← All .science files
pmid:40964109
[Regulatory Role of the AKT1/AMPK Pathway in Oxidative Stress of Lens Epithelial Cells in Cataract Patients].
Yan Huang · Bingjing Lyu · Kunyuan Tang · Ke Hu
Sichuan da xue xue bao. Yi xue ban = Journal of Sichuan University. Medical science edition · 2025 doi:10.12182/20250560203
Paper
complete
Experiment
complete
Data
partial
Analysis
partial
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
paper object · 10 fields
authors array · 4 items
claims array · 3 items
[0] object · 6 fields
[1] object · 6 fields
gaps array · 0 items
experiment object · 8 fields
steps array · 3 items
[0] object · 13 fields
parameters object · 0 fields
inputs array · 1 item
outputs array · 1 item
instruments array · 0 items
reagents array · 0 items
[1] object · 13 fields
parameters object · 0 fields
inputs array · 1 item
outputs array · 1 item
instruments array · 0 items
reagents array · 0 items
[2] object · 13 fields
parameters object · 0 fields
inputs array · 1 item
outputs array · 1 item
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
assets array · 2 items
[0] object · 15 fields
structure object · 4 fields
[1] object · 15 fields
structure object · 15 fields
sample_accessions array · 6 items
gaps array · 2 items
analysis object · 4 fields
methods array · 1 item
[0] object · 10 fields
dsl_operations array · 0 items
missing_operations array · 0 items
parameters object · 0 fields
data_shapes array · 0 items
targets array · 0 items
gaps array · 1 item
capability object · 3 fields
requirements array · 1 item
[0] object · 6 fields
assay_families array · 9 items
gaps array · 0 items
readiness object · 8 fields
axes object · 3 fields
method object · 5 fields
required_operations array · 0 items
missing_operations array · 0 items
capability object · 4 fields
data object · 6 fields
accessions array · 1 item
resolved_accessions array · 1 item
statements array · 1 item
can_run object · 3 fields
dsl_operations array · 0 items
assets array · 2 items
steps array · 1 item
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
gaps array · 1 item
review object · 5 fields
machine_critique object · 5 fields
reader object · 5 fields
evidence_check object · 2 fields
usage object · 3 fields
stages array · 1 item
[0] object · 4 fields
gaps array · 3 items
provenance object · 7 fields
entities array · 3 items
activities array · 3 items
[0] object · 4 fields
used array · 3 items
[0] object · 3 fields
[1] object · 3 fields
[2] object · 3 fields
[1] object · 4 fields
agents array · 2 items
lineage object · 4 fields
gaps array · 7 items
assays array · 6 items
[0] object · 11 fields
required_operations array · 0 items
source_hashes object · 1 field
evidence array · 4 items
[1] object · 11 fields
required_operations array · 0 items
source_hashes object · 1 field
evidence array · 4 items
[2] object · 11 fields
required_operations array · 0 items
source_hashes object · 1 field
evidence array · 4 items
[3] object · 11 fields
required_operations array · 0 items
source_hashes object · 1 field
evidence array · 1 item
[4] object · 11 fields
required_operations array · 0 items
source_hashes object · 1 field
evidence array · 3 items
[5] object · 11 fields
required_operations array · 0 items
source_hashes object · 1 field
evidence array · 1 item
Complete file
