miRNA and mRNA markers by bioinformatics method and clinical analysis. PATIENTS AND METHODS: The miRNA expression profiles were obtained from GSE74209, GSE64433 and GSE115773 in Gene expression Omnibus (GEO). The mRNA expression profiles were obtained from GSE100609. Wayne intersection were used to explore the different expressed miRNAs (DE-miRs). Select the miRNA with the highest Fold Change for subsequent research. Screening of miRNA target genes using TargetScan and miRDB tools. GO and KEGG analyses of target genes (TGs) function were performed. Validate the selected TGs in the GSE100609. We collected female patients with femural intertrochanteric fractures from July 1, 2023 to October 31, 2023. Patient's bone marrow and clinical data were collected. MiRNA and the target mRNA differentially expressed in bone marrow were verified through RT-qPCR. All data were subjected to Shapiro-Wilk test. Using Pearson or Spearman test to detect the correlation between various indicators, and then incorporating indicators related to bone density into multiple linear regression equations. Partial correlation analysis was used to analyze the correlation between the final indicators and bone density. RESULTS: A total of 140 DE-miRs were identified. Set the fold change to ">1" and ultimately include 5 miRNAs. Using miR-595 (highest |log2 FC|) as the subject of subsequent research. 3542 targeted mRNAs were predicted from TargetScan and 362 were from miRDB. 337 TGs were intersected, which were mainly enriched in nucleus. Only Cldnd1 were identified using the GSE100609 dataset. We found that miR-595 was highly expressed in patients with high bone mass, while Cldnd1 was downregulated. There was a strong collinearity between miR-595 and Cldnd1. Further multiple linear regression analysis showed a high correlation between miR-595 and bone density. CONCLUSIONS: These data suggest that miR-595 and Cldnd1 might be related factors for decreased bone mass.
claims array · 3 items
[0] object · 6 fields
id
claim-method
statement
Finally, partial correlation analysis was used to detect the correlation between miRNA and BMD.
kind
methodological
target
null
evidence array · 1 item
[0] object · 3 fields
asset
source:pmid:39739707
locator
sections[10] "Statistical analysis" paragraph 2
quote
Finally, partial correlation analysis was used to detect the correlation between miRNA and BMD.
state
complete
[1] object · 6 fields
id
claim-data-access
statement
The relevant PMO datasets, GSE74209, GSE64433, GSE115773 and GSE100609, were downloaded from the GEO database (detailed information in S1–S4 Files). GSE74209, consists of miRNAs data corresponding to Homo sapiens, with 6 femoral neck trabecular bone obtained from postmenopausal women undergoing hip replacement due to osteoporotic fracture, and 6 form osteoarthritis in the absence of PMO.
kind
methodological
target
null
evidence array · 1 item
[0] object · 3 fields
asset
source:pmid:39739707
locator
sections[3] "Data collection" paragraph 2
quote
The relevant PMO datasets, GSE74209, GSE64433, GSE115773 and GSE100609, were downloaded from the GEO database (detailed information in S1–S4 Files). GSE74209, consists of miRNAs data corresponding to Homo sapiens, with 6 femoral neck trabecular bone obtained from postmenopausal women undergoing hip replacement due to osteoporotic fracture, and 6 form osteoarthritis in the absence of PMO.
state
complete
[2] object · 6 fields
id
claim-target-result
statement
After adjustment for age, miR-595 was strongly and positively correlated with bone mineral density, with a correlation coefficient of 0.953 (p<0.001).
kind
quantitative
target object · 4 fields
value
0.001
unit
p-value
tolerance
null
source
The correlation coefficient was 0.953, p<0.001, indicating that miR-595 might be a related factor for BMD decline.
evidence array · 1 item
[0] object · 3 fields
asset
source:pmid:39739707
locator
sections[15] "Correlation analysis" paragraph 2
quote
The correlation coefficient was 0.953, p<0.001, indicating that miR-595 might be a related factor for BMD decline.
state
complete
gaps array · 0 items
experiment object · 8 fields
state
complete
objective
After adjustment for age, miR-595 was strongly and positively correlated with bone mineral density, with a correlation coefficient of 0.953 (p<0.001).
steps array · 3 items
[0] object · 13 fields
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.
parameters object · 0 fields
inputs array · 1 item
[0]
source:pmid:39739707
outputs array · 1 item
[0]
the published estimate and its evidence
instruments array · 0 items
reagents array · 0 items
[1] object · 13 fields
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.
parameters object · 0 fields
inputs array · 1 item
[0]
data:geo:GSE100609
outputs array · 1 item
[0]
the source data with its repository provenance
instruments array · 0 items
reagents array · 0 items
[2] object · 13 fields
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.
