Map Your Formulation Landscape

Labbot helps navigating the vast and intricate formulation landscape, enabling you to map critical stability zones with precision and confidence.

Leading Scientists & Labs are Using Labbot

"Labbot gives a big advantage when a systematic screening of physico-chemical conditions needs to be performed, both in the case of protein phase separation and drug release experiments.

Vito
Foderà

The Problem

Navigating the formulation landscape for protein drugs is a complex and daunting journey.

Every protein is unique, and the path to stability is influenced by a maze of inter-connected factors.

Unpredictable ingredient interactions

Essential components like surfactants, preservatives, and stabilisers often interact in surprising ways. A stabiliser for one protein might destabilise another, creating unexpected detours in the formulation process.

Dynamic solution conditions

Variables like pH, ionic strength, and temperature act as shifting terrain, altering the behavior of proteins and additives and making the landscape even more difficult to chart.

Hidden zones of stability

Critical conditions for protein stability can remain buried—hidden peaks and valleys in the formulation landscape that traditional trial-and-error methods frequently overlook.

The Result

Countless hours spent testing combinations with no guarantee of success.

The Solution

Labbot helps navigating the vast and intricate formulation landscape, empowering researchers to map critical stability zones with precision and confidence.

Control Key Variables

Effortlessly take control of key formulation factors like pH, temperature, and ionic strength, enabling you to chart unexplored areas and pinpoint conditions where stability thrives.

Track Critical Parameters

Monitor protein behavior in real-time, observing key indicators such as aggregation, unfolding, and molecular interactions to gain continuous insight into the formulation process.

Identify Zones of Stability

Go beyond traditional trial-and-error methods with precise, continuous measurements that uncover even narrowor hidden stability zones, leaving no part of the landscape uncharted.

Whether you’re developing a new therapeutic or refining an existing formulation, Labbot provides the clarity you need to make informed decisions faster and with greater confidence.

Use Case

Phase Separation in Drugs

Data from the article:

Insulin amyloid morphology is encoded in h-bonds and electrostatics interactions ruling protein phase separation

November 30, 2024

Samuel Lenton, Hussein Chaaban, Mohammed Khaled, Marco van de Weert, Birgit Strodel, Vito Foderà

View Article
Phase Separation in Drugs

Proteins can undergo liquid-liquid phase separation, forming dense droplets that serve as nucleation sites for amyloid fibril growth. This behavior is critical to understand for stable and effective drug formulations.

Labbot helps you:

  • Visualize phase separation dynamics across varying conditions.
  • Monitor droplet formation, dissolution, and transition in real-time.
  • Uncover hidden behaviors using advanced light scattering and fluorescence techniques.

Determining insulin phase diagram as a function of different co-solutes

Detecting temperature dependent phase
separation of insulin.

Dissolution of protein dense phase in presence of excipients.

Use Case

Stability of Protein Particles in Bio-Pharmaceutical Products

Data from the article:

Disassembly and in vitro cell compatibility of α-lactalbumin particulates under physiologically relevant conditions

January 1, 2025

Mai Bay Stie, Dirk Fennema Galparsoro, Xin Zhou, Vito Foderà

View Article
Stability of Protein Particles in Bio-Pharmaceutical Products

Protein particles play a critical role in drug delivery, but their stability depends on a delicate balance of factors like particle maturation and dissolution. Understanding these processes is key to designing effective formulations.

Labbot helps you:

  • Measure particle dissolution rates with precision.
  • Track structural changes in real-time with light scattering and fluorescence.
  • Gain deeper insights into particle stability for optimised drug release.

ThT fluorescence tracks particle internal structure

Dissolution of protein particulates incubated for 5 and 24 h.

Light scattering tracks particle dissolution

Dissolution of protein particulates incubated for 5 and 24 h.

The correlation between ThT fluorescence and light scattering reveals that particles dissolve by a different route based on maturity

Ready to Map Your Formulation Landscape?