{"sci_version": "1.2", "schema": "https://corpus.bntrg.co.uk/sci/1.0/sci.schema.json", "id": "pmid:40964109", "kind": "science-record", "revision": 2, "content_hash": "sha256:0216b2951f7b2d73bd011e1857dc5f60a10df643b8e7c2f04d6b3e03f023dabc", "created_at": "2026-11-01T20:31:03Z", "updated_at": "2026-11-01T21:35:47Z", "generator": {"name": "corpus-assay-engine", "run_id": "reading-sci-2026-11-01"}, "paper": {"state": "complete", "title": "[Regulatory Role of the AKT1/AMPK Pathway in Oxidative Stress of Lens Epithelial Cells in Cataract Patients].", "doi": "10.12182/20250560203", "pmid": "40964109", "authors": ["Yan Huang", "Bingjing Lyu", "Kunyuan Tang", "Ke Hu"], "journal": "Sichuan da xue xue bao. Yi xue ban = Journal of Sichuan University. Medical science edition", "year": 2025, "abstract": "Objective: To elucidate the regulatory role and the underlying molecular mechanisms of serine/threonine protein kinase 1 (AKT1) in the lens epithelium of patients with age-related cataract (ARC).\nMethods: 1) Differentially expressed genes in ARC were screened using bioinformatics analysis (Genecard and GEO database GSE213546), and key genes were identified through functional enrichment analysis (KEGG and GO). 2) An oxidative stress model of lens epithelial cells was established by treating HLE-B3 cells with 200 μmol/L H2O2 for 24 h. RT-qPCR and Western blot were performed to assess AKT1 gene and protein expression changes. 3) Model cells were randomly divided into a si-NC group transfected with si-NC plasmids and 3 parallel si-AKT1 groups transfected with 3 types of si-AKT1 plasmids. A control + si-NC group was also set up, in which HLE-B3 cells not treated with H2O2 were transfected with si-NC empty plasmids. The AKT1 gene and protein expression levels in the si-NC and si-AKT1 groups were determined by RT-qPCR and Western blot. Two si-AKT1 parallel groups demonstrating the most significant changes in expression levels were selected for further experiments. The protein expression levels of AMPK and phosphorylated AMPK (p-AMPK) in the si-NC group, the two selected si-AKT1 parallel groups, and the control + si-NC group were determined by Western blot. A si-AKT1 parallel group demonstrating significant changes in p-AMPK/AMPK values was selected and treated with Acadesine (AICAR), an AMPK agonist, to verify the role of the AMPK pathway. Western blot was performed to determine Bcl-2 and Bax protein levels in the si-NC group, the control + si-NC group, and the si-AKT1 group before and after the administration of AICAR. Flow cytometry was performed to measure apoptosis and reactive oxygen species (ROS) levels, while ELISA kits were used to assess the levels of superoxide dismutase (SOD), malondialdehyde (MDA), and reduced glutathione (GSH).\nResults: 1) Through bioinformatics analysis, 78 differentially expressed genes were identified, with AKT1 significantly upregulated in ARC samples (P < 0.05) and enriched in the AMPK pathway. 2) Compared with cells not treated with H2O2, AKT1 mRNA and protein expression increased in the oxidative stress model cells. 3) The p-AMPK/AMPK ratio was higher in the si-NC group than that in the control + si-NC group. In contrast, AKT1 knockdown suppressed AMPK pathway activity, with all the si-AKT1 groups showing a significantly decreased p-AMPK/AMPK ratio compared to that of the si-NC group (P < 0.05). Compared with the control + si-NC group, the si-NC group exhibited elevated ROS and MDA levels, increased apoptosis rate, reduced SOD and GSH levels, downregulated Bcl-2, and upregulated Bax (all P < 0.05). Compared to those in the si-NC group, these indicators were improved in the si-AKT1 group (all P < 0.05). However, compared with the findings before AICAR treatment, these effects were antagonized after AICAR treatment in the si-AKT1 group (all P < 0.05).