parameters object · 0 fields
inputs array · 1 item
[0]
data:geo:GSE100609
outputs array · 1 item
[0]
the replicated result and its comparison
instruments array · 0 items
reagents array · 0 items
materials array · 0 items
instruments array · 0 items
reagents array · 0 items
conditions object · 0 fields
gaps array · 0 items
data object · 3 fields
state
partial
assets array · 5 items
[0] object · 15 fields
id
source:pmid:39739707
role
manuscript
format
xml
media_type
application/xml
uri
https://doi.org/10.1371/journal.pone.0313106
sha256
sha256:b2a9df0a4a2aaaa55e65308cf5e3e169b2bec691d9f1c182641eeff944fd3889
bytes
26283
access
open
state
resolved
reader
null
reader_status
reader_required
identifier
10.1371/journal.pone.0313106
version
null
note
Full article fetched from PMC; the checksum covers the rendered section body, not the original XML bytes.
structure object · 4 fields
pmcid
PMC11687715
source
europe_pmc_fulltext
coverage
whole_body_without_references
text_hash_scope
rendered_section_body
[1] object · 15 fields
id
data:geo:GSE100609
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=GSE100609
sha256
null
bytes
null
access
open
state
resolved
reader
null
reader_status
reader_required
identifier
GSE100609
version
null
note
The relevant PMO datasets, GSE74209, GSE64433, GSE115773 and GSE100609, were downloaded from the GEO database (detailed information in S1–S4 Files). GSE74209, consists of miRNAs data corresponding to Homo sapiens, with 6 femoral neck trabecular bone obtained from postmenopausal women undergoing hip replacement due to osteoporotic fracture, and 6 form osteoarthritis in the absence of PMO.
structure object · 15 fields
repository
GEO
access_route
GEO accession URL
access_statement_verbatim
The relevant PMO datasets, GSE74209, GSE64433, GSE115773 and GSE100609, were downloaded from the GEO database (detailed information in S1–S4 Files). GSE74209, consists of miRNAs data corresponding to Homo sapiens, with 6 femoral neck trabecular bone obtained from postmenopausal women undergoing hip replacement due to osteoporotic fracture, and 6 form osteoarthritis in the absence of PMO.
access_statement_kind
repository_route_statement
sample_accessions array · 8 items
[0]
GSM2688913
[1]
GSM2688914
[2]
GSM2688915
[3]
GSM2688916
[4]
GSM2688917
[5]
GSM2688918
[6]
GSM2688919
[7]
GSM2688920
sample_count
8
group_sizes
null
group_sizes_basis
null
platform
16699
taxon
Homo sapiens
title
Microarray profile of osteoporosis related genes of Indian post menopausal females
resolution_checked_at
2026-11-01T18:06:43Z
resolution_check
identifier_resolution_only_no_download_no_licence_read
downloaded
false
licence_read
false
[2] object · 15 fields
id
data:geo:GSE115773
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=GSE115773
sha256
null
bytes
null
access
open
state
resolved
reader
null
reader_status
reader_required
identifier
GSE115773
version
null
note
The relevant PMO datasets, GSE74209, GSE64433, GSE115773 and GSE100609, were downloaded from the GEO database (detailed information in S1–S4 Files). GSE74209, consists of miRNAs data corresponding to Homo sapiens, with 6 femoral neck trabecular bone obtained from postmenopausal women undergoing hip replacement due to osteoporotic fracture, and 6 form osteoarthritis in the absence of PMO.
structure object · 15 fields
repository
GEO
access_route
GEO accession URL
access_statement_verbatim
The relevant PMO datasets, GSE74209, GSE64433, GSE115773 and GSE100609, were downloaded from the GEO database (detailed information in S1–S4 Files). GSE74209, consists of miRNAs data corresponding to Homo sapiens, with 6 femoral neck trabecular bone obtained from postmenopausal women undergoing hip replacement due to osteoporotic fracture, and 6 form osteoarthritis in the absence of PMO.
access_statement_kind
repository_route_statement
sample_accessions array · 8 items
[0]
GSM3189518
[1]
GSM3189519
[2]
GSM3189520
[3]
GSM3189521
[4]
GSM3189522
[5]
GSM3189523
[6]
GSM3189524
[7]
GSM3189525
sample_count
8
group_sizes
null
group_sizes_basis
null
platform
22556
taxon
Homo sapiens
title
Real-time quantitative PCR analysis of serum from osteoporotic Mexican women
resolution_checked_at
2026-11-01T20:16:08Z
resolution_check
identifier_resolution_only_no_download_no_licence_read
downloaded
false
licence_read
false
[3] object · 15 fields
id
data:geo:GSE64433
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=GSE64433
sha256
null
bytes
null
access
open
state
resolved
reader
null
reader_status
reader_required
identifier
GSE64433
version
null
note
The relevant PMO datasets, GSE74209, GSE64433, GSE115773 and GSE100609, were downloaded from the GEO database (detailed information in S1–S4 Files). GSE74209, consists of miRNAs data corresponding to Homo sapiens, with 6 femoral neck trabecular bone obtained from postmenopausal women undergoing hip replacement due to osteoporotic fracture, and 6 form osteoarthritis in the absence of PMO.
