This section of my blog brings together key papers and insights from my Ph.D. journey, covering the full pipeline of aptamer-based sensing, from selection and screening to sequence maturation and sensor deployment in complex biological matrices. Most of my hands-on experience comes from electrochemical aptamer-based (E-AB) sensors, so the “translation” aspects here are naturally a bit biased. That said, these should be considered a practical guide rather than strict rules, particularly for other sensing platforms. A clearer understanding of the platform’s signaling mechanism is helpful. Without that, optimizing aptamer performance is mostly guesswork. I keep this section updated as the field evolves rapidly. If you are working on similar topics or would like to discuss any of these ideas, feel free to reach out at minh-dat.nguyen@usherbrooke.ca
General notes for selection
***Advances and challenges in small-molecule DNA aptamer isolation, characterization, and sensor development (long review) : https://doi.org/10.1002/anie.202008663
Aptamer selection using capture-SELEX (e.g, protocol, library, etc) : www.sciencedirect.com/science/article/abs/pii/S1046202316301220, https://www.science.org/doi/10.1126/science.abn9859
Aptamers are sensitive to ionic strength, which directly affects their ability to adopt the correct tertiary structure. Therefore, buffer conditions should be chosen to closely match those of the intended application. The applied selection pressure is critical. Even for the same ligand, different selection conditions can yield distinct aptamers.
Library length is also important, some time only a specific length library contains the functional sequence (affinity/selectivity) : https://pubs.acs.org/doi/10.1021/acscentsci.4c01377, https://www.science.org/doi/10.1126/science.abn9859, https://doi.org/10.1002/anie.202318665
Capture sequence composition is important to induce structure-switching/functional aptamer: Fig. S61 https://www.science.org/doi/10.1126/science.abn9859
Improved capture kinetic release (increased time incubation) : https://onlinelibrary.wiley.com/doi/10.1002/anie.202514445
Hybridization efficiency and hybridization stability to the capture strand : https://doi.org/10.1021/acs.biochem.5c00778
Selection strategies: standard, target derivatization/complexation https://www.nature.com/articles/nchem.2058, N8 scaffold for TWJ receptors https://pubs.acs.org/doi/10.1021/ja2084256, functional group based approach https://www.science.org/doi/10.1126/science.abn9859.
Ligand binding should not be assumed to proceed via displacement or release mechanisms; aptamer structural switching can follow a range of alternative pathways : Fig. 4 https://pubs.acs.org/doi/10.1021/acssensors.8b00516
Microfluidic-assisted selection
Microfluidic-based aptamer selection platforms can be broadly categorized into on-chip and off-chip designs. In fully integrated on-chip systems, key steps such as target binding, partitioning, concentration, and PCR amplification of selected binders are performed within the microfluidic device. Alternatively, hybrid approaches use microfluidics for selection and enrichment, while amplification and processing steps (e.g., PCR) are carried out off-chip using conventional laboratory equipment.
Aptamer selection via microfluidic platforms and their diverse applications : https://doi.org/10.1039/d4lc00859f
Microfluidic platform for efficient screening of advanced glycation end products aptamer : https://doi.org/10.1016/j.bios.2024.117038
Dynamic selection of high-affinity aptamers using a magnetically activated continuous deflection microfluidic chip : https://doi.org/10.1039/D4CC00229F
A high-dimensional microfluidic approach for selection of aptamers with programmable binding affinities : https://doi.org/10.1038/s41557-023-01207-z
Microfluidic methods for aptamer selection and characterization : https://doi.org/10.1039/C7AN01046J
General notes for screening
Sequencing result analysis : fastaptamer2.missouri.edu/
Sequence aligment : http://multalin.toulouse.inra.fr/multalin/example.html
G-quadruplex prediction : https://bioinformatics.ramapo.edu/QGRS/index.php
Secondary structure prediction : www.unafold.org/mfold/applications/dna-folding-form.php , nupack.org/
Initial screening using the dye/strand displacement assay (detailed protocol) : www.science.org/doi/10.1126/science.abn9859
Eps2Fold: a rapid method to characterize G-quadruplex DNA structures using single absorbance spectra : https://academic.oup.com/nar/article/53/18/gkaf953/8267757
UT Austin aptamer database (over 1,400 aptamers) : sites.utexas.edu/aptamerdatabase/
Solution-based techniques : A range of solution-based techniques can be used to characterize aptamers, including determining binding affinity and thermodynamic parameters, as well as verifying whether they undergo structural changes upon ligand recognition, as expected from capture-SELEX-derived aptamers. A combination of complementary techniques is highly recommended.