\nConclusion: The oxidative stress-related gene AKT1 may be a key pathogenic factor in cataract, and AKT1 induces oxidative stress and apoptosis in lens epithelial cells by modulating AMPK pathway activity.", "claims": [{"id": "claim-method", "statement": "使用GEO2R标准化数据(limma包)的normalizeBetweenArrays函数依据表达中位数对样本进行标准化处理。通过比较白内障组织和对照组的基因表达值,采用Bonferroni法调整P值,并将调整后的P值(adj.p.Value)<0.05且差异倍数logFC> 2 的基因定义为差异表达基因。", "kind": "methodological", "target": null, "evidence": [{"asset": "source:pmid:40964109", "locator": "sections[6] \"数据获取、标准化及差异表达分析\" paragraph 2", "quote": "使用GEO2R标准化数据(limma包)的normalizeBetweenArrays函数依据表达中位数对样本进行标准化处理。通过比较白内障组织和对照组的基因表达值,采用Bonferroni法调整P值,并将调整后的P值(adj.p.Value)<0.05且差异倍数logFC> 2 的基因定义为差异表达基因。"}], "state": "complete"}, {"id": "claim-data-access", "statement": "通过Genecard(https://www.genecards.org/Search/Keyword?queryString=fibrosis)检索oxidative stress and fibrosis相关基因。", "kind": "methodological", "target": null, "evidence": [{"asset": "source:pmid:40964109", "locator": "sections[6] \"数据获取、标准化及差异表达分析\" paragraph 2", "quote": "通过Genecard(https://www.genecards.org/Search/Keyword?queryString=fibrosis)检索oxidative stress and fibrosis相关基因。"}], "state": "complete"}, {"id": "claim-target-result", "statement": "氧化应激相关基因AKT1可能是白内障的关键致病基因,且AKT1通过影响AMPK通路活性诱导晶状体上皮细胞氧化应激和凋亡。", "kind": "qualitative", "target": null, "evidence": [{"asset": "source:pmid:40964109", "locator": "sections[0] \"Abstract\" paragraph 4", "quote": "氧化应激相关基因AKT1可能是白内障的关键致病基因,且AKT1通过影响AMPK通路活性诱导晶状体上皮细胞氧化应激和凋亡。"}], "state": "complete"}], "gaps": []}, "experiment": {"state": "complete", "objective": "氧化应激相关基因AKT1可能是白内障的关键致病基因,且AKT1通过影响AMPK通路活性诱导晶状体上皮细胞氧化应激和凋亡。", "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:40964109"], "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:GSE213546"], "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:GSE213546"], "outputs": ["the replicated result and its comparison"], "instruments": [], "reagents": []}], "materials": [], "instruments": [], "reagents": [], "conditions": {}, "gaps": []}, "data": {"state": "partial", "assets": [{"id": "source:pmid:40964109", "role": "manuscript", "format": "xml", "media_type": "application/xml", "uri": "https://doi.org/10.12182/20250560203", "sha256": "sha256:a6f73a81860ae7343b1c54c53f1f214e85142eec80d622b0ecd6bb7a229136f0", "bytes": 13374, "access": "open", "state": "resolved", "reader": null, "reader_status": "reader_required", "identifier": "10.12182/20250560203", "version": null, "note": "Full article fetched from PMC; the checksum covers the rendered section body, not the original XML bytes.", "structure": {"pmcid": "PMC12439649", "source": "europe_pmc_fulltext", "coverage": "whole_body_without_references", "text_hash_scope": "rendered_section_body"}}, {"id": "data:geo:GSE213546", "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=GSE213546", "sha256": null, "bytes": null, "access": "open", "state": "resolved", "reader": null, "reader_status": "reader_required", "identifier": "GSE213546", "version": null, "note": "通过Genecard(https://www.genecards.org/Search/Keyword?queryString=fibrosis)检索oxidative stress and fibrosis相关基因。", "structure": {"repository": "GEO", "access_route": "GEO accession URL", "access_statement_verbatim": "通过Genecard(https://www.genecards.org/Search/Keyword?queryString=fibrosis)检索oxidative stress and fibrosis相关基因。", "access_statement_kind": "repository_route_statement", "sample_accessions": ["GSM6588927", "GSM6588928", "GSM6588929", "GSM6588930", "GSM6588931", "GSM6588932"], "sample_count": 6, "group_sizes": null, "group_sizes_basis": null, "platform": "10558", "taxon": "Homo