Skip to content
DraconiticResearch
Search Sources API
203,234 studies31 sourcesUpdated 47 min ago
Peer-reviewedCC BY 4.0Frontiers in Endocrinology

Cross-scale genetic, molecular, and cellular triangulation prioritizes ACSL5 as a T3-responsive candidate linking hypothyroidism liability to anemia

  1. 1Department of Hematology, The People’s Hospital of Jianyang City

Abstract

Purpose: Anemia is a recognized complication of hypothyroidism, but disease-level genetic studies have not identified a clear erythroid cell-intrinsic target. We integrated genetic validation, molecular-QTL prioritization, and replicated triiodothyronine (T3)-responsive erythroid experiments to identify candidates linking hypothyroidism liability to anemia.

Materials and methods: Two-sample Mendelian randomization (MR) assessed genetically predicted hypothyroidism and anemia. Source metadata were reviewed for possible sample overlap, and two cross-biobank forward validations were performed. Strict reverse MR used the original OpenGWAS identifiers; because anemia provided no genome-wide-significant instruments, a post hoc analysis used p < 5 × 10 ⁻⁶ . Non-major histocompatibility complex (MHC) methylation summary-based Mendelian randomization (SMR) and whole-blood expression SMR were integrated, followed by a public fine-mapping/colocalization lookup for two acyl-CoA synthetase long-chain family member 5 ( ACSL5 ) cytosine-phosphate-guanine (CpG) sites and the ACSL5 eQTL. ACSL5 was examined in three independent hemin-induced K562, a human chronic myelogenous leukemia cell line experiments with or without T3; Triacsin C and oleic acid-bovine serum albumin (BSA) served as pathway-level perturbations.

Results: Primary inverse-variance weighted (IVW) analysis associated hypothyroidism liability with higher anemia odds (OR = 1.0304; 95% CI, 1.0195–1.0414; p = 3.42 × 10 ⁻⁸ ). Both primary genome-wide association studies (GWASs) were UK Biobank-derived, and their exact participant overlap could not be determined from public summary-level information. A participant-independent FinnGen hypothyroidism-to-UK Biobank anemia validation reproduced the positive direction (28 instruments; IVW beta = 0.001448, p = 4.14 × 10 ⁻⁴ ); the complementary UK Biobank hypothyroidism-to-FinnGen anemia analysis was also positive. Strict original-ID reverse MR was not estimable; the exploratory eight-instrument analysis was null and heterogeneous. Six non-MHC CpGs passed Bonferroni correction, including two mapped to ACSL5 , while whole-blood ACSL5 expression showed an inverse SMR estimate. The public lookup returned no pairwise CpG-expression colocalization. In all three K562 experiments, hemin plus T3 increased HBA1 , HBA2 , GYPA , and ACSL5 expression. Triacsin C suppressed erythroid-marker expression, whereas oleic acid-BSA produced a partial increase without exogenous T3.

Conclusion: Cross-scale evidence prioritizes ACSL5 as a T3-responsive candidate linking hypothyroidism liability to anemia and implicates long-chain fatty-acid handling as a research direction. However, negative CpG-expression colocalization and nongene-specific pharmacological interventions preclude a mechanistic conclusion. Direct ACSL5 perturbation and primary erythroid-cell validation are required.

