Evidence map›Paper›PMID 41189905›Full record

ArticleBMC methods2025

Quantitative single-molecule FLIM and PIE-FRET imaging of biomolecular systems.

Irene Silvernail, Andi N Morgan, Kenya Gordon, Alexandria N Kerr, Kanda Borgognoni, Andrew M Atisa, Benjamin S Clark, Jose F Castaneda, Robin E Stanley, Sharonda J LeBlanc

Abstract read
In one paragraph

Article in BMC methods, 2025. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 2 papers.

0numbers the graph read from it
0cells of the map it votes in
2citing papers in PubMed
–field-weighted citation impact
1 · What the graph read from it

What it found

Each row is one number read from the abstract, on the scale the paper reported it, with its interval. Left of the dashed line favours the treatment, right favours the comparator. Under each row is the sentence it came from. New to these charts? A ten-minute tutorial.

The abstract states no effect estimate the extractor could read, or names no intervention and outcome on the map, so this paper lights no cell and moves no belief. It is still indexed, cited and linked below.

2 · The registry

The trial behind it

Trials whose registry record cites this paper, or whose number appears in the abstract. A trial that started after this paper was published is citing it as background, not reporting it.

Neither the registry nor the abstract names a trial number. If this is a trial report, that itself is worth knowing.

3 · Its place in the literature

Who cites it

2 citing papers in PubMed.

  1. Article
  2. Review
4 · The record

Corrections and comments

PubMed lists nothing against this paper. Absence here is not a guarantee, only a check that was made.

5 · Who and what money

Authors and funding

10 authors.

Irene SilvernailDepartment of Physics, North Carolina State University, Raleigh, NC 27695-8202 USA.
Andi N MorganDepartment of Physics, North Carolina State University, Raleigh, NC 27695-8202 USA.
Kenya GordonDepartment of Physics, North Carolina State University, Raleigh, NC 27695-8202 USA.
Alexandria N KerrDepartment of Physics, North Carolina State University, Raleigh, NC 27695-8202 USA.
Kanda BorgognoniMolecular and Cellular Biology Laboratory, National Institute of Environmental Health Sciences, Department of Health and Human Services, National Institutes of Health, Research Triangle Park, NC 27709 USA.
Andrew M AtisaDepartment of Physics, North Carolina State University, Raleigh, NC 27695-8202 USA.
Benjamin S ClarkDepartment of Physics, North Carolina State University, Raleigh, NC 27695-8202 USA.
Jose F CastanedaDepartment of Physics, North Carolina State University, Raleigh, NC 27695-8202 USA.
Robin E StanleyMolecular and Cellular Biology Laboratory, National Institute of Environmental Health Sciences, Department of Health and Human Services, National Institutes of Health, Research Triangle Park, NC 27709 USA.
Sharonda J LeBlancDepartment of Physics, North Carolina State University, Raleigh, NC 27695-8202 USA.

Funding

Structure and Function of RNA Processing MachinesZIAES103247 · NIEHS · NATIONAL INSTITUTE OF ENVIRONMENTAL HEALTH SCIENCES · PI STANLEY, ROBIN · 2015 to 2025
$22.9M
Elucidating Molecular Mechanisms of Cancer Development by Investigating Key DNA Repair PathwaysK01CA218304 · NCI · UNIV OF NORTH CAROLINA CHAPEL HILL · PI LEBLANC, SHARONDA · 2017 to 2021
$658k
Intramural NIH HHS ZIA ES103247NCI NIH HHS K01 CA218304
6 · The paper itself

Abstract

Background: The structural dynamics of proteins and nucleic acids are critical for their function in many biological processes but investigating these dynamics is often challenging with traditional techniques. Time-correlated single photon counting (TCSPC) coupled with confocal microscopy is a versatile biophysical tool that enables real-time monitoring of biomolecular dynamics in a variety of systems, across many timescales. Quantitative single-molecule time-resolved fluorescence methods are uniquely positioned to investigate transient interactions and structural changes, yet application in complex biological systems remains limited by technical and analytical challenges. Combining fluorescence lifetime imaging microscopy (FLIM) with pulsed interleaved excitation Förster resonance energy transfer (PIE-FRET) offers a robust approach to overcome these barriers, enabling accurate distance measurements and dynamic studies across diverse sample types. Methods: We describe practical workflows for implementing FLIM/PIE-FRET for quantitative measurements of nanoscale distances and dynamic processes in various biomolecular systems on a commercial microscope. Benchmark DNA constructs, RNA/DNA hybrids, liposome-encapsulated enzymes, and live Results: FRET efficiencies from both intensity- and lifetime-based analyses were consistent across systems. DNA standards reproduced expected values, RNA/DNA hybrids reported on substrate dynamics, liposome encapsulation enabled single-enzyme conformational probing, and live-cell imaging revealed transient protein-protein interactions during ribosome biogenesis. Discussion: This work establishes guidelines for implementing FLIM/PIE-FRET as an accessible method to interrogate nanoscale distances, conformational dynamics, and protein-protein interactions both in vitro and in live cells. The strategies outlined here facilitate broader adoption of quantitative single-molecule time-resolved fluorescence in structural and cell biology. Supplementary Information: The online version contains supplementary material available at 10.1186/s44330-025-00048-1.

Indexed as

FLIMLiposome encapsulationPIE-FRETProtein dynamicsRibosome biogenesisRNA/DNA hybridsSingle-molecule

Identifiers

PMID41189905
PMCPMC12580441

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Registered trials

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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.