Global fitting: the key for a robust analysis

Download use case: Global Fitting

 

The Indian parable of “The six blind men and the elephant” tells the story of six blind men who touch an elephant in the hope of learning what it is like. As each one can only feel a different part of the animal the individual conclusions obtained are in disagreement and none of them provides a real view of the full elephant. “only by sharing what each of you knows can you possibly reach a true understanding”; that´s the moral behind this nice story.


 

Fig 1: The six blind men and the elephant: only a global analysis of the overall data provides a true understanding.

The binding assay(s) achieved to characterize a molecular interaction often provides not just one, but several binding curves from which the affinity constant is obtained.
Sometimes, an individual fit of these curves yield a set of binding constants that are significantly different from them; this result can be very confusing because, in principle, these binding curves are a representation of the same binding event and should converge to provide the analogous information. Often, the explanation for this behaviour is that the different curves indeed provide only partial and/or different information of the interaction, not enough to unequivocally determine the binding affinity through individual analysis.


“It´s like feeling only a separate part of the elephant”


This is a typical scenario when facing the study of complex binding events that involve more than one equilibrium and several binding curves are obtained, i.e. from different frequencies of the spectra in a titration experiment, from data registered using different techniques (ITC, NMR, Optical Spectroscopies…) and/or from experiments performed at different concentrations of the species participating in the binding event.


Analogous to the parable of the six men and the elephant, the way to get a true understanding of the binding event consist of the global analysis of the different curves.

Fig 2: The binding curve obtained from 2D NMR titrations.


Being aware of the relevance of global analysis, in AFFINImeter we count with the possibility to perform Global fitting of multiple data to tailored binding models where one or more fitting parameters are shared between isotherms. The number and identity of the parameters shared are selected by the user.
Moreover, two or more parameters can be related through mathematical relationships designed by the user. All these features make our global fitting tool the most potent among others to perform a robust analysis of binding data of complex interactions.

How to get the most out of biophysical techniques to address binding interactions?

The analysis of isotherms is the more direct way to calculate binding constants for molecular interactions. Isotherms can be obtained using different techniques (ITC, SPR, NMR, Uv-vis, IR, Fluorescence, Circular Dichroism…) and at different experimental conditions.

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1. The global fitting approach allows to simultaneously analyze several isotherms obtained by different biophysical techniques and/or at different experimental conditions in a very accurate manner.

 

 

2. Many interacting systems do not bind with a simple 1:1 model, more complex binding model can be designed to address complex interaction

3. Using tools to globally analyze isotherms obtained by different biophysical techniques is the most reliable method to characterize binding interactions by the orthogonal approach.

Click here to star using AFFINImeter and to start to create your own binding model:

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Global fitting: the key for a robust analysis

The Indian parable of “the six blind men and the elephant” tells the story of six blind men who touch an elephant in the hope of learning what it is like. As each one can only feel a different part of the animal the individual conclusions obtained are in disagreement and none of them provides a real view of the full elephant. “only by sharing what each of you knows can you possibly reach a true understanding”; that´s the moral behind this nice story.

The six blind men and the elephant: only a global analysis of the overall data provides a true understanding

Sometimes, when we perform two or more ITC titration experiments of a complex interacting system under different experimental conditions (i.e. different concentrations and/or experimental setup) we find out that the individual analysis of the corresponding isotherms yields different values of the thermodynamic parameters. This result can be very confusing, especially for newcomers in the field of molecular recognition, because all these experiments are a representation of the same interaction and should converge to provide the same information. Frequently, the explanation for this behaviour is that each individual ITC experiment lacks of sufficient information to unequivocally determine the thermodynamic parameters of the binding event. “It´s like feeling only a separate part of the elephant”.
Analogous to the parable of the six men and the elephant, the way to get a true understanding of the binding event consist of the global analysis of the different isotherms.
Being aware of the relevance of global analysis, in AFFINImeter we count with the possibility to perform Global fitting of multiple dataseries (isotherms) to tailored binding models where one or more fitting parameters are shared between isotherms. The number and identity of the parameters shared are selected by the user. Moreover, two or more parameters can be related trough mathematical relationships designed by the user. All these features make our global fitting tool the most potent among others to perform a robust analysis of ITC data of complex interactions.

Learn how to perform a global analysis with AFFINImeter:

Global fitting analysis of a protein-ligand binding experiment

Global fitting analysis of a protein-ligand binding experiment

A few weeks ago AFFINImeter launched an Isothermal Titration data Analysis challenge of the analysis of a protein-ligand binding experiments. The participant had to globally analyze a set of Isothermal Titration Calorimetry experiments using AFFINImeter and get the thermodynamic and structural parameters of the interaction between both molecules (the receptor protein and the ligand).

The participants in this contest had the opportunity to demonstrate their ability to propose the right model for a given binding isotherm as well as to get the corresponding parameters upon fitting using AFFINImeter. On their side, less experienced participants had the opportunity to:

The results recently published by Henlz et al in [Methods 59 (2013) 336-348] were taken as a reference to generate the set of ITC isotherms selected for this contest.

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Complete guide of a global analysis of Isothermal Titration Calorimetry data in AFFINImeter

A few days ago AFFINImeter launched an Isothermal Titration Calorimetry (ITC) data analysis challenge. Here the participant had to globally analyse a set of Isothermal Titration Calorimetry experiments using AFFINImeter and get the thermodynamic and structural parameters of the interaction between both molecules (the receptor protein and the ligand).

The participants in this contest had the opportunity to demonstrate their ability to propose the right model for a given binding isotherm as well as to get the corresponding parameters upon fitting using AFFINImeter. On their side, less experienced participants had the opportunity to:

During the last days we though it might be useful to help you throughout the fittings proposed for the contest. Therefore, we have prepared a video that explains, step by step, How to fit CURVE 1. IMPORTANTLY, this information will be of great help to solve step 2, the global fitting of CURVES 1-4.