structure object · 15 fields
repository
GEO
access_route
GEO accession URL
access_statement_verbatim
The relevant PMO datasets, GSE74209, GSE64433, GSE115773 and GSE100609, were downloaded from the GEO database (detailed information in S1–S4 Files). GSE74209, consists of miRNAs data corresponding to Homo sapiens, with 6 femoral neck trabecular bone obtained from postmenopausal women undergoing hip replacement due to osteoporotic fracture, and 6 form osteoarthritis in the absence of PMO.
access_statement_kind
repository_route_statement
sample_accessions array · 6 items
[0]
GSM1571226
[1]
GSM1571227
[2]
GSM1571228
[3]
GSM1571229
[4]
GSM1571230
[5]
GSM1571231
sample_count
6
group_sizes
null
group_sizes_basis
null
platform
18402
taxon
Homo sapiens
title
Detection of potential microRNA biomarker for postmenopausal osteoporosis
resolution_checked_at
2026-11-01T18:06:44Z
resolution_check
identifier_resolution_only_no_download_no_licence_read
downloaded
false
licence_read
false
[4] object · 15 fields
id
data:geo:GSE74209
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=GSE74209
sha256
null
bytes
null
access
open
state
resolved
reader
null
reader_status
reader_required
identifier
GSE74209
version
null
note
The relevant PMO datasets, GSE74209, GSE64433, GSE115773 and GSE100609, were downloaded from the GEO database (detailed information in S1–S4 Files). GSE74209, consists of miRNAs data corresponding to Homo sapiens, with 6 femoral neck trabecular bone obtained from postmenopausal women undergoing hip replacement due to osteoporotic fracture, and 6 form osteoarthritis in the absence of PMO.
structure object · 15 fields
repository
GEO
access_route
GEO accession URL
access_statement_verbatim
The relevant PMO datasets, GSE74209, GSE64433, GSE115773 and GSE100609, were downloaded from the GEO database (detailed information in S1–S4 Files). GSE74209, consists of miRNAs data corresponding to Homo sapiens, with 6 femoral neck trabecular bone obtained from postmenopausal women undergoing hip replacement due to osteoporotic fracture, and 6 form osteoarthritis in the absence of PMO.
access_statement_kind
repository_route_statement
sample_accessions array · 12 items
[0]
GSM1914622
[1]
GSM1914623
[2]
GSM1914624
[3]
GSM1914625
[4]
GSM1914626
[5]
GSM1914627
[6]
GSM1914628
[7]
GSM1914629
[8]
GSM1914630
[9]
GSM1914631
[10]
GSM1914632
[11]
GSM1914633
sample_count
12
group_sizes
null
group_sizes_basis
null
platform
20999
taxon
Homo sapiens; Human alphaherpesvirus 1; Human betaherpesvirus 5; Betapolyomavirus hominis; Macacine alphaherpesvirus 1; Herpesvirus saimiri (strain 11); JC polyomavirus; Human immunodeficiency virus 1; Human gammaherpesvirus 8; Merkel cell polyomavirus; Human alphaherpesvirus 2; Human betaherpesvirus 6B; human gammaherpesvirus 4; Betapolyomavirus macacae
title
MiRNA Profiling of Whole Trabecular Bone: Identification of Osteoporosis-Related Changes in MiRNAs in Human Hip Bones
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 · 8 items
[0]
asset:data:geo:GSE100609 not downloaded
[1]
asset:data:geo:GSE100609 licence not read
[2]
asset:data:geo:GSE115773 not downloaded
[3]
asset:data:geo:GSE115773 licence not read
[4]
asset:data:geo:GSE64433 not downloaded
[5]
asset:data:geo:GSE64433 licence not read
[6]
asset:data:geo:GSE74209 not downloaded
[7]
asset:data:geo:GSE74209 licence not read
analysis object · 4 fields
state
complete
methods array · 2 items
[0] object · 10 fields
id
method-1
family
regression_modelling
specific
ols
label
Regression modelling
dsl_operations array · 1 item
[0]
ols_fit
missing_operations array · 0 items
parameters object · 0 fields
data_shapes array · 1 item
[0]
predictors_and_outcome
evidence object · 3 fields
score
1
band
verbatim
quote
Finally, partial correlation analysis was used to detect the correlation between miRNA and BMD.
[1] object · 10 fields
id
method-2
family
correlation_analysis
specific
spearman
label
Correlation analysis
dsl_operations array · 1 item
[0]
spearman_rho
missing_operations array · 0 items
parameters object · 0 fields
data_shapes array · 1 item
[0]
paired_numeric_columns
evidence object · 3 fields
score
0.8
band
high
quote
Spearman correlation
targets array · 1 item
[0] object · 8 fields
id
target-published-estimate
claim_id
claim-target-result
operation
ols_fit
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 · 1 item
[0]
ols_fit
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: ols.
