Interventions to Reduce the Risk of Hypocalcemia After Parathyroidectomy for People With Advanced Chronic Kidney Disease: A Systematic Review
Bibliographic record
Abstract
Background: People with advanced chronic kidney disease (CKD) and secondary hyperparathyroidism (sHPT) refractory to medical therapy often require surgical parathyroidectomy. Severe and prolonged hypocalcemia immediately following parathyroidectomy for sHPT is often termed "hungry bone syndrome" (HBS). Objective: To systematically review the effect of pre-operative interventions on post-operative hypocalcemia, HBS, and other related outcomes in patients with CKD and sHPT undergoing parathyroidectomy. Design: This is a systematic review study. Setting: Diverse study designs conducted in any country. Patients: Adult patients with CKD complicated by sHPT undergoing parathyroidectomy. Measurements: Post-operative hypocalcemia, HBS, symptomatic hypocalcemia, and other related outcomes. Methods: We searched Ovid MEDLINE, Embase, and Cochrane Controlled Trials Registry from inception until June 2024 for trials and observational studies of adults with CKD and sHPT that evaluated pre-operative interventions aimed at reducing the risk of hypocalcemia following parathyroidectomy. After 2 phases of study screening conducted in duplicate, we extracted data on study design, patient characteristics, interventions, and outcomes. Hypocalcemia was defined as serum calcium <2.1 mmol/L and HBS as calcium <2.1 mmol/L for ≥4 days post-operatively. We evaluated the risk of bias and completed a narrative synthesis of the available literature across intervention types. Results: We identified 3616 studies; 35 underwent full-text review, and 9 met final eligibility criteria. Interventions included pre-operative calcitriol (n = 2), pre-operative cinacalcet (n = 3), pre-operative alkaline phosphatase (ALP) measurement to guide intravenous (IV) calcium administration (n = 3), and pre-operative pamidronate (n = 1). All studies reported on at least one of: median/mean post-operative calcium (n = 7), incidence of post-operative hypocalcemia (n = 3), HBS (n = 1), and symptomatic hypocalcemia (n = 4). Interventions that reported on the risk of post-operative hypocalcemia included pre-operative pamidronate (n = 1, 37 participants, odds ratio [OR] = 0.003, 95% confidence interval [CI] = 0.000-0.072) and IV calcium guided by pre-operative ALP (n = 1, 271 participants, OR = 0.292, 95% CI = 0.175-0.488). There were insufficient data to meta-analyze study-specific effects for any intervention or outcome. Limitations: Our study was limited by significant heterogeneity in outcome reporting, which resulted in substantial outcome reporting bias and prevented pooled analyses. Furthermore, no randomized control trials met our inclusion criteria, which limited assessment of publication bias. Conclusions: Pre-operative risk factors for HBS have been established in patients with CKD undergoing parathyroidectomy. However, limited research has evaluated pre-operative interventions to reduce the risk of HBS, and due to heterogeneity in outcome reporting across studies, there is still uncertainty about the effectiveness of such interventions. These findings support the need for future clinical trials.
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How this classification was reachedexpand
Full frame machine prediction
Teacher imitationNot calibrated prevalence, not ground truth. Human validation pending. The Gemma side is a direct model label for every work in the frame, read from the title-only record. The Codex side is a classifier learned from the 10,348 direct Codex labels and calibrated to design-weighted sample rates; fields without enough sample support carry no Codex call. Candidate is the union of the two sides; consensus is their intersection. These outputs are machine_predicted_unvalidated and are not human labels.
Distilled classifier scores by category (both heads)
| Category | Codex | Gemma |
|---|---|---|
| Metaresearch | 0.006 | 0.036 |
| Meta-epidemiology (narrow) | 0.001 | 0.001 |
| Meta-epidemiology (broad) | 0.008 | 0.008 |
| Bibliometrics | 0.006 | 0.006 |
| Science and technology studies | 0.001 | 0.001 |
| Scholarly communication | 0.002 | 0.002 |
| Open science | 0.002 | 0.001 |
| Research integrity | 0.002 | 0.001 |
| Insufficient payload (model declined to judge) | 0.005 | 0.000 |
Machine scores (provisional)
The two teacher heads of the student model, read on this work. A score orders the frame for review; it never asserts a category, and the validation status ships verbatim with every row.
Baseline scores from an immature model (maturity gate not passed, 7 training rounds). Scores rank; they never assert a category.
score_only:v0-immature-baseline · verbatim from the scoring run: score_only means the number may rank works, and no category label ships from itClassification
machine, unvalidatedMachine predicted; a candidate call from one source (direct Gemma or distilled Codex), not a consensus.
How this classification was reached, model by model and score by score, is at the end of the page under "How this classification was reached".