The data proposed for the contest will remain available here, in case you want to learn more about it or to try it by yourself.

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How to perform a Global Fitting Analysis?

The Global fitting of multiple isotherms is one of the advanced tools that AFFINImeter offers to facilitate the analysis and interpretation of isothermal titration experiments and to expand the range of applications of this technique.

The following video tutorial describes the global fitting of three isotherms of a displacement assay describing, a receptor interacting with a tight ligand, with a weak ligand, or with both ligands simultaneously, in a competitive experiment where the ligands are mixed in the syringe of the ITC equipment.

 

If you want to know more about global fittings with AFFINImeter you can also download the case of use “Global Analysis in ITC Displacement Titrations with AFFINImeter” that describes a Displacement Titration Assay to determine the thermodynamics of HIV-protease with indinavir, a high-affinity binder, and with acetyl-pepstatin, a weaker ligand.

ITC displacement titrations offer an attractive alternative to standard assays when working with ultra-high or ultra-low- affinity interacting systems. The method requires the fitting of at least two isotherms that share various adjustable parameters. The case study exemplifies the potential advantages of using AFFINImeter in ITC displacement assays. The software offers unique advanced tools that enhance the robustness of the method and makes it more versatile, facilitating the acquisition of reliable thermodynamic data from ultra-high of ultra-low affinity systems. Thus, it opens a door for new applications of the displacement assay.

 

 

 

Global Fitting Analysis in ITC Displacement Titrations with AFFINImeter

ITC displacement titrations offer an attractive alternative to standard assays when working with ultra high- or ultra low- affinity interacting systems. The method requires the fitting of at least two isotherms that share various adjustable parameters. AFFINImeter counts with advanced tools, like the global fitting of multiple dataseries and the analysis of isotherms registered under unusual experimental design, which can facilitate the analysis and expand the range of applications of isothermal titration calorimetry experiments. As an illustration, herein we present a displacement titration assay to determine the thermodynamics of HIV-protease with indinavir, a high affinity binder, and with acetyl-pepstatin, a weaker ligand. Using AFFINImeter a global analysis of four isotherms was performed describing: HIV-protease binding to indinavir (I) or to acetyl-pepstatin (II): HIV-protease binding to indinavir incorporating acetyl-pepstatin in the cell (III) or in the syringe (IV).

Isothermal Titration Calorimetry is one of the most commonly used approaches to obtain affinity and thermodynamic data of molecular interactions and has become a routine method in the pharmaceutical industry.1 Isothermal titration Calorimetry is applicable to numerous interacting systems, as long as a detectable heat change is produced during complexation, covering an important range of binding affinities (106 ≤ KA ≤108 M-1). Nevertheless, standard ITC experiments present some limitations in the case of very low- or very high-affinity interactions (i.e. affinities in the low millimolar or high nanomolar range, respectively). High affinity interactions (KA ≥ 109 M-1) yield square-shaped isotherms whose fitting yield accurate values of the binding enthalpy but only estimates of the association constant. Attempts to recover a sigmoidal shape requires the use of very low concentrations of the interactants that, in most cases, is not feasible in the practice (the minimum concentration that will typically cause a confidently measurable heat change for a 1:1 interaction is about 10 μM). On the opposite, low affinity interactions should be studied at high concentrations and this requirements is often a serious limiting step due to various potential reasons like limited solubility and/or availability of the sample molecule, or the existence of aggregation processes at the required concentration. In both high- and low affinity systems these experimental drawbacks can be circumvented by using the ITC displacement method.2,3 Here, the receptor is titrated with a high affinity ligand, but in the presence of a weaker ligand in the sample cell that competes for the complexation with the receptor (figure 1). With this experimental set up the apparent affinity of the strong ligand is “artificially” lowered, obtaining a sigmoidal isotherm that yields more accurate binding data. When the goal is to obtain the thermodynamic parameters of an ultra highaffinity system, a titration with the weaker binder is performed first to obtain the corresponding affinity constant and enthalpy (KA-weak and H-weak). These values are required for the analysis of the ITC displacement experiment, where a competitive binding model is used to estimate the thermodynamic parameters of the tight binding (KA-tight and H-tight). Analogously, when the goal is to obtain information of an ultra low- affinity system a direct ITC titration of the receptor alone with a ligand of higher affinity is performed. The resulting KA-tight and H-tight are then incorporated in the analysis of the isotherm from the ITC displacement assay.

This case study exemplifies the potential advantages of using AFFINImeter in ITC displacement assays. The software offers unique advanced tools that enhance the robustness of the method and makes it more versatile, facilitating the acquisition of reliable thermodynamic data from ultra-high of ultra-low affinity systems. Thus, it opens a door for new applications of the displacement assay.
1 G. Holdgate, S. Geschwindner, A. Breeze, G. Davies, N. Colclough, D. Temesi, L. Ward, Biophysical Methods in Drug Discovery from Small Molecule to Pharmaceutical. Protein-Ligand Interactions. In Methods in Molecular Biology 2013, 1008, pp 327-355.
2 A. Vellazquez-Campoy and E. Freire, Isothermal titration calorimetry to determine association constants for highaffinity ligands. Nature protocols 2006, 1, pp 186-191.
3 W. B. Turnbull, Divided we fall? Studying low-affinity fragments of ligands by ITC. GE Healthcare Life Sciences protocol.

 

Download the case of use here

Isothermal Titration Calorimetry
Global Analysis in ITC Displacement Titrations with AFFINImeter