Library · Biology & lab methods
What Receptor Binding Kinetics & SPR got wrong, from 26 theses
Summary written by a model from the records below: The records document recurring experimental hurdles encountered when quantifying receptor binding interactions and surface plasmon resonance responses across diverse molecular systems. Investigators frequently faced disruptions caused by non-specific binding, surface immobilization artifacts, instrument sensitivity constraints, mathematical fitting anomalies, and mass transport limitations. These records come from graduate theses, 2021 to 2025, each labeled with its degree where the repository states it, and each links to its thesis. They were extracted by language models reading the full text, so treat each as a lead to read, not a verdict.
Plus 7 problems the authors left open, listed at the end.
Failure modes, by theses reporting them
Select a mode to jump to its records.
Non-specific background binding and surface fouling mask specific receptor interactions
Assays and sensor surfaces frequently suffered from non-selective protein deposition, hydrophobic adsorption, and electrostatic background binding that equaled or exceeded target signals. These non-specific interactions caused false positives during screening and obscured saturable high-affinity binding sites.
Tried and failed
surface plasmon resonance and quartz crystal microbalance applied to protein binding and unbinding kinetics. Reason: severe protein aggregation and irreversible non-specific deposition formed thick layers on the sensor surface
Biophysical Dynamics Of Rgs-Lov Proteins As Systems For Light-Induced Membrane Recruitment · Penn · PhD
Tried and failed
affinity enrichment without signal amplification applied to secreted glycoproteins in serum-containing media. Outcome: no signal. Reason: Non-specific binding of high-abundance background proteins overwhelmed target glycoprotein detection.
MS-Based Chemical Proteomics Studies of Extracellular Glycoproteins: Identification, Quantification, and Dynamics · Georgia Tech · PhD
Tried and failed
liposome sedimentation assay for membrane protein recruitment applied to protein-protein complex recruitment to lipid membranes. Outcome: no signal. Reason: proteins exhibited high non-specific intrinsic binding to synthetic liposomes without target complex present
STRUCTURAL AND BIOCHEMICAL MECHANISMS OF THE ACTIVATION OF ARF1 AT THE GOLGI · Cornell · PhD
Tried and failed
SPME-based measurement of specific protein binding affinity applied to long-chain hydrophobic surfactant-protein interactions. Outcome: no signal. Reason: Non-specific sorption dominated, masking any saturable high-affinity specific binding sites on the protein
Toxic Effects and Exposure of Per- and Polyfluoroalkyl Substances in Cell-based Bioassays · Tübingen · PhD
Lost to a baseline
Hydrophobic long-chain alkanethiol SAM-functionalized Au surfaces exhibited significantly stronger non-selective binding (NSB) of BSA compared to polystyrene 96-well ELISA plates and hydrophilic dextran-functionalized CM5 chips
Methods to Improve the Stability and Selectivity of Electronic Biosensors · Georgia Tech · PhD
Considered and rejected
Considered and rejected: Rejected poly-L-lysine (PLL) slide coating due to prominent non-specific probe binding background
Single-cell imaging assay for rapid antimicrobial resistance testing · Oxford · Master's
Considered and rejected
Considered and rejected: Ceased testing synthetic peptide binders (RRGW, WGRR, Fc-III-4C) because binding signal was below or equivalent to non-specific background binding to ELISA plates.
Collagen Anchoring Agonist Antibodies for Cancer Immunotherapy · MIT · PhD
Tried and failed
screening cyclic peptide libraries at low ionic strength applied to protein-protein interaction inhibitor discovery. Reason: low ionic strength causes non-specific electrostatic binding and high false-positive rates
Discovery of macrocyclic inhibitors of challenging protein-protein interactions · EPFL · PhD
Tried and failed
ELISA screening of bacterial expression clones applied to single-domain antibody selection. Reason: Screening selected non-specific plastic-binding clones rather than target-specific binders, generating false positives.
Targeting anti-PD-1 and anti-PD-L1 single-domain antibodies to the tumour microenvironment via matrix metalloproteinase activity · Imperial · PhD
Tried and failed
baculovirus particle ELISA using recommended coating dilution applied to antibody specificity screening. Reason: Recommended dilution caused false positive non-specific binding from direct antibody binding to the microplate
Specificity and other Biophysical Properties to Guide Developability of Agonistic Bispecific Antibodies · Harvard · Master's
Considered and rejected
Considered and rejected: Rejected direct physical adsorption antibody immobilization due to excessive non-specific binding and non-uniform patchiness across gold wires.