sapiens", "title": "Transcriptomic analysis of human lens and age-related cataract", "resolution_checked_at": "2026-11-01T20:16:08Z", "resolution_check": "identifier_resolution_only_no_download_no_licence_read", "downloaded": false, "licence_read": false}}], "gaps": ["asset:data:geo:GSE213546 not downloaded", "asset:data:geo:GSE213546 licence not read"]}, "analysis": {"state": "partial", "methods": [{"id": "method-1", "family": null, "specific": null, "label": "使用GEO2R的limma包及normalizeBetweenArrays函数进行标准化,并采用Bonferroni法调整P值。", "dsl_operations": [], "missing_operations": [], "expressible": null, "parameters": {}, "data_shapes": [], "evidence": {"score": 1.0, "band": "verbatim", "quote": "使用GEO2R标准化数据(limma包)的normalizeBetweenArrays函数依据表达中位数对样本进行标准化处理。通过比较白内障组织和对照组的基因表达值,采用Bonferroni法调整P值,并将调整后的P值(adj.p.Value)<0.05且差异倍数logFC> 2 的基因定义为差异表达基因。"}}], "targets": [], "gaps": ["method.reader_named_unmapped"]}, "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": "blocked", "tier": "R4", "blocking_axis": "method", "blocked_on": "method:not_determinable", "axes": {"method": {"tier": "R4", "expressible": false, "required_operations": [], "missing_operations": [], "basis": "The reader quoted the method the paper names (使用GEO2R的limma包及normalizeBetweenArrays函数进行标准化,并采用Bonferroni法调整P值。), but the corpus's method extractor could not map it onto a DSL operation, so the method is published but not expressible."}, "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": ["GSE213546"], "resolved_accessions": ["GSE213546"], "statements": ["通过Genecard(https://www.genecards.org/Search/Keyword?queryString=fibrosis)检索oxidative stress and fibrosis相关基因。"], "basis": "The paper names GSE213546 in GEO and the accession resolves in the repository. No dataset was downloaded and no licence was read."}}, "can_run": {"dsl_operations": [], "assets": ["source:pmid:40964109", "data:geo:GSE213546"], "steps": ["run_analysis"]}, "must_build": {"dsl_operations": [], "converters": [], "readers": [], "capabilities": [], "data_gaps": ["data:geo:GSE213546"]}, "gaps": ["method:not_determinable"]}, "review": {"state": "partial", "machine_critique": {"kind": "extraction_review", "reader": {"model": "MiniMax-M3.1-Flash", "provider": "minimax", "provider_family": "minimax", "read_at": "2026-11-01T20:01:36Z", "independence": "single_reader"}, "evidence_check": {"method": "verbatim", "availability": null}, "calls": 5, "usage": {"prompt_tokens": 8822, "completion_tokens": 1783, "cached_tokens": 256}}, "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:40964109", "type": "paper", "label": "pmid:40964109"}, {"id": "source:pmid:40964109", "type": "manuscript", "label": "PMID 40964109 full text"}, {"id": "data:geo:GSE213546", "type": "dataset", "label": "GEO GSE213546"}], "activities": [{"id": "activity-reading-sci-2026-11-01", "type": "classification", "used": [{"id": "pmid:40964109", "type": "paper", "label": "pmid:40964109"}, {"id": "source:pmid:40964109", "type": "manuscript", "label": "PMID 40964109 full text"}, {"id": "data:geo:GSE213546", "type": "dataset", "label": "GEO GSE213546"}], "agent": "agent:corpus-assay-engine"}, {"id": "activity-read-40964109", "type": "extraction", "used": ["source:pmid:40964109"], "agent": "agent:minimax-reader"}, {"id": "activity-resolve-GSE213546", "type": "accession_resolution", "used": ["data:geo:GSE213546"], "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:40964109", "parent_hash": "sha256:b33b05273fa09233a7a00acd09b00ef5759251d50d85ee1c027c0ac638b4463e", "fork_of": null, "generation": 1}, "gaps": ["asset:data:geo:GSE213546 licence not