Detecting drug-induced nephrotoxicity using simultaneous label-free autofluorescence multiharmonic microscopy

Drug-induced nephrotoxicity (DIN) is a major cause of drug development failure, yet many cases are detected only late in clinical trials or after approval. Conventional methods to detect DIN often lack sensitivity and specificity, particularly for early or region-specific kidney injury. Here, we evaluate Simultaneous Label-free Autofluorescence Multiharmonic (SLAM) microscopy as a rapid, label-free imaging approach to quantify kidney microstructural and functional metabolic changes associated with DIN. SLAM simultaneously captures endogenous NAD(P)H and FAD autofluorescence, collagen-derived second harmonic generation, and third harmonic generation from structural interfaces. SLAM images were acquired from the cortex and outer medulla (OM) of rat kidneys after cisplatin dosing at Days 1, 6, and 29 post-administration. Imaging revealed region-specific injury, with the OM showing greater sensitivity to DIN than the cortex. The most prominent changes - tubular degeneration and hyaline casts - peaked at Day 6, while tubular dilation and fibrosis-related features persisted to Day 29. Feature-based classification captured these spatial and temporal patterns, achieving higher balanced accuracy in the OM (0.944) than in the cortex (0.860). Key model drivers included granularity and inter-channel correlations, underscoring the value of multi-channel SLAM data. Overall, these results demonstrate the potential of SLAM microscopy for sensitive, region-specific detection and characterization of DIN in preclinical safety studies.

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Publication Details

Journal
Toxicological Sciences
Published
2026-08-18
DOI
https://doi.org/10.1093/toxsci/kfag098
Primary Topic
Chemotherapy-induced organ toxicity mitigation
Type
article
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article

Detecting drug-induced nephrotoxicity using simultaneous label-free autofluorescence multiharmonic microscopy

Marina Marjanović, Darold R. Spillman, Ciarán Fisher, Eric J. Chaney et al.
Toxicological Sciences
Chemotherapy-induced organ toxicity mitigation
article

Detecting drug-induced nephrotoxicity using simultaneous label-free autofluorescence multiharmonic microscopy

Marina Marjanović, Darold R. Spillman, Ciarán Fisher, Eric J. Chaney, Steve R. Hood, Minh Doan, Aneesh Alex, Jindou Shi, Crysthiane Ishiy, Jan Roger, Alexander Ho, M Reid Groseclose, Leslie Obert, Stephen A Boppart
article en

Abstract

Drug-induced nephrotoxicity (DIN) is a major cause of drug development failure, yet many cases are detected only late in clinical trials or after approval. Conventional methods to detect DIN often lack sensitivity and specificity, particularly for early or region-specific kidney injury. Here, we evaluate Simultaneous Label-free Autofluorescence Multiharmonic (SLAM) microscopy as a rapid, label-free imaging approach to quantify kidney microstructural and functional metabolic changes associated with DIN. SLAM simultaneously captures endogenous NAD(P)H and FAD autofluorescence, collagen-derived second harmonic generation, and third harmonic generation from structural interfaces. SLAM images were acquired from the cortex and outer medulla (OM) of rat kidneys after cisplatin dosing at Days 1, 6, and 29 post-administration. Imaging revealed region-specific injury, with the OM showing greater sensitivity to DIN than the cortex. The most prominent changes - tubular degeneration and hyaline casts - peaked at Day 6, while tubular dilation and fibrosis-related features persisted to Day 29. Feature-based classification captured these spatial and temporal patterns, achieving higher balanced accuracy in the OM (0.944) than in the cortex (0.860). Key model drivers included granularity and inter-channel correlations, underscoring the value of multi-channel SLAM data. Overall, these results demonstrate the potential of SLAM microscopy for sensitive, region-specific detection and characterization of DIN in preclinical safety studies.

Toxicological Sciences
University of Illinois Urbana-Champaign (US), Age UK (GB), GlaxoSmithKline (United States) (US)
Good health and well-being
Openalex Percentile: Top 10%
Chemotherapy-induced organ toxicity mitigation
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