Use Case

Mapping Points of Interest

Data from the article:

Modulating protein unfolding and refolding via the synergistic association of an anionic and a nonionic surfactant

October 15, 2024

Johanna Hjalte, Carl Diehl, Anna E. Leung, Jia-fei Poon, Lionel Porcar, Rob Dalgliesh, Helen Sjögren, Marie Wahlgren, Adrian Sanchez-fernandez

View Article
Mapping Points of Interest

Protein stability often hinges on specific conditions within a vast parameter space. Identifying these critical zones is essential to guide formulation strategies effectively.

Labbot helps you:

  • Pinpoint key stability zones across complex formulation landscapes.
  • Scan variables like pH, ionic strength, and surfactant ratios with precision.
  • Focus on regions that matter most for actionable insights.

Titrating the surfactant composition triggers conformational changes in the protein, that are tracked by tryptophan fluorescence

Regions of interest revealed by the fluorescence profiles are selected for further analysis with NMR to investigate the underlying interaction mechanisms.

Use Case

Exploring Excipient Compatibility

Data from the thesis:

Protein-Surfactant Interactions in Complex Systems: Study of Physical Stability of Proteins and Peptides

May 23, 2024

Johanna Hjalte

View PhD Thesis
Exploring Excipient Compatibility

Excipients are vital for stability but can behave unpredictably, with interactions varying across conditions. Understanding these complexities is crucial for effective formulations.

Labbot helps you:

  • Investigate excipient effects across a range of concentrations, pH, and temperatures.
  • Identify stabilizing or destabilizing interactions with real-time monitoring.
  • Gain clarity on the interplay between formulation components.

Evolution of scattering intensity during titration of 1 M NaCl to 10 mg/ml protein,and varying phenol concentration; 0.00 w% (orange), 0.36 w% (pink), 0.68 w% (green), 1.00 w% (blue)

Use Case

Protein Characterisation

Data from the Labbot Lab

November, 2024

Mattias Törnquist

Protein Characterisation

Every protein behaves uniquely under stress, and understanding these responses is vital for successful formulations. Probing aggregation, unfolding, and structural changes lays the foundation for stability.

Labbot helps you:

  • Simultaneously track unfolding and aggregation dynamics.
  • Explore the impact of stressors like temperature, agitation, and pH.
  • Build a comprehensive profile to minimize unforeseen challenges.

Many proteins are sensitive to shear stress. This can easily be explored by tracking the formation of aggregates over time with and without active stirring.

Protein unfolding and aggregation can happen simultaneously or separately.

Probing both at the same time by measuring light scattering and protein fluorescence reveals the connection.

Protein unfolding and aggregation can happen simultaneously or separately.

Probing both at the same time by measuring light scattering and protein fluorescence reveals the connection.

Technologies

Proven Techniques – Reinvented & Automated

The measurement methods you trust. The sample control you need. Combined to answer the most challenging questions about your formulation landscape.

Explore technologies
An illustration of a standard optical cuvette, the sample format of Labbot.
Sample Format

Standard Optical Cuvette

Z-Height
Base
Volume
Measurement

Fluorescence

Detection range: 290-840 nm

Measurement

Absorbance

Range: 225-770 nm

Measurement

Light Scattering

Red laser at 90°

Measurement

pH/Conductivity

Real-time feedback

External

Sample Control

Automatic Titrations

20 nl Resolution

Sample Control

Temperature Control

6-85 °C range

Sample Control

Adjustable Mixing

adjustable speed

Specifications

Sample format
Standard optical cuvette
Base 12.5x12.5 mm. Z-height 8 mm
Minimum volume
50-900 µl, depending on experiment
Maximum volume
3000 µl
Automatic titration
Minimum injection: 20 nl
Capacity: 100 µl
Temperature control
0.5 °C accuracy, 6-85 °C range
Integrated mixing
Magnetic stir bar with adjustable speed
UV-Vis absorbance
225-770 nm, 0.5 nm optical resolution. Linear range: 0.01–1.5 AU
Fluorescence spectroscopy
290-840 nm, 11 nm optical resolution. Up to 10 different excitation filters.
Static light scattering
Red laser recorded at 90°
pH- or conductivity meter
Integrate external meter with instrument software. Real-time feedback.
Dimensions
Depth: 31 cm
Width: 21 cm
Height: 11 cm (23 cm with pump holder)
An image showing the blueprint and measurements of Labbot.