Cryo-electron microscopy (cryo-EM), particularly the single particle analysis (SPA) approach, has revolutionized structural biology, allowing researchers to unveil high-resolution 3D structures of biological macromolecules like proteins and viruses. This powerful technique involves collecting extensive 2D images of purified macromolecular particles and using computational algorithms for processing and reconstruction to produce a detailed 3D structural model.
However, the path to obtaining a high-resolution 3D structure via cryo-EM SPA is often fraught with significant challenges, especially during the data collection and computational reconstruction phases. Overcoming these hurdles is crucial for successful structure determination. Shuimu BioSciences, leveraging a core team of world-class experts and advanced workflows, has established itself as a leader in addressing these complex issues.
For researchers seeking to navigate the intricacies of cryo-EM reconstruction, understanding these key challenges and the available solutions is paramount. Shuimu BioSciences offers a one-stop solution designed to streamline the entire process, from gene sequences to high-resolution 3D structures, specifically built to tackle difficult-to-express proteins and standardize the pipeline, minimizing variability.
Here, we delve into five key challenges encountered in cryo-EM reconstruction and how advancements and expertise, such as those offered by Shuimu BioSciences, help overcome them:
1. The Challenge of Small Molecular Weight Proteins
One significant hurdle in cryo-EM SPA is the difficulty in obtaining high-resolution structures for biological macromolecules with small molecular weights. Smaller proteins produce weaker signals, making it harder to distinguish them from the background noise in the electron microscope images. This low signal-to-noise ratio complicates the particle picking, alignment, and subsequent 3D reconstruction steps. The source explicitly mentions "Difficulty in reconstructing 'small' macromolecular structures" as a problem that traditional support grids face.
How it's Addressed:
Shuimu BioSciences has demonstrated expertise in handling proteins of various sizes, successfully elucidating protein structures as small as 51kDa, and resolving structures down to a minimum molecular weight of 51 kDa. This is often achieved through optimized sample preparation and data collection strategies. Furthermore, proprietary technologies like the GraFuture™ series of graphene support grids are designed to address challenges related to small protein molecular weight and low concentration. These grids provide a potential solution to problems like significant background noise that hinder small structure reconstruction.
2. Severe Preferential Orientation
Another major challenge impacting cryo-EM reconstruction is preferential orientation. This occurs when particles in the sample tend to stick to the support grid or the air-water interface in only a limited number of orientations. If the particles don't present a wide range of views to the electron beam, the resulting 2D images will not provide enough information from all angles needed to accurately reconstruct the 3D structure. This leads to incomplete data sets and artifacts in the final 3D map.
How it's Addressed:
Shuimu BioSciences identifies "Severe preferred orientation" as a problem faced with traditional support grids and offers the GraFuture™ graphene support grids as a potential solution. These grids, including GraFuture™ GO (Graphene oxide) and GraFuture™ RGO (Reduced graphene oxide), are specifically developed to help overcome the bottleneck of sample preparation and potentially mitigate the preferred orientation problem, suitable for challenging applications.
3. Low Concentration and High Background Noise
The success of cryo-EM SPA relies on collecting a large number of high-quality 2D images of individual particles. However, preparing samples at the necessary concentration and minimizing high background noise can be challenging. Low sample concentration results in fewer particles per image, requiring more data collection time and making it difficult to acquire sufficient data for robust reconstruction. Simultaneously, high background noise can obscure the particles, making accurate identification, picking, and alignment extremely difficult, directly impacting the quality of data available for 3D reconstruction.
How it's Addressed:
Shuimu BioSciences lists overcoming challenges related to low concentration and high background noise as capabilities offered through their GraFuture, GO & RGO technologies. The GraFuture™ grids are designed for applications involving low concentration and strong background noise. Additionally, Shuimu employs an AI-driven platform utilizing the independently developed SMART software suite. While primarily mentioned for streamlining data analysis and reducing machine runtime/data volume, advanced software, potentially enhanced by AI, can improve particle picking and alignment even in the presence of noise, contributing to better reconstruction outcomes. The NanoSMART system, for characterization, also mentions enhancing the clarity of low-quality images.
4. Air-Water Interface Disruption
The process of rapidly freezing a thin layer of sample solution on an electron microscopy grid involves exposure to the air-water interface. This interface can be detrimental to certain biological samples, causing particles to denature, unfold, or preferentially adsorb to the interface in specific orientations. This air-water interface disruption or gas-liquid interface absorption can lead to damaged particles, poor particle distribution, and reduced sample quality, all of which negatively impact the ability to obtain a high-resolution structure through reconstruction.