Microfluidics Sensor to Detect Water Salinity and Bacteria Using Optical and Electrical Methods · York University · Master's
Surface immobilization and functionalization conditions disrupt sensor and receptor stability
Covalent amine coupling, cross-linker over-incubation, and high packing densities frequently caused low coupling efficiency, steric hindrance, or loss of protein oligomerization. In addition, immobilized empty heterodimers dissociated in the absence of ligands and harsh regeneration washes rapidly degraded sensor surface binding capacity.
Tried and failed
amine coupling surface plasmon resonance immobilisation applied to recombinant protein on sensor chip. Reason: protein failed to immobilise under standard low pH sodium acetate buffer conditions
Targeting anti-PD-1 and anti-PD-L1 single-domain antibodies to the tumour microenvironment via matrix metalloproteinase activity · Imperial · PhD
Tried and failed
high surface density ligand immobilization applied to biosensor nanoparticle binding detection. Outcome: worse than baseline. Reason: excessive surface packing density caused severe steric hindrance that impeded analyte binding kinetics and affinity
DIRECT DETECTION OF EXTRACELLAR VESICLE TRANSMEMBRANE PROTEIN – ANTIBODY INTERACTIONS USING SURFACE PLASMON RESONANCE BIOSENSORS · Cornell · PhD
Considered and rejected
Considered and rejected: Rejected amine coupling of galectins directly to SPR chips because covalent immobilization disrupted oligomerization and caused loss of binding activity.
Defining the mechanism of galectin-3-mediated TGF-β1 activation and its role in lung fibrosis · Nottingham · PhD
Considered and rejected
Considered and rejected: Rejected long-linker biotinylation reagents (20,000 g/mol) despite superior MACS capture efficiency due to steric hindrance attenuating scFv-antigen binding.
Developing an antibody discovery platform for targeting membrane proteins via cell-cell screening · Johns Hopkins · PhD
Physical and optical sensor constraints restrict binding detection across challenging analytes
Optical biosensors and calorimetry platforms encountered severe sensitivity limits when analyzing low refractive index shifts, small molecular weight ions, or highly heterogeneous targets. Furthermore, requirements for high protein concentrations caused unwanted target oligomerization or precipitation that invalidated affinity measurements.
Tried and failed
responsive polymer shell coating for plasmonic biosensing applied to protein detection via LSPR shifts. Outcome: no signal. Reason: Target protein binding caused no concentration-dependent localized surface plasmon resonance wavelength shifts across various polymerizations
Impact of synthesis technique and compositon of polymer coatings for semiselective gold nanoshell-based biosensors · UT Austin · PhD
Tried and failed
direct protein physisorption onto sensor surface applied to optical biosensing transducers. Outcome: no signal. Reason: insufficient surface binding density or low refractive index contrast prevents measurable optical resonance shifts
All-Dielectric Nanophotonic via Glass Fluid Instabilities · EPFL · PhD
Considered and rejected
Considered and rejected: Rejected surface plasmon resonance (SPR), ITC, and MST for determining ion binding affinity due to molecular weight mismatch or redox metal instability, proposing DSF instead
Copper A Novel Regulator Of Perk · Penn · PhD
Considered and rejected
Considered and rejected: Rejected using isothermal titration calorimetry (ITC) and surface plasmon resonance (SPR) for the benzophenanthridinone class (968) due to high protein concentration requirements where GAC forms dimers/tetramers rather than binding monomers.
THE ALLOSTERIC REGULATION OF GLUTAMINASE ENZYMES: DRIVING GLUTAMINE CATABOLISM IN CANCER CELLS · Cornell · PhD
Considered and rejected
Considered and rejected: Standard binding assays (QCM, SPR, floatation assays, fluorimetry, calorimetry) were rejected in favor of high-throughput AR-SHS because QCM loses sensitivity below nanogram protein weights, SPR requires kinetic modeling limiting sensitivity to the micromolar range, fluorimetry requires labeling that perturbs native binding affinity, and calorimetry lacks binding-event specificity.
