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Hein, L. A.

Publications and source records attributed to Hein, L. A..

5 recordsLinked to original sources

Rationally designed split Lettuce aptamer based on large scale mutational analysis

Split aptamer biosensors offer exceptionally low background by assembling only in the presence of a target analyte; however, their performance is frequently limited by the lack of robust design rules for selecting effective split sites. Existing approaches largely rely on heuristic, structure-based assumptions that are poorly validated and often yield suboptimal signal. Herein, we introduce a systematic, data-driven strategy for identifying high-performance split sites within fluorogenic DNA aptamers. Using our massively-parallel aptamer performance analyzer (MAPA) platform, we performed comprehensive single- and double-mutant analysis of the DFAME-binding region of the fluorogenic DNA aptamer Lettuce, informed by its three-dimensional structure. Dimensionality reduction and clustering of the resulting sequence-function landscape revealed mutation-tolerant elements within the binding domain that are suitable for splitting while preserving fluorophore activation. Sensors constructed using these non-intuitive split sites, which are unconventional by standard design principles, exhibited a nearly four-fold improvement in fluorescence signal-to-background ratio for SARS-CoV-2 RNA detection compared to a prior split-Lettuce design. The same split architecture also enabled robust detection of high-pathogenicity H5Nx avian influenza RNA. These results demonstrate that large-scale, data-driven interrogation of aptamer sequence-function relationships can identify non-intuitive split sites and provide a proof-of-concept framework for developing measurement-based design principles for split-aptamer biosensors.

bioengineering↗

Discovery of high-specificity DNA aptamers for progesterone using a high-throughput array platform

Aptamer-based biosensors offer several advantages for detecting small molecules, including chemical stability and compatibility with diverse sensing formats. However, developing highly specific DNA aptamers that can distinguish between structurally similar small-molecule analytes remains a major challenge. Steroid hormones share a common four-ring scaffold, and even small modifications in functional groups can lead to distinct biological activities. Although DNA aptamers targeting the female reproductive hormone progesterone have been previously reported, many exhibit substantial cross-reactivity with other steroid hormones. In this work, we report the discovery of DNA aptamers with high affinity and specificity for progesterone using our aptamer array platform, which can characterize millions of aptamer candidates in a single, automated experiment. This platform allows us to profile aptamer libraries from earlier rounds of systematic evolution of ligands by exponential enrichment (SELEX), while preserving sequence diversity. Using this strategy, we identified multiple aptamers with nanomolar affinity for progesterone and minimal cross-reactivity to structurally related steroids. These high-specificity aptamers provide a strong foundation for the development of biosensors applicable to both clinical diagnostics and biological research.

bioengineering↗

Accelerated Discovery of Aptamer Beacons via Massively Parallel Screening

Aptamer beacons are unimolecular probes that undergo a reversible conformational change upon target binding, making them a promising tool for the real-time detection and monitoring of molecular analytes. However, the development of such sensors has been impeded by the lack of generalizable tools for the efficient discovery and optimization of aptamer beacons for diverse molhhtmlecular targets. Here, we present a scalable approach for converting existing strand-displacement aptamer switches into aptamer beacons by introducing targeted mismatches within their non-target-binding stem domain, destabilizing the aptamer structure to an extent that it can only refold upon binding its target. In order to perform this screening in a high-throughput fashion, we have developed the Massively-parallel Aptamer Performance Analyzer (MAPA), an automated, fluorescence-based screening platform based on a reconfigured sequencing instrument that can functionally evaluate millions of aptamer variants in parallel. Using MAPA, we identified multiple aptamer beacons for glucose, serotonin, and dopamine, and demonstrated that these beacons retain their sensing performance when translated from the on-chip surface-based MAPA format to a solution-based assay. We performed all three aptamer beacon experiments on a single MAPA chip, and even greater multiplexing should be possible, greatly accelerating the discovery of aptamer-based sensors for real-time molecular detection.

bioengineering↗

Theoretical framework and experimental validation of multiplexed analyte quantification using cross-reactive affinity reagents

Gold standard immunoassays depend on specific affinity reagents for accurate molecular quantification. Any cross-reactivity of affinity reagents, wherein the reagent non-specifically binds to unintended molecules, can create false positive binding signals and result in inaccurate quantification of analytes. Mitigating cross-reactivity represents one of the greatest challenges in molecular diagnostics, and remains an unsolved problem. To instead overcome the effects of cross-reactivity, we present a mathematical framework that uses generalized binding equations and noise estimation to enable the use of multiple cross-reactive reagents for multiplexed molecular quantification. As a proof-of-concept, we experimentally demonstrate accurate quantification of a small molecule for which no specific affinity reagents are available, even at high concentrations of a cross-reactive molecule. Furthermore, this robust schema yields well-defined bounds of quantification that make it easier to assess the quality of assay results and predicts under which conditions assay performance is likely to break down. This work turns cross-reactive affinity reagents, which were previously a liability, into an asset for achieving accurate quantification of analytes.

bioengineering↗

Real-Time Spatiotemporal Measurement of Extracellular Signaling Molecules Using an Aptamer Switch-Conjugated Hydrogel Matrix

Cells rely on secreted signaling molecules to coordinate essential biological functions including development, metabolism, and immunity. Unfortunately, such signaling processes remain difficult to measure with sufficient chemical specificity and temporal resolution. To address this need, we have developed an aptamer-conjugated hydrogel matrix that enables continuous fluorescent measurement of specific secreted analytes - in two dimensions, in real-time. As a proof of concept, we performed real-time imaging of Dictyostelium discoideum cells, a well-studied amoeba model wherein inter-cellular communication is performed though cAMP signaling. We engineered a set of aptamer switches that generate a rapid and reversible change in fluorescence in response to cAMP signals. By combining multiple switches with different dynamic ranges, we can measure cAMP concentrations spanning three orders of magnitude in a single experiment. These sensors are embedded within a biocompatible hydrogel on which cells are cultured and their cAMP secretions can be imaged using fluorescent microscopy. Using this aptamer-hydrogel material system, we achieved the first direct measurements of oscillatory cAMP signaling that correlate closely with previous indirect measurements. Using different aptamer switches, this approach could be generalized for measuring other secreted molecules to directly visualize diverse extracellular signaling processes and the biological effects that they trigger in recipient cells.

bioengineering↗