Related

  1. Integrated GWAS and linkage mapping in a multi-parent population prioritizes candidate genes for kernel number per row in maize
    Yuxiang Luo, Fuyan Jiang, Haoran Lyu +4
    BMC GenomicsPeer-reviewedCC BY 4.0Genetics & genomicsCrossref
  2. REN-former prioritizes candidate regulators of kidney disease-state transitions through single-cell foundation modeling and human genetics
    I. Mimura, S. Hosokawa, Y. Hirakawa +7
    bioRxivPreprintCC BYFull textBioinformatics & computational biologybioRxiv
  3. Integrated computational analysis prioritizes candidate targets and pathways linking ochratoxin A exposure to hepatocellular carcinoma
    Shili Yang, Huaiquan Liu, Haiyang Kou +5
    PLOS OnePeer-reviewedCC BY 4.0Full textCell biologyImmunologyPLOS
  4. Integrative single-cell and bulk transcriptomics with reverse network pharmacology prioritizes macrophage-associated candidate genes in Lyme arthritis
    Yan Dong, Yanshuang Luo, Yantong Chen +12
    Frontiers in ImmunologyPeer-reviewedCC BY 4.0Full textMicrobiologyCrossrefEurope PMCPMC
  5. Fine mapping of yll prioritizes aberrantly spliced Glyma.10G090700 (GmPAO7) as the strongest candidate in a soybean yellow-leaf lethal mutant
    Lei Chen, Jinwei Feng, Jie Ning +14
    BMC Plant BiologyPeer-reviewedCC BY 4.0Full textPlant biologyPMC
BibTeX
@article{li2026crossscale,
  title = {{Cross-scale genetic, molecular, and cellular triangulation prioritizes ACSL5 as a T3-responsive candidate linking hypothyroidism liability to anemia}},
  author = {Hui Li and Tao Jiang and Huan Wang and Mei Wang and Sixi Xie},
  journal = {Frontiers in Endocrinology},
  year = {2026},
  month = oct,
  doi = {10.3389/fendo.2026.1943954},
  url = {https://www.frontiersin.org/articles/10.3389/fendo.2026.1943954/full},
  note = {CC BY 4.0},
}
RIS
TY  - JOUR
TI  - Cross-scale genetic, molecular, and cellular triangulation prioritizes ACSL5 as a T3-responsive candidate linking hypothyroidism liability to anemia
AU  - Hui Li
AU  - Tao Jiang
AU  - Huan Wang
AU  - Mei Wang
AU  - Sixi Xie
PY  - 2026
DA  - 2026/10/08
JO  - Frontiers in Endocrinology
DO  - 10.3389/fendo.2026.1943954
UR  - https://www.frontiersin.org/articles/10.3389/fendo.2026.1943954/full
AB  - Purpose: Anemia is a recognized complication of hypothyroidism, but disease-level genetic studies have not identified a clear erythroid cell-intrinsic target. We integrated genetic validation, molecular-QTL prioritization, and replicated triiodothyronine (T3)-responsive erythroid experiments to identify candidates linking hypothyroidism liability to anemia.  Materials and methods: Two-sample Mendelian randomization (MR) assessed genetically predicted hypothyroidism and anemia. Source metadata were reviewed for possible sample overlap, and two cross-biobank forward validations were performed. Strict reverse MR used the original OpenGWAS identifiers; because anemia provided no genome-wide-significant instruments, a post hoc analysis used p < 5 × 10 ⁻⁶ . Non-major histocompatibility complex (MHC) methylation summary-based Mendelian randomization (SMR) and whole-blood expression SMR were integrated, followed by a public fine-mapping/colocalization lookup for two acyl-CoA synthetase long-chain family member 5 ( ACSL5 ) cytosine-phosphate-guanine (CpG) sites and the ACSL5 eQTL. ACSL5 was examined in three independent hemin-induced K562, a human chronic myelogenous leukemia cell line experiments with or without T3; Triacsin C and oleic acid-bovine serum albumin (BSA) served as pathway-level perturbations.  Results: Primary inverse-variance weighted (IVW) analysis associated hypothyroidism liability with higher anemia odds (OR = 1.0304; 95% CI, 1.0195–1.0414; p = 3.42 × 10 ⁻⁸ ). Both primary genome-wide association studies (GWASs) were UK Biobank-derived, and their exact participant overlap could not be determined from public summary-level information. A participant-independent FinnGen hypothyroidism-to-UK Biobank anemia validation reproduced the positive direction (28 instruments; IVW beta = 0.001448, p = 4.14 × 10 ⁻⁴ ); the complementary UK Biobank hypothyroidism-to-FinnGen anemia analysis was also positive. Strict original-ID reverse MR was not estimable; the exploratory eight-instrument analysis was null and heterogeneous. Six non-MHC CpGs passed Bonferroni correction, including two mapped to ACSL5 , while whole-blood ACSL5 expression showed an inverse SMR estimate. The public lookup returned no pairwise CpG-expression colocalization. In all three K562 experiments, hemin plus T3 increased HBA1 , HBA2 , GYPA , and ACSL5 expression. Triacsin C suppressed erythroid-marker expression, whereas oleic acid-BSA produced a partial increase without exogenous T3.  Conclusion: Cross-scale evidence prioritizes ACSL5 as a T3-responsive candidate linking hypothyroidism liability to anemia and implicates long-chain fatty-acid handling as a research direction. However, negative CpG-expression colocalization and nongene-specific pharmacological interventions preclude a mechanistic conclusion. Direct ACSL5 perturbation and primary erythroid-cell validation are required.
SN  - 1664-2392
ER  -