Engineering · Research topic

Open research questions in Biosensors and Analytical Detection

222 gap statements mined from Biosensors and Analytical Detection papers in our 4.5M-paper local library, which holds 2,026 papers on the topic — drawn mostly from each paper's own stated research gap, future-work, challenge and limitation notes, and its abstract. The ones listed below are a selection still marked open; each names the study that raised it, with a DOI link where the paper has one.

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What the literature leaves open

  • The need to reduce costs and accelerate development of point-of-care diagnostics. The challenge of producing diagnostics that can be used in resource-limited settings. The difficulty of detecting disease biomarkers with high sensitivity and specificity using low-cost assays.

    A Nanobody-Based Lateral Flow Assay for Point-of-Care Diagnostics · 2026 · DOI
  • The study does not provide a comprehensive comparison with other diagnostic methods. The assay's performance in real-world settings is not evaluated. The study relies on a limited number of experiments and samples.

    A Nanobody-Based Lateral Flow Assay for Point-of-Care Diagnostics · 2026 · DOI
  • The lack of a portable and rapid nucleic acid detection platform for point-of-care testing. The limitations of current RT-qPCR instruments in terms of size, complexity, and operational requirements. The need for a unified microfluidic device that integrates multiple functional components for nucleic acid detection.

    A Portable Dual-Mode Microfluidic Device Integrating RT-qPCR and RT-LAMP for Rapid Nucleic Acid Detection in Point-of-Care Testing · 2026 · DOI
  • Conventional molecular assays are limited by their dependence on sophisticated instrumentation and trained personnel. There is a need for rapid, reliable, and cost-effective detection methods for GM-derived ingredients. Existing methods do not address the need for on-site GMO screening.

    Development of a Gold Nanoparticle-Based Amplification-Free Nanobiosensor for Rapid DNA Detection Supported by Machine Learning · 2026 · DOI
  • Signal-encoding limitations, including the need for high-dimensional detection and accurate measurement of multiple analytes. Computational limitations, including the need for strong methods to minimize errors that come from measuring multiple analytes.

    Evolution of Next-Generation Multiplex Lateral Flow Immunoassays: From Engineered Nanomaterials to AI-Driven Detection · 2026 · DOI
  • Traditional gold nanoparticles-labeled lateral flow assays have insufficient signal strength when detecting nucleic acids. The need for rapid, sensitive, and user-friendly pathogen detection methods. The lack of efficient and easy-to-operate solutions for the visual detection of foodborne pathogens.

    Polystyrene Microsphere-Labeled Lateral Flow Assay for the Visual Detection of Foodborne Pathogens · 2026 · DOI
  • The paper identifies the need for robust synthetic recognition elements for point-of-care nucleic acid tests. It also mentions the challenge of minimizing non-specific background signals in paper-based assays. The paper notes the importance of optimizing the components of the NAVF platform to improve sensitivity and reduce non-specific adsorption.

    Molecularly Imprinted Polymers as Biomimetic Test Zones in Paper-Based Nucleic Acid Assays—Comparing Vertical and Lateral Flow Formats · 2026 · DOI
  • The need to optimize the conditions for the colorimetric sensor to exhibit a linear response toward phenylephrine. The potential interference from common interferents such as ascorbic acid, dopamine, uric acid, and glucose. The requirement for a stable and reliable sensing platform.

    Selective Colorimetric Determination of Phenylephrine Using a Prussian Blue Nanoparticle-Modified Paper-Based Sensor · 2026 · DOI
  • Conventional methods are labor-intensive, time-consuming, and require a laboratory setting. Existing diagnostic approaches often fail to meet the speed and accessibility requirements for field deployment.

    Portable Dual-Mode Biosensor for Quantitative Determination of Salmonella in Lateral Flow Assays Using Machine Learning and Smartphone-Assisted Operation · 2026 · DOI
  • The limited effectiveness of optical methods in detecting infectious particles.

    Long-Term Stable Biosensing Using Multiscale Biostructure-Preserving Metal Thin Films · 2026 · DOI
  • The platform may not be suitable for decentralized or resource-limited settings due to infrastructure requirements. The study only tested 80 specimens collected from CKD patients.

    Rapid Finger-Pump Microfluidic Paper-Based Assay Platform for Monitoring Calcium Ions in Human Biofluids · 2026 · DOI
  • Developing more compact and inexpensive platforms that can quantify calcium accurately without auxiliary instrumentation. Investigating the use of the platform in decentralized or resource-limited settings. Exploring the potential of the platform for multiplexing and sensitive readouts.

    Rapid Finger-Pump Microfluidic Paper-Based Assay Platform for Monitoring Calcium Ions in Human Biofluids · 2026 · DOI
  • Further research on the long-term stability of the assays, - Investigation of the assays' performance on other plant pathogens, - Development of more sensitive and specific detection…

    Development and Comparison of Visual Colorimetric Endpoint LAMP and Real-Time LAMP-SYBR Green I Assays for Alternaria alternata (Fr.) Keissl in European Plum · 2026 · DOI
  • Improving the dynamic range and sensitivity of the colorimetric readout. Developing automated paper-based valves to reduce user intervention. Exploring applications of the μPAD-based RPA-CRISPR/Cas12a colorimetric platform beyond HPV screening.