***Widespread omission of aptamer-target binding verification in aptasensor development : https://chemrxiv.org/doi/full/10.26434/chemrxiv.15001564/v1
***Solution-based biophysical characterization of conformation change in structure-switching aptamers (technique review) : doi.org/10.1017/S0033583524000076
***A roadmap for reliable determination of aptamer−target equilibrium dissociation constants : https://doi.org/10.1021/acssensors.6c00130
Isothermal titration calorimetry (summary, explanation, experiment design for non-experts) : japtamers.co.uk/isothermal-titration-calorimetry-studies-of-aptamer-small-molecule-interactions-practicalities-and-pitfalls/
Nuclear resonance magnetic spectroscopy (experimental guide for non-experts) : japtamers.co.uk/wp-content/uploads/2020/11/Churcher.pdf
Circular dischroism spectroscopy : https://link.springer.com/protocol/10.1007/978-1-0716-2695-5_9
Fluorescence polarization : https://pubs.acs.org/doi/10.1021/jacs.2c00478
FRET : https://www.science.org/doi/10.1126/science.aao6750, review https://doi.org/10.1002/anie.202207188
Surface-based techniques are also used to characterize the aptamer binding kinetics when tethered on surface
Redox-based approach such as electrochemical impedance spectroscopy allows to monitor the binding-induced electron transfer rate: https://doi.org/10.1016/j.bios.2024.116680
Surface plasmon resonance : directly attached aptamer https://pubs.acs.org/doi/10.1021/acs.analchem.2c04192, competitive assay format https://pubs.acs.org/doi/10.1021/acs.analchem.4c04120, splitting aptamer format https://doi.org/10.1039/D4AN01226G
Bio-layer interferometry : https://pubs.acs.org/doi/10.1021/acssensors.3c02004
Quartz crystal microbalance with dissipation monitoring : https://pubs.acs.org/doi/10.1021/acsnano.3c05377
Fluorescent assay combined with microfluidic system : https://pubs.acs.org/doi/10.1021/acsnano.5c19596
Binding site mapping : https://www.nature.com/articles/s41565-023-01591-0, https://pubs.acs.org/doi/10.1021/jacsau.3c00781
Sequence trimming/truncation : exonuclease assay, docking
Mismatch based design to tune the signaling magnitude and sensitivity : https://doi.org/10.1002/anse.202500077
Circular permutation : https://pubs.acs.org/doi/10.1021/jacsau.3c00781, https://chemrxiv.org/doi/full/10.26434/chemrxiv.15000729/v1, https://pmc.ncbi.nlm.nih.gov/articles/PMC3866043/
Insertion-(re)selection : https://www.science.org/doi/10.1126/science.abn9859, https://pubs.acs.org/doi/10.1021/jacsau.3c00781
Motif SELEX : https://pubs.acs.org/doi/full/10.1021/jacs.4c17041
Spilitting aptamer (not really generalizable to many aptamers and splitting ability is structure-dependent) : https://pubs.rsc.org/en/content/articlelanding/2025/an/d4an01226g
Modular aptamer switch design : https://doi.org/10.1002/adma.202304410, fluorescent modification https://doi.org/10.1093/nar/gkaf1346
Structure-guided dimer assembly to improve binding affinity : https://doi.org/10.1021/acs.analchem.6c00265
Suggested signaling mechanisms
Binding-induced changes in electron transfer rate : https://doi.org/10.1002/elan.200804564
Redox-ligand competition (MN19 aptamer) : https://doi.org/10.1002/chem.202300618
Aptamer adaptation strategies
In general, the SELEX-derived original aptamers should be re-designed to adapt to the electrode surface. Many strategies would be used to re-engineering the aptamers. Truncation is the most generabilizable approach but there are still other techniques that would enable functional sensors when rationnally employed.
Truncation and antisense design : https://pmc.ncbi.nlm.nih.gov/articles/PMC3866043/
Allosteric inhibitor: https://pubs.acs.org/doi/10.1021/ja304672h
Mismatch based design to tune the signaling magnitude and sensitivity : https://doi.org/10.1002/anse.202500077
Circular permutation : https://pubs.acs.org/doi/10.1021/jacsau.3c00781, https://chemrxiv.org/doi/full/10.26434/chemrxiv.15000729/v1, https://pmc.ncbi.nlm.nih.gov/articles/PMC3866043/
Spilitting aptamer (not really generalizable to many aptamers and splitting ability is structure-dependent) : https://pubs.rsc.org/en/content/articlelanding/2025/an/d4an01226g
Biophysics-guided aptamer translation
Redox-modified aptamers are expensive so it would be practical to perform the translation step using the label-free aptamers. It is demonstrated that the change in binding enthalpy could be a good predictor for the functional electrochemical sensors. Therefore, enthalpy-guided sequence optimization could be conducted using ITC.
