# Identification of Early Symptoms Associated with Subsequent Immune-related Adverse Events in the I-SPY clinical trial

**Authors:** Amrita Basu, Saumya Umashankar, Michelle Melisko, Ritu Roy, Christina Yau, Lajos Pusztai, A. Jo Chien, Minetta Liu, Hyo Han, Hatem Soliman, Claudine Isaacs, Rebecca Shatsky, Erica Stringer-Reasor, Patricia Robinson, Kay Yeung, Kevin Kalinsky, Alexandra Thomas, Errol Philip, Mina Musthafa, Gillian Hirst, Adam Asare, Angela DeMichele, Laura van’t Veer, Douglas Yee, Nola Hylton, Adam Olshen, Jane Perlmutter, Ronald N. Cohen, Zoe Quandt, Laura Esserman, Dawn Hershman, Hope Rugo, Rita Nanda

PMC · DOI: 10.21203/rs.3.rs-8689063/v1 · Research Square · 2026-02-11

## TL;DR

This study identifies early symptoms that predict immune-related adrenal insufficiency and hypothyroidism in breast cancer patients receiving immunotherapy.

## Contribution

The study introduces a predictive framework for early detection of immune-related adverse events using early symptoms in immunotherapy-treated patients.

## Key findings

- Fatigue and rash were predictive of hypothyroidism, while diarrhea, constipation, and taste changes predicted adrenal insufficiency.
- A predictive model achieved 72.8% accuracy for adrenal insufficiency and 74.7% for hypothyroidism in an external validation cohort.

## Abstract

Immune checkpoint inhibitors can result in serious, long-lasting immune-related adverse events (irAEs). Early identification of symptoms predictive of irAEs could enhance monitoring and timely intervention. This study assessed whether symptoms within the first 8 weeks of treatment could predict subsequent development of immune-related adrenal insufficiency(AI) or hypothyroidism.

This retrospective cohort study analyzed prospectively collected data from the I-SPY2 trial, a phase 2 platform trial for high-risk stage II/III breast cancer across 30 U.S. sites. The cohort included 482 women treated with experimental immunotherapy agents concurrent with weekly paclitaxel neoadjuvant chemotherapy. The primary outcomes were grade ≥ 1 hypothyroidism or AI, adjudicated by an independent safety group, up to 1-year post-treatment. Symptoms and irAEs were assessed using the Common Terminology Criteria for Adverse Events. Symptom burden was quantified as area under the curve (AUC) based on symptom grade and duration. Predictive modeling was performed using logistic regression and ROC analysis; symptom enrichment between cases and controls was evaluated using Fisher’s exact tests.

Among 482 participants, 107 (22.2%) developed irAEs, with hypothyroidism (n = 61, 12.7%) occurring more frequently than AI (n = 38, 7.9%) at medians of 99 and 105 days from treatment initiation, respectively. Symptom enrichment analysis identified early predictive symptoms. Fatigue (17.2% vs 6.8%, p = 0.011) and rash (20.7% vs 7.8%, p = 0.0037) were predictive of hypothyroidism, while diarrhea (45.9% vs 31%, p = 0.048), constipation (5.4% vs 0.2%, p = 0.018), and taste changes (5.4% vs 0.5%, p = 0.034) were associated with AI. A predictive model demonstrated moderate performance (AUC 0.65 for AI, p < 0.0001; AUC 0.61 for hypothyroidism, p = 0.012). Model accuracy in an external validation cohort was 72.8% for AI and 74.7% for hypothyroidism.

This study presents a predictive framework to identify patients at risk for adrenal insufficiency and hypothyroidism as irAEs, enabling personalized care and proactive intervention to improve treatment outcomes and safety.

## Linked entities

- **Chemicals:** paclitaxel (PubChem CID 36314)
- **Diseases:** breast cancer (MONDO:0004989), hypothyroidism (MONDO:0005420), adrenal insufficiency (MONDO:0000004)

## Full-text entities

- **Genes:** PDCD1 (programmed cell death 1) [NCBI Gene 5133] {aka ADMIO4, AIMTBS, CD279, PD-1, PD1, SLEB2}, NR4A1 (nuclear receptor subfamily 4 group A member 1) [NCBI Gene 3164] {aka GFRP1, HMR, N10, NAK-1, NGFIB, NP10}, CD274 (CD274 molecule) [NCBI Gene 29126] {aka ADMIO5, B7-H, B7H1, PD-L1, PDCD1L1, PDCD1LG1}
- **Diseases:** Rash (MESH:D005076), autoimmune disease (MESH:D001327), primary adrenalitis (MESH:D000224), Fatigue (MESH:D005221), hyperthyroidism (MESH:D006980), Diarrhea (MESH:D003967), itching (MESH:D011537), vomiting (MESH:D014839), loss of fingernails or toenails (MESH:C564384), gastrointestinal symptoms (MESH:D012817), headache (MESH:D006261), painful urination (MESH:D010146), hypophysitis (MESH:D000072659), Shortness of breath (MESH:D004417), cancer (MESH:D009369), AI (MESH:D000309), stage II-III triple negative breast cancer (MESH:D064726), breast cancer (MESH:D001943), Constipation (MESH:D003248), heart palpitations (MESH:D006331), stage II/III (MESH:D062706), immune dysregulation (OMIM:614878), GI symptoms (MESH:D012816), Hypothyroidism (MESH:D007037), endocrinopathies (MESH:C567425), irAE (MESH:D002318), endocrine toxicity (MESH:D004700), Dermatological (MESH:D000168), toxicities (MESH:D064420), joint pain (MESH:D018771), dizziness (MESH:D004244)
- **Chemicals:** cyclophosphamide (MESH:D003520), AC (MESH:D000186), paclitaxel (MESH:D017239), cortisol (MESH:D006854), I (MESH:D007455), OSB (-), doxorubicin (MESH:D004317), pembrolizumab (MESH:C582435)
- **Species:** Homo sapiens (human, species) [taxon 9606]

## Full text

_Full body text omitted from this summary view._ Fetch the complete paper as Markdown: https://tomesphere.com/paper/PMC12919184/full.md

## Figures

3 figures with captions in the complete paper: https://tomesphere.com/paper/PMC12919184/full.md

## References

26 references — full list in the complete paper: https://tomesphere.com/paper/PMC12919184/full.md

---
Source: https://tomesphere.com/paper/PMC12919184