Evidence map›Paper›PMID 42876525›Full record

ArticleFrontiers in endocrinology2026

Prediction of early postoperative hypocalcemia and hypoparathyroidism after thyroidectomy for papillary thyroid carcinoma: dual-outcome prediction models.

Cuiping Zhou, Qian Chen, Shuyan Liu, Nuoxuan Niu, Xinyu Ban, Shiyang Wang, Jinfeng Yan, Ying Bi, Jing Liu, Jie Liu and 1 more

Abstract read
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Article in Frontiers in endocrinology, 2026. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Not yet cited in PubMed.

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4 · The record

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5 · Who and what money

Authors and funding

11 authors.

Cuiping ZhouDepartment of Otorhinolaryngology Head and Neck Surgery, The First Affiliated Hospital of Xi'an Jiaotong University, Xi'an, Shaanxi, China.
Qian ChenDepartment of Otorhinolaryngology Head and Neck Surgery, The First Affiliated Hospital of Xi'an Jiaotong University, Xi'an, Shaanxi, China.
Shuyan LiuDepartment of Otorhinolaryngology Head and Neck Surgery, The First Affiliated Hospital of Xi'an Jiaotong University, Xi'an, Shaanxi, China.
Nuoxuan NiuDepartment of Otorhinolaryngology Head and Neck Surgery, The First Affiliated Hospital of Xi'an Jiaotong University, Xi'an, Shaanxi, China.
Xinyu BanDepartment of Otorhinolaryngology Head and Neck Surgery, The First Affiliated Hospital of Xi'an Jiaotong University, Xi'an, Shaanxi, China.
Shiyang WangDepartment of Otorhinolaryngology Head and Neck Surgery, The First Affiliated Hospital of Xi'an Jiaotong University, Xi'an, Shaanxi, China.
Jinfeng YanDepartment of Otorhinolaryngology Head and Neck Surgery, The First Affiliated Hospital of Xi'an Jiaotong University, Xi'an, Shaanxi, China.
Ying BiDepartment of Otorhinolaryngology Head and Neck Surgery, The First Affiliated Hospital of Xi'an Jiaotong University, Xi'an, Shaanxi, China.
Jing LiuDepartment of Otorhinolaryngology Head and Neck Surgery, The First Affiliated Hospital of Xi'an Jiaotong University, Xi'an, Shaanxi, China.
Jie LiuDepartment of Otorhinolaryngology Head and Neck Surgery, The First Affiliated Hospital of Xi'an Jiaotong University, Xi'an, Shaanxi, China.
Yanxia BaiDepartment of Otorhinolaryngology Head and Neck Surgery, The First Affiliated Hospital of Xi'an Jiaotong University, Xi'an, Shaanxi, China.

Funding

No grant is acknowledged in the PubMed record.

6 · The paper itself

Abstract

Background: Postoperative hypocalcemia and hypoparathyroidism are two common complications after total or subtotal/near-total for papillary thyroid carcinoma (PTC). This study aimed to identify significant predictors of early postoperative hypocalcemia and hypoparathyroidism and develop prediction nomograms for risk stratification in PTC patients. Methods: A total of 1036 PTC patients who underwent total or subtotal/near-total thyroidectomy were retrospectively enrolled. Multivariable logistic regression with prespecified variables was performed to identify independent predictors for two outcomes: (1) early postoperative hypocalcemia, and (2) hypoparathyroidism. Nomograms were constructed for each outcome. Model performance was assessed by area under the receiver operating characteristic curve (AUC), calibration plots and decision curve analysis (DCA). Bootstrap internal validation (500 resamples) was used to correct for optimism. Results: Among 1,036 patients, 325 (31.4%) developed early postoperative hypocalcemia, and 228 (22.0%) met criteria for hypoparathyroidism. For hypocalcemia, independent predictors were preoperative calcium (per 0.1 mmol/L: OR 0.298, 95% CI 0.234-0.374, P < 0.001), thyroidectomy extent (subtotal vs. total: OR 0.75, 95% CI 0.025-0.709, P = 0.033), lateral neck dissection (LND) (OR 3.197, 95% CI 1.742-5.852, P < 0.001), and ultrasound risk score (central lymph node involvement: OR 4.013, 95% CI 2.559-6.323, P < 0.001; lateral lymph node involvement: OR 3.387, 95% CI 1.700-6.825, P < 0.001; primary nodule only: OR 1.899, 95% CI 1.119-3.198, P = 0.016). For hypoparathyroidism, independent predictors were preoperative calcium (per 0.1 mmol/L: OR 0.417, 95% CI 0.330-0.519, P < 0.001) and ultrasound risk score (central lymph node involvement: OR 3.388, 95% CI 2.137-5.360, P < 0.001; lateral lymph node involvement: OR 3.468, 95% CI 1.712-7.218, P<0.001; primary nodule only: OR 1.677, 95% CI 0.942-2.926, P = 0.073). The hypocalcemia model showed good discrimination (AUC 0.836, 95% CI 0.810-0.861), as did the hypoparathyroidism model (AUC 0.768, 95% CI 0.752-0.816). Conclusions: Simple models integrating preoperative calcium, surgical extent, and ultrasound findings effectively predict early postoperative hypocalcemia and hypoparathyroidism in PTC patients undergoing total or subtotal/near-total, which may assist in preoperative risk stratification and guide prophylactic management.

Indexed as

HypocalcemiaHypoparathyroidismPostoperative ComplicationsThyroid Cancer, PapillaryThyroidectomyThyroid NeoplasmsAdultFemaleHumansMaleMiddle AgedNomogramsPrognosisRetrospective Studieshypocalcemiahypoparathyroidismnomogrampapillary thyroid carcinomapreoperative risk stratificationtotal thyroidectomy

Identifiers

PMID42876525
PMCPMC13661344

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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.