How it's Addressed:
Overcoming damage from the air-water interface is another challenge that Shuimu BioSciences specifically mentions addressing with their GraFuture, GO & RGO technology. The unique properties of graphene-based grids can potentially provide a more favorable environment for sensitive particles during the freezing process, minimizing damage and improving particle preservation in a native-like state, which is a key advantage of cryo-EM. Preserving samples close to their native state is crucial for accurate reconstruction.
5. Achieving Optimal Resolution and Sample Quality
The ultimate goal of cryo-EM SPA is to achieve the highest possible resolution for the 3D structure. Reaching this level of detail is a significant challenge that depends heavily on the quality of the sample, the data collection, and the computational reconstruction process. Upstream challenges, such as obtaining sufficient quantities of highly pure and homogeneous protein samples, are foundational. Difficult-to-express proteins or samples with significant conformational variability or aggregation can severely limit the achievable resolution. Even with excellent data collection, issues in computational processing and refinement can prevent reaching the desired resolution.
How it's Addressed:
Shuimu BioSciences places an "Uncompromising Pursuit of Resolution" at the core of their services, having achieved a best resolution of 1.8 Å and even a groundbreaking resolution of 1.4Å in some cases. They highlight their extensive experience in resolving diverse structures and their capability to handle structures down to 51 kDa.
Their strategy for achieving high resolution involves a multifaceted approach:
· One-Stop Solution: Shuimu provides a complete protein expression and purification platform alongside their cryo-EM services. This integrated approach minimizes variability from sample transport and standardizes the entire pipeline, which is critical for obtaining high-quality samples necessary for high-resolution work. They offer various protein expression systems (E. coli, mammalian, insect, cell-free) and purification methods (affinity, ion-exchange, gel filtration, RP-HPLC), capable of addressing the challenges posed by difficult-to-express proteins.
· Rigorous Quality Control: Protein quality control is conducted using methods like SDS-PAGE, Western blot, mass spectrometry, and thermal stability/solubility testing. For their integrated protein services, they conduct quality control based on rigorous cryo-electron microscopy analysis and characterization to ensure samples meet research requirements. Negative staining is also used for preliminary assessment of particle homogeneity.
· Cutting-Edge Equipment: They operate a large commercial cryo-EM platform equipped with 300 kV instruments, featuring advanced components like high-performance detectors, energy filters, spherical aberration correctors, and phase plates to ensure imaging quality. Regular maintenance ensures instruments are in optimal condition for stable and reliable data collection. They have 8 electron microscopes in total, specifically mentioning 2 in Beijing and 6 in Hangzhou as 300 kV instruments for data acquisition. However, another section indicates 12 instruments in Beijing for 300 kV data collection, alongside 6 in Hangzhou.
· AI-Driven Platform: Their independently developed SMART software suite uses AI to streamline cryo-EM data analysis. This includes improving the efficiency of data analysis processes, which encompasses reconstruction and refinement, crucial steps for maximizing resolution. NanoSMART specifically uses AI to identify nanoparticle features and potentially enhance low-quality images.
· Elite Scientist Team: Shuimu's team comprises PhD-level experts specializing in structural biology, protein science, and computational biology. Their expertise is vital for designing optimal experimental strategies, overcoming technical difficulties during data collection, and applying sophisticated computational techniques for reconstruction and model refinement to achieve high resolution.
Conclusion
While cryo-EM SPA is a powerful technique, achieving high-resolution structures, especially for challenging targets, requires navigating complex technical hurdles. Challenges like working with small proteins, overcoming preferential orientation, dealing with low concentrations and high background noise, and mitigating air-water interface effects directly impact the data quality available for 3D reconstruction. Achieving the desired high resolution necessitates not only cutting-edge equipment and software but also robust upstream sample preparation and rigorous quality control.
Shuimu BioSciences addresses these challenges head-on with its integrated one-stop solution, combining state-of-the-art infrastructure, proprietary technologies like GraFuture grids and SMART AI software, efficient workflows, and a team of experienced experts. Their comprehensive platform, from protein expression and purification to advanced cryo-EM data collection and analysis, is designed to handle the most demanding projects and deliver high-resolution results.
For researchers looking to successfully overcome cryo-EM reconstruction challenges and accelerate their structural biology and drug development efforts, exploring the capabilities of an experienced and well-equipped platform is essential.
Discover how Shuimu BioSciences can help you achieve your structural determination goals by visiting https://shuimubio.com/.