{
  "abstract": "Background and aims\n\nIn secondary hyperparathyroidism (SHPT), imaging must characterize multifocal disease and identify ectopic or supernumerary tissue before surgery, but the comparative accuracy and optimal hierarchy of available modalities remain uncertain. We compared the main preoperative imaging techniques used for parathyroid localization in patients with chronic kidney disease (CKD).Methods\n\nMEDLINE, Embase, and Web of Science were searched from inception through 31 May 2026 for gland-, lesion-, or site-level diagnostic accuracy studies in adults with CKD, kidney failure, or kidney transplantation, using surgical and/or histopathological confirmation. An arm-based Bayesian bivariate network meta-analysis jointly estimated sensitivity and specificity for ultrasonography (US), non-subtraction technetium-99m methoxyisobutylisonitrile (⁹⁹ᵐTc-MIBI) planar scintigraphy, ⁹⁹ᵐTc-MIBI single-photon emission computed tomography/computed tomography (SPECT/CT), and ¹⁸F-fluorocholine (¹⁸F-FCH) positron emission tomography/computed tomography (PET/CT). Balanced accuracy and comparative effects versus US were also estimated. Risk of bias was assessed using QUADAS-3.Results\n\nTen studies including 479 participants contributed 24 test arms. Estimated sensitivity was 89.6% [95% credible interval (CrI) 81.9-94.5] for ¹⁸F-FCH PET/CT, 68.8% (56.0-79.2) for MIBI SPECT/CT, 64.2% (51.0-75.6) for US, and 45.9% (32.8-59.4) for planar MIBI. Specificity estimates ranged from 76.4% to 83.8% and were imprecise. Compared with US, ¹⁸F-FCH PET/CT showed higher sensitivity (odds ratio 4.83, 95% CrI 3.20-7.48) and balanced accuracy (+11.9 percentage points, 95% CrI 0.1-20.6), with no clear specificity difference. Findings were directionally consistent in sensitivity analyses.Conclusions\n\n¹⁸F-FCH PET/CT had the highest estimated sensitivity and balanced accuracy, although evidence was limited and specificity remained uncertain. A clinically guided hierarchy beginning with US and progressing to ¹⁸F-FCH PET/CT may improve comprehensive glandular mapping and support multidisciplinary operative planning in SHPT. 4D-CT and dual-isotope scintigraphic techniques also appear promising as alternative or complementary strategies, although SHPT-specific evidence remains limited and requires further dedicated comparative studies.",
  "abstract_shown": true,
  "affiliations": [
    "Department of Medical and Surgical Sciences (DIMEC), Alma Mater Studiorum-University of Bologna, Bologna, Italy.",
    "Nephrology, Dialysis and Kidney Transplant Unit, IRCCS Azienda Ospedaliero-Universitaria di Bologna, Bologna, Italy.",
    "Division of Endocrinology and Diabetes Prevention and Care, IRCCS Azienda Ospedaliero-Universitaria di Bologna, Bologna, Italy.",
    "Department of Otolaryngology-Head and Neck Surgery, IRCCS Azienda Ospedaliero-Universitaria di Bologna, Bologna, Italy.",
    "Pediatric and Adult CardioThoracic and Vascular, Oncohematologic and Emergency Radiology Unit, IRCCS Azienda Ospedaliero-Universitaria di Bologna, Bologna, Italy.",
    "Diagnostic and Therapeutic Interventional Ultrasound Unit, IRCCS Azienda Ospedaliero-Universitaria di Bologna, Bologna, Italy.",
    "Nuclear Medicine, IRCCS Azienda Ospedaliero-Universitaria di Bologna, Bologna, Italy.",
    "Nuclear Medicine, Alma Mater Studiorum University of Bologna, Bologna, Italy."
  ],
  "article_type": "research article",
  "arxiv": null,
  "author_total": 16,
  "authors": [
    {
      "affs": [
        0
      ],
      "name": "Daniele Vetrano",
      "orcid": "0000-0002-6263-6202"
    },
    {
      "affs": [
        1
      ],
      "name": "Simona Barbuto"
    },
    {
      "affs": [
        0
      ],
      "name": "Anna Mistretta"
    },
    {
      "affs": [
        0,
        2
      ],
      "name": "Guido Zavatta",
      "orcid": "0000-0003-3657-2070"
    },
    {
      "affs": [
        0
      ],
      "name": "Francesco Aguanno"
    },
    {
      "affs": [
        0
      ],
      "name": "Paolo Mastromauro"
    },
    {
      "affs": [
        0,
        1
      ],
      "name": "Giorgia Comai"
    },
    {
      "affs": [
        0,
        3
      ],
      "name": "Giulia Molinari"
    },
    {
      "affs": [
        4
      ],
      "name": "Guido Marzocchi"
    },
    {
      "affs": [
        0,
        3
      ],
      "name": "Giuseppe Mercante"
    },
    {
      "affs": [
        0,
        2
      ],
      "name": "Uberto Pagotto",
      "orcid": "0000-0003-4182-3110"
    },
    {
      "affs": [
        5
      ],
      "name": "Carla Serra"
    },
    {
      "affs": [
        6,
        7
      ],
      "name": "Stefano Fanti"
    },
    {
      "affs": [
        4
      ],
      "name": "Luigi Lovato"
    },
    {
      "affs": [
        0,
        1
      ],
      "name": "Gaetano La Manna",
      "orcid": "0000-0001-5473-8551"
    },
    {
      "affs": [
        0
      ],
      "name": "Giuseppe Cianciolo"
    }
  ],
  "bibtex": "https://research.draconitic.com/paper/a6tkxsc62sz9p.bib",
  "cited_by": 0,
  "doi": "10.1093/ckj/sfag344",
  "fulltext_url": "https://europepmc.org/articles/PMC13688680",
  "id": "a6tkxsc62sz9p",
  "issns": [
    "2048-8505",
    "2048-8513"
  ],
  "landing_url": "https://europepmc.org/article/MED/42924101",
  "language": "eng",
  "licence": "CC-BY-NC",
  "licence_label": "CC BY-NC",
  "licence_source": "article",
  "licence_url": "https://creativecommons.org/licenses/by-nc/4.0/",
  "metadata_licence": null,
  "native_subjects": [
    [
      "openalex",
      "2746|Thyroid and Parathyroid Surgery"
    ]
  ],
  "openalex": "W7215081041",
  "pdf_url": "https://europepmc.org/articles/PMC13688680?pdf=render",
  "pmcid": "PMC13688680",
  "pmid": "42924101",
  "published": "2026-10-01",
  "publisher": null,
  "ris": "https://research.draconitic.com/paper/a6tkxsc62sz9p.ris",
  "sources": [
    {
      "first_seen": "2026-10-30T12:20:36Z",
      "native_id": "MED:42924101",
      "source": "europepmc",
      "url": "https://europepmc.org/article/MED/42924101"
    }
  ],
  "subjects": [
    {
      "field": "medicine",
      "origin": "openalex:2746|Thyroid and Parathyroid Surgery",
      "subfield": "surgery"
    }
  ],
  "title": "Preoperative parathyroid imaging in CKD-related secondary hyperparathyroidism: a systematic review and diagnostic test accuracy network meta-analysis.",
  "title_text": "Preoperative parathyroid imaging in CKD-related secondary hyperparathyroidism: a systematic review and diagnostic test accuracy network meta-analysis.",
  "type": "peer-reviewed",
  "updated_at": "2026-10-30T12:20:36Z",
  "url": "https://research.draconitic.com/paper/a6tkxsc62sz9p",
  "venue": "Clinical kidney journal",
  "versions": []
}