Second harmonic scattering of water in a biological context · EPFL · PhD
Considered and rejected
Considered and rejected: Rejected NMR titration and isothermal titration calorimetry (ITC) for measuring aqueous nanohoop-fullerene binding affinities due to low sensitivity (>10^6 M^-1) and precipitation artifacts.
Functionalized Carbon Nanohoops: Nitrogen-Doped Partial Belts, Macrocyclic Ligands, and The Inherent Strain That Affects Their Chemical Properties · University of Oregon · PhD
Considered and rejected
Considered and rejected: Rejected surface plasmon resonance (SPR) for determining LO1 and LO1Fab binding kinetics because the large size and heterogeneity of MDA-LDL yielded unreliable and inaccurate data; adopted microfluidic diffusional sizing instead.
Anti-oxidised low-density lipoprotein antibodies and antibody fragment targeted nanoparticles for the translational study of atherosclerosis · Imperial · PhD
Complex interaction mechanisms cause kinetic model misspecification and fitting failures
Kinetic analysis models repeatedly failed to converge when systems displayed multi-site binding, rapid association and dissociation exceeding instrument temporal limits, or incomplete surface saturation. Simplified assumptions such as irreversible binding or incorrect dimerization pathways directly conflicted with experimental concentration dependencies and sensorgram trajectories.
Tried and failed
surface plasmon resonance binding affinity modeling applied to fragment library screening on structured RNA. Outcome: did not converge. Reason: complex multi-site binding and solubility limits prevented reaching surface saturation needed for kinetic fitting
Can In-Silico Computational Virtual Screening of Fragment Libraries Model In-Vitro Biophysical Screening Methods with Similar Results to Identify Novel RNA-Binding Chemical Matter · Harvard · Master's
Tried and failed
surface plasmon resonance kinetic fitting applied to fast-exchanging protein-protein interactions. Reason: association and dissociation rates were too fast to be resolved within instrument temporal limits
CHARACTERIZING THE STRUCTURE AND DYNAMICS OF ADAPTIVE IMMUNE PROTEINS TO INFORM IMMUNOTHERAPY DESIGN · Penn · PhD
Considered and rejected
Considered and rejected: Discontinued SPR screening for small-molecule KD determination after recurring sensorgram distortions and non-saturating kinetics.
The development and evaluation of PET imaging agents targeting PD-L1 · Imperial · PhD
Mass transfer resistance and diffusion artifacts distort measured interaction rates
Stagnant unstirred layers, electrostatic surface binding, and microfluidic dead volumes created significant mass transport resistances that slowed apparent association kinetics. These transport phenomena generated artificial sigmoidal sensorgrams and damped kinetic rates compared to undisturbed measurement baselines.
Lost to a baseline
In QCM flow mode, fLNP mass loading on alumina surfaces was lower than on silica and gold surfaces due to electrostatic binding causing mass transfer limitations.
Development of nanoporous packaging for improving stability and pulmonary delivery of vaccine formulations · Imperial · Doctorate
Lost to a baseline
WGM lysozyme adsorption exhibited significantly slower binding kinetics than Biacore SPR and Q-Sense QCM due to microfluidic flow rate and dead volume limitations.
Opracowanie i zastosowanie mikroczujników fluorescencyjnych do nowej, bezznacznikowej metody detekcji wykorzystujacej zjawisko optycznego rezonansu Whispering Gallery Mode (WGM) Development and application of fluorescent microsensors for new label-free detection method based on Low-Q Whispering Gallery Modes · Adam Mickiewicz University · PhD
Left open by the authors
Problems the authors named and did not get to.
Left open
Assess antibody affinity and somatically hypermutated clones using surface plasmon resonance and B-cell sequencing instead of ELISA titers. Blocker: Requires a wet lab, animal/patient samples, surface plasmon resonance apparatus, and B-cell sequencing facilities.