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 · 4 items
[0]
GSE74209
[1]
GSE64433
[2]
GSE115773
[3]
GSE100609
resolved_accessions array · 4 items
[0]
GSE74209
[1]
GSE64433
[2]
GSE115773
[3]
GSE100609
statements array · 1 item
[0]
The relevant PMO datasets, GSE74209, GSE64433, GSE115773 and GSE100609, were downloaded from the GEO database (detailed information in S1–S4 Files). GSE74209, consists of miRNAs data corresponding to Homo sapiens, with 6 femoral neck trabecular bone obtained from postmenopausal women undergoing hip replacement due to osteoporotic fracture, and 6 form osteoarthritis in the absence of PMO.
basis
The paper names GSE74209, GSE64433, GSE115773, GSE100609 in Gene Expression Omnibus (GEO) and the accession resolves in the repository. No dataset was downloaded and no licence was read.
can_run object · 3 fields
dsl_operations array · 1 item
[0]
ols_fit
assets array · 2 items
[0]
source:pmid:39739707
[1]
data:geo:GSE100609
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:GSE100609
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
2026-11-01T19:43:48Z
independence
single_reader
evidence_check object · 2 fields
method
verbatim
availability
null
calls
5
usage object · 3 fields
prompt_tokens
7745
completion_tokens
1935
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:39739707
type
paper
label
pmid:39739707
[1] object · 3 fields
id
source:pmid:39739707
type
manuscript
label
PMID 39739707 full text
[2] object · 3 fields
id
data:geo:GSE100609
type
dataset
label
GEO GSE100609
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:39739707
type
paper
label
pmid:39739707
[1] object · 3 fields
id
source:pmid:39739707
type
manuscript
label
PMID 39739707 full text
[2] object · 3 fields
id
data:geo:GSE100609
type
dataset
label
GEO GSE100609
agent
agent:corpus-assay-engine
[1] object · 4 fields
id
activity-read-39739707
type
extraction
used array · 1 item
[0]
source:pmid:39739707
agent
agent:minimax-reader
[2] object · 4 fields
id
activity-resolve-GSE100609
type
accession_resolution
used array · 1 item
[0]
data:geo:GSE100609
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:39739707
parent_hash
sha256:fdf66b073c58cb914d39fe137a057f55d581cbb13bd5265071f346eafca5ba60
fork_of
null
gaps array · 12 items
[0]
asset:data:geo:GSE100609 licence not read
[1]
asset:data:geo:GSE100609 not downloaded
[2]
asset:data:geo:GSE115773 licence not read
[3]
asset:data:geo:GSE115773 not downloaded
[4]
asset:data:geo:GSE64433 licence not read
[5]
asset:data:geo:GSE64433 not downloaded
[6]
asset:data:geo:GSE74209 licence not read
[7]
asset:data:geo:GSE74209 not downloaded
[8]
execution.not_run
[9]
review.human_critique
[10]
review.independent_reader
[11]
review.machine_critique
assays array · 2 items
[0] object · 11 fields
role
data_generation
definition_version
99e1195c7d6f
required_operations array · 0 items
support_state
partial
source_hashes object · 1 field
assay_lexicon
99e1195c7d6f
confidence
0.99
evidence array · 2 items
[0]
pressed in bone marrow were verified through RT-qPCR. All data were subjected to Shapiro-Wilk tes
[1]
ssed in bone marrow were verified through RT-qPCR. All data were subjected to Shapiro-Wilk tes
order_basis
paper_text_order:1166
id
assay:1
[1] object · 11 fields
role
analysis
definition_id
regression_modelling
definition_version
f2132e96ae6c7a4e
required_operations array · 1 item
[0]
ols_fit
support_state
supported
source_hashes object · 1 field
dsl_catalogue
f2132e96ae6c7a4e
evidence array · 1 item
[0]
Finally, partial correlation analysis was used to detect the correlation between miRNA and BMD.