Biophysics-guided aptamer re-engineering : https://doi.org/10.1002/anse.202500077, https://doi.org/10.1021/acs.bioconjchem.2c00275
The positioning of the redox reporter significantly influences sensor performance, and structure-informed sequence redesign can help generate functional sensors : https : //www.biorxiv.org/content/10.1101/2025.11.27.690961v1.full.pdf, https://www.nature.com/articles/s41565-023-01591-0, https://www.sciencedirect.com/science/article/abs/pii/S0003267020311223
E-AB sensor fabrication protocol : https://www.nature.com/articles/nprot.2007.413
Electrochemical techniques used for sensor interrogation : https://doi.org/10.1039/D3SD00083D, https://doi.org/10.1021/acselectrochem.5c00316
Folding-based electrochemical biosensors: The case for responsive nucleic acid architectures : https://pubs.acs.org/doi/10.1021/ar900165x
***EAB sensors with tunable detection range (review) : https://pubs.acs.org/doi/10.1021/acs.analchem.2c04498
To some extent, increasing aptamer density can enhance the signal, but this effect is not universally generalizable across all aptamer sequences. As such, optimization is necessary to identify the optimal packing density for each aptamer.
Increased amplitude in SWV can increase signal : https://pubs.acs.org/doi/10.1021/acs.analchem.6b03227
Target-assisted immobilization : https://pubs.acs.org/doi/10.1021/acsami.0c20707. Of note, the target concentration and the ionic strength of the binding buffer during sensor fabrication should be tailored to each aptamer.
Co-deposition of aptamer and alkanthiol layer : https://pubs.acs.org/doi/abs/10.1021/acs.langmuir.4c00585
Different monolayers (e.g., carboxylate terminated) : https://pubs.acs.org/doi/10.1021/acsami.4c21790
Ferricyanide-mediated supports ultrasensitive analysis of cardiac troponin I in clinical samples : https://pubs.acs.org/doi/abs/10.1021/acs.langmuir.4c01979
Nanoconfined constructs for EAB sensors : https://doi.org/10.1016/j.coelec.2025.101695
Can calibration-free sensors be realized? https://doi.org/10.1021/acssensors.6b00247
Calibration-free measurements : https://pubs.acs.org/doi/10.1021/jacs.7b05412
Kinetic differential measuremens (KDM) : https://pmc.ncbi.nlm.nih.gov/articles/PMC8976050/
Calibration-free FT-EIS : https://pubs.acs.org/doi/10.1021/acssensors.3c00632
Dual-frequency and ratiometric approaches (rKDM) : https://pubs.acs.org/doi/10.1021/acssensors.4c00516
Corection of pH-induced signal variations : https://pubs.acs.org/doi/10.1021/acssensors.6c00737
Sensor degradation studies
Signal drift mechanism and wave-form effects on signal degradation : https://pubs.acs.org/doi/10.1021/acssensors.1c01183
Blood component effects : https://pubs.acs.org/doi/10.1021/acssensors.5c01267
Signaling decay in SWV : https://pubs.acs.org/doi/10.1021/acs.analchem.2c05158
Nuclease hydrolysis effects : https://pubs.acs.org/doi/10.1021/acs.langmuir.1c03236
New monolayers
Lubricin (proteoglycan 4; PRG4)-derived glycocalyx layer : https://pubs.acs.org/doi/10.1021/acssensors.6c00192
Zwitterionic membranes and zwitterion-based blocking layers with antifouling properties : https://doi.org/10.1021/acssensors.2c02403, https://pubs.acs.org/doi/abs/10.1021/acsapm.5c02297
Biomimetic phosphatidylcholine-terminated monolayer: https://onlinelibrary.wiley.com/doi/10.1002/anie.201700748
Surface charge effects of monovalent and zwitterionic monolayers to differentiate structurally similar aminoglycosides : https://doi.org/10.1016/j.bios.2025.117229
Tetra-polyethylene glycol : https://doi.org/10.1021/acsami.5c25540
Au–C≡C anchoring group : https://doi.org/10.1039/D6SC02701F
Aptamer enantiomeric inversion
Mirror-image L-DNA aptamers: https://pubs.acs.org/doi/10.1021/jacs.5c22265
Xenonucleic acid-based aptamer (maybe abolish initial aptamer functionality as every small modification in the aptamer structure could kill its function): https://pubs.acs.org/doi/10.1021/jacs.5c22605
