# Risk Analysis Index Outperforms the Modified Frailty Index in Predicting Outcomes in Thyroidectomy and Parathyroidectomy

**Authors:** Akshay Warrier, Sruthi Ranganathan, Deondra Montgomery, Jonathan Tawil, Ari Istanboulli, Christian Bowers, Richard K. Gurgel, Hilary McCrary

PMC · DOI: 10.1002/ohn.70125 · Otolaryngology--Head and Neck Surgery · 2026-01-19

## TL;DR

This study finds that the Risk Analysis Index is better than the Modified Frailty Index at predicting complications after thyroid and parathyroid surgeries.

## Contribution

The study introduces the Risk Analysis Index as a superior alternative to the Modified Frailty Index for predicting postoperative outcomes in thyroidectomy and parathyroidectomy.

## Key findings

- The Risk Analysis Index showed significantly better discrimination than the Modified Frailty Index for predicting mortality and other postoperative complications.
- Both indices were significant predictors of adverse outcomes, but the Risk Analysis Index outperformed the Modified Frailty Index in most cases.
- The Risk Analysis Index may improve perioperative decision-making and resource allocation for high-risk patients.

## Abstract

In an aging population, patients undergoing thyroidectomy and parathyroidectomy are at an increased risk of adverse outcomes; thus, measuring patient frailty is a key metric to assess risk. This study innovatively compares the utility of the Risk Analysis Index (RAI) with the 5‐factor Modified Frailty Index (mFI‐5) in predicting adverse postoperative outcomes.

Retrospective cohort.

US hospitals.

Patients undergoing thyroidectomy or parathyroidectomy procedures were selected from the 2005 to 2020 NSQIP data set. RAI and mFI‐5 frailty scores were calculated and stratified: non‐frail (RAI: <21/mFI‐5: <1), pre‐frail (RAI: 21‐30/mFI‐5: 1), frail (RAI: 31‐40/mFI‐5: 2), and severely frail (RAI: 40+/mFI‐5: 3‐5) categories. Univariate and multivariate analyses were conducted, followed by receiver operating characteristic (ROC) curves, to evaluate the comparative discriminative thresholds of the indices.

A cohort of 30,362 patients was identified with a median age of 56 years. Multivariate odds ratios showed that both indices were significant independent predictors of mortality (RAI: 15.508, P < .001; mFI‐5: 10.713, P < .001), extended length of stay (eLOS) (RAI: 9.480, P < .001; mFI‐5: 7.952, P < .001), non‐home discharge (RAI: 15.897, P < .001; mFI‐5: 9.346, P < .001), and Clavien‐Dindo (CD) II complications (RAI: 7.130, P < .001; mFI‐5: 3.760, P < .001). ROC analysis demonstrated significantly superior discrimination by the RAI for mortality (0.769 vs 0.650, P = .022), eLOS (0.712 vs 0.596, P < .001), non‐home discharge (0.763 vs 0.639, P < .001), CD II (0.739 vs 0.566, P < .001), CD IIIb (0.644 vs 0.587, P = .002), CD IV (0.707 vs 0.622, P < .001), and organ/space infection (0.719 vs 0.519, P < .001).

Both the RAI and mFI‐5 frailty indices are comparable, significant predictors of adverse events in thyroidectomy/parathyroidectomy. The RAI demonstrated superior discrimination for predicting postoperative morbidity across most outcomes, indicating it may be a superior clinical tool for identifying high‐risk patients. The RAI may better inform perioperative decision‐making, patient counseling, and resource allocation.

Level of Evidence: 3.

## Full-text entities

- **Diseases:** Clavien-Dindo (CD) II (MESH:C537730), Frailty (MESH:D000073496), infection (MESH:D007239)
- **Species:** Homo sapiens (human, species) [taxon 9606]

## Full text

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## References

35 references — full list in the complete paper: https://tomesphere.com/paper/PMC12948393/full.md

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Source: https://tomesphere.com/paper/PMC12948393