order_basis
consumes_earlier_output
id
assay:2
Complete file
{"sci_version": "1.2", "schema": "https://corpus.bntrg.co.uk/sci/1.0/sci.schema.json", "id": "pmid:39739707", "kind": "science-record", "revision": 2, "content_hash": "sha256:e7860dac3ef158d9bea52d04b899d380545fb37f976d7509a9399ac7be051b52", "created_at": "2026-11-01T20:30:04Z", "updated_at": "2026-11-01T21:34:38Z", "generator": {"name": "corpus-assay-engine", "run_id": "reading-sci-2026-11-01"}, "paper": {"state": "complete", "title": "MiR-595 and Cldnd1: Potential related factors for bone loss in postmenopausal women with hip osteoporotic fracture.", "doi": "10.1371/journal.pone.0313106", "pmid": "39739707", "authors": ["Sun Jingyue", "Liu Peixin", "Wang Xiao"], "journal": "PloS one", "year": 2024, "abstract": "BACKGROUND: Recently researches have reported that miRNA and its target genes are associated with osteoporosis. MiRNA and mRNA might be potential diagnostic markers for osteoporosis.\nPURPOSES: The aim of this study is to explore the potential miRNA and mRNA markers by bioinformatics method and clinical analysis.\nPATIENTS AND METHODS: The miRNA expression profiles were obtained from GSE74209, GSE64433 and GSE115773 in Gene expression Omnibus (GEO). The mRNA expression profiles were obtained from GSE100609. Wayne intersection were used to explore the different expressed miRNAs (DE-miRs). Select the miRNA with the highest Fold Change for subsequent research. Screening of miRNA target genes using TargetScan and miRDB tools. GO and KEGG analyses of target genes (TGs) function were performed. Validate the selected TGs in the GSE100609. We collected female patients with femural intertrochanteric fractures from July 1, 2023 to October 31, 2023. Patient's bone marrow and clinical data were collected. MiRNA and the target mRNA differentially expressed in bone marrow were verified through RT-qPCR. All data were subjected to Shapiro-Wilk test. Using Pearson or Spearman test to detect the correlation between various indicators, and then incorporating indicators related to bone density into multiple linear regression equations. Partial correlation analysis was used to analyze the correlation between the final indicators and bone density.\nRESULTS: A total of 140 DE-miRs were identified. Set the fold change to \">1\" and ultimately include 5 miRNAs. Using miR-595 (highest |log2 FC|) as the subject of subsequent research. 3542 targeted mRNAs were predicted from TargetScan and 362 were from miRDB. 337 TGs were intersected, which were mainly enriched in nucleus. Only Cldnd1 were identified using the GSE100609 dataset. We found that miR-595 was highly expressed in patients with high bone mass, while Cldnd1 was downregulated. There was a strong collinearity between miR-595 and Cldnd1. Further multiple linear regression analysis showed a high correlation between miR-595 and bone density.\nCONCLUSIONS: These data suggest that miR-595 and Cldnd1 might be related factors for decreased bone mass.", "claims": [{"id": "claim-method", "statement": "Finally, partial correlation analysis was used to detect the correlation between miRNA and BMD.", "kind": "methodological", "target": null, "evidence": [{"asset": "source:pmid:39739707", "locator": "sections[10] \"Statistical analysis\" paragraph 2", "quote": "Finally, partial correlation analysis was used to detect the correlation between miRNA and BMD."}], "state": "complete"}, {"id": "claim-data-access", "statement": "The relevant PMO datasets, GSE74209, GSE64433, GSE115773 and GSE100609, were downloaded from the GEO database (detailed information in S1–S4 Files). GSE74209, consists of miRNAs data corresponding to Homo sapiens, with 6 femoral neck trabecular bone obtained from postmenopausal women undergoing hip replacement due to osteoporotic fracture, and 6 form osteoarthritis in the absence of PMO.", "kind": "methodological", "target": null, "evidence": [{"asset": "source:pmid:39739707", "locator": "sections[3] \"Data collection\" paragraph 2", "quote": "The relevant PMO datasets, GSE74209, GSE64433, GSE115773 and GSE100609, were downloaded from the GEO database (detailed information in S1–S4 Files). GSE74209, consists of miRNAs data corresponding to Homo sapiens, with 6 femoral neck trabecular bone obtained from postmenopausal women undergoing hip replacement due to osteoporotic fracture, and 6 form osteoarthritis in the absence of PMO."}], "state": "complete"}, {"id": "claim-target-result", "statement": "After adjustment for age, miR-595 was strongly and positively correlated with bone mineral density, with a correlation coefficient of 0.953 (p<0.001).", "kind": "quantitative", "target": {"value": 0.001, "unit": "p-value", "tolerance": null, "source": "The correlation coefficient was 0.953, p<0.001, indicating that miR-595 might be a related factor for BMD decline."}, "evidence": [{"asset": "source:pmid:39739707", "locator": "sections[15] \"Correlation analysis\" paragraph 2", "quote": "The correlation coefficient was 0.953, p<0.001, indicating that miR-595 might be a related factor for BMD decline."