Other strategies
Implantable hydrogel-protective: https://pubs.acs.org/doi/10.1021/acsnano.3c06520
Serum proteins-coagulated using thrombin followed by filtration to remove the coagulated material: https://www.nature.com/articles/s44328-025-00066-7
Nafion coated nanopore electrode : https://doi.org/10.1039/D4FD00144C
Proteins
C-reactive protein : https://doi.org/10.1021/acsabm.4c00061; streptavidin-driven artifacts for CRP : https://doi.org/10.26434/chemrxiv.15001875/v1
Platelet-derived growth factor : https://pubs.acs.org/doi/10.1021/ac061592s
Thrombin : https://pubs.acs.org/doi/10.1021/la800801v, https://pubs.acs.org/doi/10.1021/ar900165x
Small molecules (followed by alphabetical order)
Aminoglycosides (Kanamycin) : https://pubs.acs.org/doi/10.1021/jacs.5c22605, new Kanamycin A aptamer https://doi.org/10.1021/acs.biochem.5c00778, new Tobramycin aptamer https://doi.org/10.1016/j.bios.2026.118569
Adenosine/ATP/ADP/AMP : https://pubs.rsc.org/en/content/articlelanding/2010/an/b921253a, https://pubs.acs.org/doi/10.1021/acssensors.3c01624, https://pubs.acs.org/doi/10.1021/acsami.0c20707, https://pubs.acs.org/doi/10.1021/acselectrochem.5c00341, new ATP aptamer https://onlinelibrary.wiley.com/doi/10.1002/smll.202508898
Cocaine : Old TWJ cocaine/quinine aptamer https://pubs.acs.org/doi/10.1021/ja806531z, new cocaine selective aptamer https://pubs.acs.org/doi/10.1021/jacs.3c11350, four generations of cocaine aptamer https://doi.org/10.1021/jacsau.3c00781
Cortisol : https://doi.org/10.1021/acssensors.2c02403, https://doi.org/10.1016/j.snb.2025.138284
Dopamine : DA-3bp https://pubs.acs.org/doi/10.1021/acselectrochem.5c00341, DA-Mut3-Del6 https://chemistry-europe.onlinelibrary.wiley.com/doi/full/10.1002/cbic.202400493, RKEC1 MB internal construct https://www.biorxiv.org/content/10.1101/2025.11.27.690961v1, new Dopamine aptamer (mutant) https://doi.org/10.1039/D5SC09660J
Doxurorubicin : https://pubs.rsc.org/en/content/articlelanding/2021/cc/d1cc04557a
Emtricitabine : https://doi.org/10.1002/adsr.202400191
Fentanyl : https://doi.org/10.1021/acs.analchem.3c04104
Glucose : https://pubs.acs.org/doi/10.1021/acssensors.3c01624, https://advanced.onlinelibrary.wiley.com/doi/full/10.1002/adma.202313743
Irinotecan : https://pubs.rsc.org/en/content/articlelanding/2019/sc/c9sc01495k, https://doi.org/10.1021/acs.analchem.2c00829
L-Phenyalanine : https://pubs.acs.org/doi/full/10.1021/acs.analchem.0c05024
L-Tryptophan : https://link.springer.com/article/10.1007/s00216-019-01645-0, https://pubs.acs.org/doi/10.1021/acsnano.4c06813
L-/D-Lactate : https://advanced.onlinelibrary.wiley.com/doi/full/10.1002/adma.202313743, new Lactate aptamer https://doi.org/10.1021/acs.analchem.5c07149
Methotrexate : MTX1-stem 4 https://pubs.acs.org/doi/10.1021/acssensors.2c01894, HMX24 https://doi.org/10.1016/j.bios.2024.116680, https://doi.org/10.1021/acsptsci.6c00142
Ochratoxin A : https://pubs.acs.org/doi/10.1021/acs.analchem.2c03566
Serotonin : https://pubs.acs.org/doi/10.1021/acs.langmuir.5c01725, https://pubs.acs.org/doi/full/10.1021/acs.analchem.2c05335
Theophylline : https://iopscience.iop.org/article/10.1149/2754-2726/ad71de
Uric acid : https://pubs.acs.org/doi/10.1021/acs.analchem.5c01312
Vancomycin : van-45 https://pubs.acs.org/doi/10.1021/acssensors.9b01616, van-28 https://pubs.acs.org/doi/full/10.1021/acsami.4c21790, clinical pilot study https://www.nature.com/articles/s41587-026-03010-w, plasma-to-interstitial-fluid study https://www.mdpi.com/1424-8220/26/7/2233
Multiplexed sensing
Cocaine and dopamine : https://doi.org/10.1039/D4CC01452A
Methotrexate and its metabolite DAMPA : https://chemrxiv.org/doi/full/10.26434/chemrxiv.15000729/v1
Smart closed-loop systems in personalized healthcare: advances and outlook (long review) : https://doi.org/10.1002/admt.202502260