    Integrated Colorimetric CRISPR/Cas12a Detection of Double-Stranded DNA on Microfluidic Paper-Based Analytical Devices · 2026 · DOI
  • Optimizing thermal cycling uniformity in TV-qPCR, - Improving temperature module stability during high-throughput testing, - Exploring applications of the dual-mode platform in various…

    A Portable Dual-Mode Microfluidic Device Integrating RT-qPCR and RT-LAMP for Rapid Nucleic Acid Detection in Point-of-Care Testing · 2026 · DOI
  • Decreased binding efficiency, increased noise, reduced signal-to-noise ratio, and overall lack of reproducibility and reliability in complex clinical samples - Biofouling, non-specific adsorption, and molecular interferences can affect the reliability of the signals - Batch consistency and standardization in compliance with regulations are yet to be…

    Point-of-Care Electrochemical Diagnostic Developments for Multidrug-Resistant Bacteria: Role of Aptamers and Nanomaterials · 2026 · DOI
  • Extensive validation and optimization were limited to key reaction parameters, - The presence of at least one sample carrying the minor genotype (MGF = 0.08) was considered sufficient to evaluate assay performance, - The study was limited to a small number of samples…

    Rapid Forensic DNA Profiling via Real-Time Recombinase Polymerase Amplification of InDel Markers · 2026 · DOI
  • Further optimization, such as refined probe design and selection of robust loci, - Integration into portable lab-on-a-chip platforms for rapid, field-deployable forensic…

    Rapid Forensic DNA Profiling via Real-Time Recombinase Polymerase Amplification of InDel Markers · 2026 · DOI
  • Addressing the engineering bottlenecks that remain, - Developing more robust correction algorithms for environmental interference and motion…

    Advances in Portable and Wearable Sensing Systems for Biochemical Monitoring · 2026 · DOI
  • The storage stability of the electrodes is limited to 3 days, - The electrodes may deteriorate in recognition performance due to the collapse of imprinted sites or deactivation of surface active sites, - Further optimization of storage conditions is needed to extend the shelf life…

    Label-Free Impedimetric Biosensor Based on Molecularly Imprinted PPy/MWCNTs Nanocomposites for Sensitive and Selective Detection of Escherichia coli · 2026 · DOI
  • Further optimization of storage conditions to extend the shelf life of the electrodes, - Investigation of the sensor's performance in more complex samples, - Development of methods to improve the sensor's stability…

    Label-Free Impedimetric Biosensor Based on Molecularly Imprinted PPy/MWCNTs Nanocomposites for Sensitive and Selective Detection of Escherichia coli · 2026 · DOI
  • The study used a limited number of '28 clinical and environmental samples', - The method relies on expensive equipment such as the ABI 7500 real-time quantitative PCR instrument, - The study did not investigate the cost-effectiveness of the MIRA-PfAgo…

    Establishment of a Rapid Escherichia coli Detection Method Based on MIRA-PfAgo · 2026 · DOI
  • Investigating the cost-effectiveness of the MIRA-PfAgo assay, - Exploring the application of the MIRA-PfAgo assay in resource-limited settings, - Developing the MIRA-PfAgo assay for detection of other…

    Establishment of a Rapid Escherichia coli Detection Method Based on MIRA-PfAgo · 2026 · DOI
  • The study has not yet encompassed the full spectrum of clinically relevant concentrations, - The system using the photoresistors showed limited repeatability, - The photodiodes did not demonstrate promising performance, - The necessity for highly specialised or costly equipment may still exist, - The study focused on demonstrating the fundamental feasibility of using such sensors within an integrated analytical…

    A Comparison of Cost-Effective Sensors for a Fluorescence-Based Detection System Used in Biodiagnostic Devices · 2026 · DOI
  • Further enhancements are needed to improve the system's performance, - The full spectrum of clinically relevant concentrations should be encompassed, - Other cost-effective sensors should be investigated, - The system should be tested with different…

    A Comparison of Cost-Effective Sensors for a Fluorescence-Based Detection System Used in Biodiagnostic Devices · 2026 · DOI

Most-cited papers in Biosensors and Analytical Detection

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Related topics in Engineering

Open questions raised by papers listed on this page include: (1) The lack of a portable and rapid nucleic acid detection platform for point-of-care testing (“A Portable Dual-Mode Microfluidic Device Integrating RT-qPCR and RT-LAMP for…”, 2026); (2) There is a need for rapid, reliable, and cost-effective detection methods for GM-derived ingredients (“Development of a Gold Nanoparticle-Based Amplification-Free Nanobiosensor for…”, 2026); (3) The lack of efficient and easy-to-operate solutions for the visual detection of foodborne pathogens (“Polystyrene Microsphere-Labeled Lateral Flow Assay for the Visual Detection of…”, 2026). 222 gap statements have been mined from Biosensors and Analytical Detection papers in our 4.5M-paper local library, which holds 2,026 papers on the topic; the gaps come from whichever of those papers state one. They are mostly the research gaps the authors state and the papers' abstracts, plus future-work, limitations and challenges passages. The ones listed below are a selection still marked open; each names the study that raised it, with a DOI link where the paper has one, so you can read the original claim in context.

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