}], "state": "complete"}], "gaps": []}, "experiment": {"state": "complete", "objective": "After adjustment for age, miR-595 was strongly and positively correlated with bone mineral density, with a correlation coefficient of 0.953 (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:39739707"], "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:GSE100609"], "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:GSE100609"], "outputs": ["the replicated result and its comparison"], "instruments": [], "reagents": []}], "materials": [], "instruments": [], "reagents": [], "conditions": {}, "gaps": []}, "data": {"state": "partial", "assets": [{"id": "source:pmid:39739707", "role": "manuscript", "format": "xml", "media_type": "application/xml", "uri": "https://doi.org/10.1371/journal.pone.0313106", "sha256": "sha256:b2a9df0a4a2aaaa55e65308cf5e3e169b2bec691d9f1c182641eeff944fd3889", "bytes": 26283, "access": "open", "state": "resolved", "reader": null, "reader_status": "reader_required", "identifier": "10.1371/journal.pone.0313106", "version": null, "note": "Full article fetched from PMC; the checksum covers the rendered section body, not the original XML bytes.", "structure": {"pmcid": "PMC11687715", "source": "europe_pmc_fulltext", "coverage": "whole_body_without_references", "text_hash_scope": "rendered_section_body"}}, {"id": "data:geo:GSE100609", "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=GSE100609", "sha256": null, "bytes": null, "access": "open", "state": "resolved", "reader": null, "reader_status": "reader_required", "identifier": "GSE100609", "version": null, "note": "The relevant PMO datasets, GSE74209, GSE64433, GSE115773 and GSE100609, were downloaded from the GEO database (detailed information in S1–S4 Files). GSE74209, consists of miRNAs data corresponding to Homo sapiens, with 6 femoral neck trabecular bone obtained from postmenopausal women undergoing hip replacement due to osteoporotic fracture, and 6 form osteoarthritis in the absence of PMO.", "structure": {"repository": "GEO", "access_route": "GEO accession URL", "access_statement_verbatim": "The relevant PMO datasets, GSE74209, GSE64433, GSE115773 and GSE100609, were downloaded from the GEO database (detailed information in S1–S4 Files). GSE74209, consists of miRNAs data corresponding to Homo sapiens, with 6 femoral neck trabecular bone obtained from postmenopausal women undergoing hip replacement due to osteoporotic fracture, and 6 form osteoarthritis in the absence of PMO.", "access_statement_kind": "repository_route_statement", "sample_accessions": ["GSM2688913", "GSM2688914", "GSM2688915", "GSM2688916", "GSM2688917", "GSM2688918", "GSM2688919", "GSM2688920"], "sample_count": 8, "group_sizes": null, "group_sizes_basis": null, "platform": "16699", "taxon": "Homo sapiens", "title": "Microarray profile of osteoporosis related genes of Indian post menopausal females", "resolution_checked_at": "2026-11-01T18:06:43Z", "resolution_check": "identifier_resolution_only_no_download_no_licence_read", "downloaded": false, "licence_read": false}}, {"id": "data:geo:GSE115773", "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=GSE115773", "sha256": null, "bytes": null, "access": "open", "state": "resolved", "reader": null, "reader_status": "reader_required", "identifier": "GSE115773", "version": null, "note": "The relevant PMO datasets, GSE74209, GSE64433, GSE115773 and GSE100609, were downloaded from the GEO database (detailed information in S1–S4 Files). GSE74209, consists of miRNAs data corresponding to Homo sapiens, with 6 femoral neck trabecular bone obtained from postmenopausal women undergoing hip replacement due to osteoporotic fracture, and 6 form osteoarthritis in the absence of PMO.", "structure": {"repository": "GEO", "access_route": "GEO accession URL", "access_statement_verbatim": "The relevant PMO datasets, GSE74209, GSE64433, GSE115773 and GSE100609, were downloaded from the GEO database (detailed information in S1–S4 Files). GSE74209, consists of miRNAs data corresponding to Homo sapiens, with 6 femoral neck trabecular bone obtained from postmenopausal women undergoing hip replacement due to osteoporotic fracture, and 6 form osteoarthritis in the absence of PMO.", "access_statement_kind": "repository_route_statement", "sample_accessions": ["GSM3189518", "GSM3189519", "GSM3189520", "GSM3189521", "GSM3189522", "GSM3189523", "GSM3189524", "GSM3189525"], "sample_count": 8, "group_sizes": null, "group_sizes_basis": null, "platform": "22556", "taxon": "Homo sapiens", "title": "Real-time quantitative PCR analysis of serum from osteoporotic Mexican women", "resolution_checked_at": "2026-11-01T20:16:08Z", "resolution_check": "identifier_resolution_only_no_download_no_licence_read", "downloaded": false, "licence_read": false}}, {"id": "data:geo:GSE64433", "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=GSE64433", "sha256": null, "bytes": null, "access": "open", "state": "resolved", "reader": null, "reader_status": "reader_required", "identifier": "GSE64433", "version": null, "note": "The relevant PMO datasets, GSE74209, GSE64433, GSE115773 