Conformational-switch biosensors as novel tools to support continuous, real-time molecular monitoring in lab-on-a-chip devices (review) : https://doi.org/10.1039/D2LC00716A
Goal of closed-loop systems and their requirements : https://blog.johner-institute.com/regulatory-affairs/closed-loop-systems/
Closed-loop system for control of medically induced coma and other states of anesthesia : https://iopscience.iop.org/article/10.1088/1741-2560/13/6/066019
***Closed-loop administration of general anaesthesia: from sensor to medical device : https://doi.org/10.1515/pthp-2017-0017
PID system for adjusting vancomycin dosing: https://pubs.acs.org/doi/10.1021/acssensors.9b01616
Closed-loop system for continuous infusion of muscle relaxants : https://doi.org/10.1016/S0025-6196(12)60901-X
Simple minimally-invasive automatic antidote delivery device A2D2 towards closed-loop reversal of opioid overdose : https://doi.org/10.1016/j.jconrel.2019.05.04
Electrochemical pump for remotely controlled, on-demand drug delivery : https://doi.org/10.1039/D5LC00708A
***Cross-reactive chemical sensor arrays: https://pubs.acs.org/doi/10.1021/cr980102w
***Generation of species cross-reactive aptamers using “Toggle” SELEX : https://doi.org/10.1006/mthe.2001.0495
***Cross-reactive/Class-specific aptamer selection (Toggle SELEX): https://www.sciencedirect.com/science/article/pii/S1525001601904952, https://academic.oup.com/nar/article/47/12/e71/5423605
Cross-reactive TWJ aptamer array: https://pubs.acs.org/doi/10.1021/ja2084256
Cross-reactive aptamers for the detection of 24 quinolones : https://doi.org/10.1021/acs.analchem.4c00616
Discrimination of structurally similar adenosine phosphates : https://doi.org/10.1016/j.talanta.2026.129808
Rational selection of minimal sensor arrays : https://doi.org/10.1021/acs.analchem.5c07372
Sensor array for accurate discrimination and quantification of tetracyclines : https://pubs.acs.org/doi/10.1021/acs.analchem.6c01082
Current platforms and emerging methods : https://pubs.acs.org/doi/10.1021/acs.analchem.5c02331
A review of CYP-mediated drug Interactions: mechanisms and in vitro drug-drug interaction assessment : https://doi.org/10.3390/biom14010099
Aptamer-enabled probing nanoscale biological membranes (i.e., aptamer selection, assay development, clinical analysis, biomarker discovery) : https://doi.org/10.1021/acs.nanolett.6c00387
Multi-well aptasensor platform : https://www.science.org/doi/10.1126/sciadv.adn5875
High-throughput phenotypic screen to identify FoxP3 regulators in primary T cells : https://doi.org/10.1021/acschembio.5c01019
An aminoglycoside microarray platform : https://doi.org/10.1021/bi701071h
Electrochemical Methods : Fundamentals and Applications, Allen J. Bard, Larry R. Faulkner, Henry S. White.
Algorithm-powered analyzer for continuous electrochemistry (A-PACE) : https://doi.org/10.1101/2025.09.28.678418
Software for the analysis and continuous monitoring of electrochemical systems (SACMES) : https://doi.org/10.1021/acs.analchem.9b02553
Daniel Carroll's electrochemical blog : https://danielpatrickcarroll.substack.com/p/electrochemical-insights-weekly-2d3
Chemometrics for Pattern Recognition, Richard G. Brereton.
Multivariate chemical analysis: From sensors to sensor arrays: https://www.sciencedirect.com/science/article/abs/pii/S100184172300918X
Groups working on cross-reactive arrays:
Eric Asylin (U. Texas at Austin) https://anslyn.cm.utexas.edu/AnslynWebsite/EricVAnslyn.html
Vincent Rotello (U. Massachusetts at Amherst) https://elements.chem.umass.edu/rotellogroup/
Other blogs
https://proseandpassion.blogspot.com/p/michael-gross-science-writer.html
https://chemjobber.blogspot.com/2026/04/the-2026-chemistry-faculty-jobs-list.html
Research/teaching statement example
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