read", "asset:data:geo:GSE213546 not downloaded", "execution.not_run", "method.reader_named_unmapped", "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": ["HLE-B3 cells with 200 μmol/L H2O2 for 24 h. RT-qPCR and Western blot were performed to assess AK", "si-NC and si-AKT1 groups were determined by RT-qPCR and Western blot. Two si-AKT1 parallel group", "E-B3 cells with 200 μmol/L H2O2 for 24 h. RT-qPCR and Western blot were performed to assess AK", "-NC and si-AKT1 groups were determined by RT-qPCR and Western blot. Two si-AKT1 parallel group"], "order_basis": "paper_text_order:605", "id": "assay:1"}, {"role": "data_generation", "definition_id": "western_blot", "definition_version": "99e1195c7d6f", "definition_digest": null, "required_operations": [], "support_state": "partial", "source_hashes": {"assay_lexicon": "99e1195c7d6f"}, "confidence": 0.99, "evidence": ["s with 200 μmol/L H2O2 for 24 h. RT-qPCR and Western blot were performed to assess AKT1 gene and prote", "i-AKT1 groups were determined by RT-qPCR and Western blot. Two si-AKT1 parallel groups demonstrating t", "the control + si-NC group were determined by Western blot. A si-AKT1 parallel group demonstrating sign", "ist, to verify the role of the AMPK pathway. Western blot was performed to determine Bcl-2 and Bax pro"], "order_basis": "paper_text_order:616", "id": "assay:2"}, {"role": "data_generation", "definition_id": "transfection", "definition_version": "99e1195c7d6f", "definition_digest": null, "required_operations": [], "support_state": "partial", "source_hashes": {"assay_lexicon": "99e1195c7d6f"}, "confidence": 0.99, "evidence": ["lls were randomly divided into a si-NC group transfected with si-NC plasmids and 3 parallel si-AKT1 g", "si-NC plasmids and 3 parallel si-AKT1 groups transfected with 3 types of si-AKT1 plasmids. A control", "hich HLE-B3 cells not treated with H2O2 were transfected with si-NC empty plasmids. The AKT1 gene and", "the control + si-NC group. In contrast, AKT1 knockdown suppressed AMPK pathway activity, with all t"], "order_basis": "paper_text_order:752", "id": "assay:3"}, {"role": "data_generation", "definition_id": "flow_cytometry", "definition_version": "99e1195c7d6f", "definition_digest": null, "required_operations": [], "support_state": "partial", "source_hashes": {"assay_lexicon": "99e1195c7d6f"}, "confidence": 0.93, "evidence": ["efore and after the administration of AICAR. Flow cytometry was performed to measure apoptosis and react"], "order_basis": "paper_text_order:1808", "id": "assay:4"}, {"role": "data_generation", "definition_id": "apoptosis_assay", "definition_version": "99e1195c7d6f", "definition_digest": null, "required_operations": [], "support_state": "partial", "source_hashes": {"assay_lexicon": "99e1195c7d6f"}, "confidence": 0.99, "evidence": ["CAR. Flow cytometry was performed to measure apoptosis and reactive oxygen species (ROS) levels, wh", "bited elevated ROS and MDA levels, increased apoptosis rate, reduced SOD and GSH levels, downregula", "aract, and AKT1 induces oxidative stress and apoptosis in lens epithelial cells by modulating AMPK"], "order_basis": "paper_text_order:1848", "id": "assay:5"}, {"role": "data_generation", "definition_id": "elisa", "definition_version": "99e1195c7d6f", "definition_digest": null, "required_operations": [], "support_state": "partial", "source_hashes": {"assay_lexicon": "99e1195c7d6f"}, "confidence": 0.93, "evidence": ["reactive oxygen species (ROS) levels, while ELISA kits were used to assess the levels of super"], "order_basis": "paper_text_order:1907", "id": "assay:6"}]}