and GSE100609, were downloaded from the GEO database (detailed information in S1–S4 Files). GSE74209, consists of miRNAs data corresponding to Homo sapiens, with 6 femoral neck trabecular bone obtained from postmenopausal women undergoing hip replacement due to osteoporotic fracture, and 6 form osteoarthritis in the absence of PMO.", "structure": {"repository": "GEO", "access_route": "GEO accession URL", "access_statement_verbatim": "The relevant PMO datasets, GSE74209, GSE64433, GSE115773 and GSE100609, were downloaded from the GEO database (detailed information in S1–S4 Files). GSE74209, consists of miRNAs data corresponding to Homo sapiens, with 6 femoral neck trabecular bone obtained from postmenopausal women undergoing hip replacement due to osteoporotic fracture, and 6 form osteoarthritis in the absence of PMO.", "access_statement_kind": "repository_route_statement", "sample_accessions": ["GSM1571226", "GSM1571227", "GSM1571228", "GSM1571229", "GSM1571230", "GSM1571231"], "sample_count": 6, "group_sizes": null, "group_sizes_basis": null, "platform": "18402", "taxon": "Homo sapiens", "title": "Detection of potential microRNA biomarker for postmenopausal osteoporosis", "resolution_checked_at": "2026-11-01T18:06:44Z", "resolution_check": "identifier_resolution_only_no_download_no_licence_read", "downloaded": false, "licence_read": false}}, {"id": "data:geo:GSE74209", "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=GSE74209", "sha256": null, "bytes": null, "access": "open", "state": "resolved", "reader": null, "reader_status": "reader_required", "identifier": "GSE74209", "version": null, "note": "The relevant PMO datasets, GSE74209, GSE64433, GSE115773 and GSE100609, were downloaded from the GEO database (detailed information in S1–S4 Files). GSE74209, consists of miRNAs data corresponding to Homo sapiens, with 6 femoral neck trabecular bone obtained from postmenopausal women undergoing hip replacement due to osteoporotic fracture, and 6 form osteoarthritis in the absence of PMO.", "structure": {"repository": "GEO", "access_route": "GEO accession URL", "access_statement_verbatim": "The relevant PMO datasets, GSE74209, GSE64433, GSE115773 and GSE100609, were downloaded from the GEO database (detailed information in S1–S4 Files). GSE74209, consists of miRNAs data corresponding to Homo sapiens, with 6 femoral neck trabecular bone obtained from postmenopausal women undergoing hip replacement due to osteoporotic fracture, and 6 form osteoarthritis in the absence of PMO.", "access_statement_kind": "repository_route_statement", "sample_accessions": ["GSM1914622", "GSM1914623", "GSM1914624", "GSM1914625", "GSM1914626", "GSM1914627", "GSM1914628", "GSM1914629", "GSM1914630", "GSM1914631", "GSM1914632", "GSM1914633"], "sample_count": 12, "group_sizes": null, "group_sizes_basis": null, "platform": "20999", "taxon": "Homo sapiens; Human alphaherpesvirus 1; Human betaherpesvirus 5; Betapolyomavirus hominis; Macacine alphaherpesvirus 1; Herpesvirus saimiri (strain 11); JC polyomavirus; Human immunodeficiency virus 1; Human gammaherpesvirus 8; Merkel cell polyomavirus; Human alphaherpesvirus 2; Human betaherpesvirus 6B; human gammaherpesvirus 4; Betapolyomavirus macacae", "title": "MiRNA Profiling of Whole Trabecular Bone: Identification of Osteoporosis-Related Changes in MiRNAs in Human Hip Bones", "resolution_checked_at": "2026-11-01T15:39:55Z", "resolution_check": "identifier_resolution_only_no_download_no_licence_read", "downloaded": false, "licence_read": false}}], "gaps": ["asset:data:geo:GSE100609 not downloaded", "asset:data:geo:GSE100609 licence not read", "asset:data:geo:GSE115773 not downloaded", "asset:data:geo:GSE115773 licence not read", "asset:data:geo:GSE64433 not downloaded", "asset:data:geo:GSE64433 licence not read", "asset:data:geo:GSE74209 not downloaded", "asset:data:geo:GSE74209 licence not read"]}, "analysis": {"state": "complete", "methods": [{"id": "method-1", "family": "regression_modelling", "specific": "ols", "label": "Regression modelling", "dsl_operations": ["ols_fit"], "missing_operations": [], "expressible": true, "parameters": {}, "data_shapes": ["predictors_and_outcome"], "evidence": {"score": 1.0, "band": "verbatim", "quote": "Finally, partial correlation analysis was used to detect the correlation between miRNA and BMD."}}, {"id": "method-2", "family": "correlation_analysis", "specific": "spearman", "label": "Correlation analysis", "dsl_operations": ["spearman_rho"], "missing_operations": [], "expressible": true, "parameters": {}, "data_shapes": ["paired_numeric_columns"], "evidence": {"score": 0.8, "band": "high", "quote": "Spearman correlation"}}], "targets": [{"id": "target-published-estimate", "claim_id": "claim-target-result", "operation": "ols_fit", "expected_value": 0.001, "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": []}, "capability": {"state": "complete", "requirements": [{"capability_id": "capability:computational_analysis", "label": "Computational analysis platform", "assay_families": ["meta_analysis", "machine_learning", "survival_analysis", "statistical_regression", "pca", "molecular_docking", "network_analysis", "differential_expression", "gwas"], "availability_state": "owned", "tier_unlocked": "R1", "candidate": "Automated Assays Laravel application and simulated adapters"}], "gaps": []}, "readiness": {"state": "complete", "tier": "R1", "blocking_axis": "none", "blocked_on": "nothing:replicable_now", "axes": {"method": {"tier": "R1", "expressible": true, "required_operations": ["ols_fit"], "missing_operations": [], "basis": "The paper names the method it used and the corpus's method extractor maps it onto the DSL catalogue: ols."