Evidence map›Paper›PMID 42244182›Full record

ArticleHGG advances2026

Integrated transcriptomic and functional analysis reveals tissue-specific molecular pathology in adolescent idiopathic scoliosis.

Darius Ramkhalawan, Paola Parrales, Justin Koesterich, Gloria Montoya-Vazquez, Carlos Cuna, Anat Kreimer, Jessica McQuerry, Stephanie Ihnow, Nadja Makki

Abstract read
In one paragraph

Article in HGG advances, 2026. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 2 papers.

0numbers the graph read from it
0cells of the map it votes in
2citing papers in PubMed
–field-weighted citation impact
1 · What the graph read from it

What it found

Each row is one number read from the abstract, on the scale the paper reported it, with its interval. Left of the dashed line favours the treatment, right favours the comparator. Under each row is the sentence it came from. New to these charts? A ten-minute tutorial.

The abstract states no effect estimate the extractor could read, or names no intervention and outcome on the map, so this paper lights no cell and moves no belief. It is still indexed, cited and linked below.

2 · The registry

The trial behind it

Trials whose registry record cites this paper, or whose number appears in the abstract. A trial that started after this paper was published is citing it as background, not reporting it.

Neither the registry nor the abstract names a trial number. If this is a trial report, that itself is worth knowing.

3 · Its place in the literature

Who cites it

2 citing papers in PubMed.

  1. Article
  2. Review
4 · The record

Corrections and comments

PubMed lists nothing against this paper. Absence here is not a guarantee, only a check that was made.

5 · Who and what money

Authors and funding

9 authors.

Darius RamkhalawanDepartment of Physiology and Aging, University of Florida, College of Medicine, Gainesville, FL, USA.
Paola ParralesDepartment of Physiology and Aging, University of Florida, College of Medicine, Gainesville, FL, USA.
Justin KoesterichDepartment of Biochemistry and Molecular Biology, Rutgers University, Robert Wood Johnson Medical School, New Brunswick, NJ, USA.
Gloria Montoya-VazquezDepartment of Physiology and Aging, University of Florida, College of Medicine, Gainesville, FL, USA.
Carlos CunaDepartment of Physiology and Aging, University of Florida, College of Medicine, Gainesville, FL, USA.
Anat KreimerDepartment of Biochemistry and Molecular Biology, Rutgers University, Robert Wood Johnson Medical School, New Brunswick, NJ, USA.
Jessica McQuerryDepartment of Orthopaedic Surgery and Sports Medicine, University of Florida, College of Medicine, Gainesville, FL, USA.
Stephanie IhnowDepartment of Orthopaedic Surgery and Sports Medicine, University of Florida, College of Medicine, Gainesville, FL, USA.
Nadja MakkiDepartment of Physiology and Aging, University of Florida, College of Medicine, Gainesville, FL, USA. Electronic address: nadja.makki@ufl.edu.

Funding

No grant is acknowledged in the PubMed record.

6 · The paper itself

Abstract

Adolescent idiopathic scoliosis (AIS), the spontaneous development of a lateral spine curvature during puberty, is the most common pediatric spine disorder, affecting ∼3% of children worldwide. As the underlying etiology remains unclear, AIS is treated purely symptomatically, initially by bracing and ultimately by highly invasive, costly surgeries. Genome-wide association studies (GWASs) have identified numerous risk loci in non-coding genomic regions, making it difficult to link them to a biological function. To address this, we performed a multi-tissue investigation to connect genetic risk to tissue-specific molecular pathology. We conducted RNA sequencing on the primary tissues implicated in AIS, paraspinal muscle and spinal cartilage, from patients and unaffected control subjects. In paraspinal muscle, we identified differentially expressed genes (DEGs) enriched for pathways related to muscle structure, myogenesis, and metabolism. Key upregulated genes include the transcription factor EGR1 and structural components, such as MYH1. In spinal cartilage, we found enrichment of genes related to TGFβ and FoxO signaling, as well as metabolic pathways. Notably, genes crucial for chondrocyte differentiation (e.g., SOX5 and SOX6) were significantly downregulated. We then examined genes at known GWAS loci and found that several risk-associated genes were differentially expressed in one or both tissues. To investigate the function of non-coding variants at these loci, we identified and validated several enhancer elements harboring AIS risk SNPs at the BCL2, ADGRG6, BNC2, and FTO loci. We reveal distinct pathological signatures in muscle and cartilage and lay the foundation for connecting non-coding genetic risk to the dysregulation of key developmental and structural pathways.

Indexed as

Gene Expression ProfilingScoliosisTranscriptomeAdolescentFemaleGene Expression RegulationGenetic Predisposition to DiseaseGenome-Wide Association StudyHumansParaspinal Musclesadolescent idiopathic scoliosiscartilageGWASmusclemusculoskeletalrisk variantstranscriptional profiling

Identifiers

PMID42244182
PMCPMC13316586

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Registered trials

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Read under generation 80e0d062 · epoch 390. Bibliography from PubMed, PubMed Central and OpenAlex; grants from NIH RePORTER; trial links from ClinicalTrials.gov; estimates, votes and beliefs from the OpenQuestion graph.