Mesoporous Silica Rods Scaffolds for the generation of adaptive immune responses · Harvard · PhD
Left open
Identify additional hits from antibody libraries and characterize full IgG binding affinity using surface plasmon resonance. Blocker: Requires wet lab facilities, surface plasmon resonance equipment, and physical antibody libraries/samples
ENGINEERING THE HUMORAL RESPONSE TO GENERATE ANTIGEN-SPECIFIC ANTIBODIES · Cornell · PhD
Left open
Validate binding affinity of ambiguous or fluorescence-quenching MST hit compounds against G9a using surface plasmon resonance assays. Blocker: Requires a wet lab, surface plasmon resonance instrumentation, purified recombinant G9a protein, and physical compound samples
Development and evaluation of potential co-factor competitive inhibitors for the histone lysine methyltransferase G9a · Imperial · PhD
Left open
Optimize and repeat surface plasmon resonance (SPR) binding kinetics measurements between knuckle peptides and BMP receptors. Blocker: Requires wet lab access, an SPR instrument, synthesized knuckle peptides, and purified BMP receptors
Design considerations of BMP-2 mimicking peptide immobilized scaffolds for use in bone tissue engineering · Imperial · PhD
Left open
Perform direct binding validation and biophysical characterization of non-aromatic bacterial quorum sensing molecule DPD with AhR. Blocker: Requires wet lab assays and biophysical characterization apparatus (e.g., purified AhR protein and DPD binding assays)
Left open
Test ribosome binding sites of varying strengths to measure the effect of different translation rates on plasmid crosstalk in cell-free biosensing. Blocker: Requires molecular biology wet lab experiments with plasmid variants in cell-free extracts.
Towards Robust, Point-of-Care Biosensing in Cell-Free Systems · Georgia Tech · PhD
Left open
Test whether a simple cell or protein binding assay predicts loss of binding and in vivo transcytosis activity of antibody mutants. Blocker: Requires wet lab experiments with cell or protein binding assays and mutant antibodies
Development and Exploration of Immunohistochemistry as An in vitro Assay for Predicting Antibody Transcytosis in vivo · Harvard · Master's
Who has worked on this
Authors of the public theses cited on this page, most-cited first.
- Elliot James MacLeod · Imperial · PhD · 2024
Targeting anti-PD-1 and anti-PD-L1 single-domain antibodies to the tumour microenvironment via matrix metalloproteinase activity - Shuning Xiang · Imperial · Doctorate · 2025
Development of nanoporous packaging for improving stability and pulmonary delivery of vaccine formulations - Jiashu Xu · Cornell · PhD · 2025
REGULATON OF TYPE I INTERFERON SIGNALING AND HOST DEFENSE AGANST BACTERIA BY 2,3,7,8-TETRACHLORODIBENZO-p-DIOXIN-INDUCIBLE POLY(ADP-RIBOSE) POLYMERASE - Teresse de Rham · Harvard · Master's · 2025
Specificity and other Biophysical Properties to Guide Developability of Agonistic Bispecific Antibodies - Claire Woodward · Penn · PhD · 2025
CHARACTERIZING THE STRUCTURE AND DYNAMICS OF ADAPTIVE IMMUNE PROTEINS TO INFORM IMMUNOTHERAPY DESIGN - Hilena Gezahagne · Georgia Tech · PhD · 2024
Methods to Improve the Stability and Selectivity of Electronic Biosensors - Jesus Lopez Baltazar · Cornell · PhD · 2024
DIRECT DETECTION OF EXTRACELLAR VESICLE TRANSMEMBRANE PROTEIN – ANTIBODY INTERACTIONS USING SURFACE PLASMON RESONANCE BIOSENSORS - Adam Hartley · Imperial · PhD · 2024
Anti-oxidised low-density lipoprotein antibodies and antibody fragment targeted nanoparticles for the translational study of atherosclerosis - Weiping Qin · Tübingen · PhD · 2024
Toxic Effects and Exposure of Per- and Polyfluoroalkyl Substances in Cell-based Bioassays - Edward Jeffrey Will · EPFL · PhD · 2024
Discovery of macrocyclic inhibitors of challenging protein-protein interactions - Pierre-Luc Eloi Piveteau · EPFL · PhD · 2024
All-Dielectric Nanophotonic via Glass Fluid Instabilities - Tavis Price · University of Oregon · PhD · 2024
Functionalized Carbon Nanohoops: Nitrogen-Doped Partial Belts, Macrocyclic Ligands, and The Inherent Strain That Affects Their Chemical Properties
Checking a claim in this area?
We can run the same search on any method or claim. If nothing turns up, we will say so, and that proves nothing on its own.