}, "capability": {"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": {"tier": "R1", "reachable": true, "accessions": ["GSE74209", "GSE64433", "GSE115773", "GSE100609"], "resolved_accessions": ["GSE74209", "GSE64433", "GSE115773", "GSE100609"], "statements": ["The relevant PMO datasets, GSE74209, GSE64433, GSE115773 and GSE100609, were downloaded from the GEO database (detailed information in S1–S4 Files). GSE74209, consists of miRNAs data corresponding to Homo sapiens, with 6 femoral neck trabecular bone obtained from postmenopausal women undergoing hip replacement due to osteoporotic fracture, and 6 form osteoarthritis in the absence of PMO."], "basis": "The paper names GSE74209, GSE64433, GSE115773, GSE100609 in Gene Expression Omnibus (GEO) and the accession resolves in the repository. No dataset was downloaded and no licence was read."}}, "can_run": {"dsl_operations": ["ols_fit"], "assets": ["source:pmid:39739707", "data:geo:GSE100609"], "steps": ["run_analysis"]}, "must_build": {"dsl_operations": [], "converters": [], "readers": [], "capabilities": [], "data_gaps": ["data:geo:GSE100609"]}, "gaps": []}, "review": {"state": "partial", "machine_critique": {"kind": "extraction_review", "reader": {"model": "MiniMax-M3.1-Flash", "provider": "minimax", "provider_family": "minimax", "read_at": "2026-11-01T19:43:48Z", "independence": "single_reader"}, "evidence_check": {"method": "verbatim", "availability": null}, "calls": 5, "usage": {"prompt_tokens": 7745, "completion_tokens": 1935, "cached_tokens": 264}}, "human_critique": null, "stages": [{"id": "extraction", "state": "complete", "reader": "MiniMax-M3.1-Flash", "provider": "minimax"}], "gaps": ["review.independent_reader", "review.machine_critique", "review.human_critique"]}, "execution": {"state": "absent", "status": "not_run", "mode": null, "runs": [], "gaps": ["execution.not_run"]}, "provenance": {"entities": [{"id": "pmid:39739707", "type": "paper", "label": "pmid:39739707"}, {"id": "source:pmid:39739707", "type": "manuscript", "label": "PMID 39739707 full text"}, {"id": "data:geo:GSE100609", "type": "dataset", "label": "GEO GSE100609"}], "activities": [{"id": "activity-reading-sci-2026-11-01", "type": "classification", "used": [{"id": "pmid:39739707", "type": "paper", "label": "pmid:39739707"}, {"id": "source:pmid:39739707", "type": "manuscript", "label": "PMID 39739707 full text"}, {"id": "data:geo:GSE100609", "type": "dataset", "label": "GEO GSE100609"}], "agent": "agent:corpus-assay-engine"}, {"id": "activity-read-39739707", "type": "extraction", "used": ["source:pmid:39739707"], "agent": "agent:minimax-reader"}, {"id": "activity-resolve-GSE100609", "type": "accession_resolution", "used": ["data:geo:GSE100609"], "agent": "agent:corpus-assay-engine"}], "agents": [{"id": "agent:corpus-assay-engine", "type": "software", "label": "Corpus assay engine"}, {"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": {"parent_id": "pmid:39739707", "parent_hash": "sha256:fdf66b073c58cb914d39fe137a057f55d581cbb13bd5265071f346eafca5ba60", "fork_of": null, "generation": 1}, "gaps": ["asset:data:geo:GSE100609 licence not read", "asset:data:geo:GSE100609 not downloaded", "asset:data:geo:GSE115773 licence not read", "asset:data:geo:GSE115773 not downloaded", "asset:data:geo:GSE64433 licence not read", "asset:data:geo:GSE64433 not downloaded", "asset:data:geo:GSE74209 licence not read", "asset:data:geo:GSE74209 not downloaded", "execution.not_run", "review.human_critique", "review.independent_reader", "review.machine_critique"], "assays": [{"role": "data_generation", "definition_id": "qpcr", "definition_version": "99e1195c7d6f", "definition_digest": null, "required_operations": [], "support_state": "partial", "source_hashes": {"assay_lexicon": "99e1195c7d6f"}, "confidence": 0.99, "evidence": ["pressed in bone marrow were verified through RT-qPCR. All data were subjected to Shapiro-Wilk tes", "ssed in bone marrow were verified through RT-qPCR. All data were subjected to Shapiro-Wilk tes"], "order_basis": "paper_text_order:1166", "id": "assay:1"}, {"role": "analysis", "definition_id": "regression_modelling", "definition_version": "f2132e96ae6c7a4e", "definition_digest": null, "required_operations": ["ols_fit"], "support_state": "supported", "source_hashes": {"dsl_catalogue": "f2132e96ae6c7a4e"}, "confidence": 1.0, "evidence": ["Finally, partial correlation analysis was used to detect the correlation between miRNA and BMD."], "order_basis": "consumes_earlier_output", "id": "assay:2"}]}