>90% of Multiplex Publications with More than 20 IHC markers use Imaging Mass Cytometry

>90% of Multiplex Publications with More than 20 IHC markers use Imaging Mass Cytometry

The first time I?learned?this figure I frankly did not?believe?it (check it out for yourself). I asked, "How could this be when there are so many companies focused on fluorescent multiplexing and so many?proprietary?and open source (i.e., multiplexing via bleaching) approaches to conducting multiplexing?” Surely, most researchers would actually assume that the opposite was in fact true. After looking at the publications for myself, I realized that this was in fact true despite how many fluorescent approaches there are to multiplexing (including ours at?Visikol). But the question remains of how this is possible as it seems?incongruous?to what we are seeing in the marketplace with so many researchers interested in fluorescent multiplexing which appears to have a many-fold larger population of followers.?

Now I?don’t?know for sure but can speculate why this is so. Simply put, fluorescent multiplexing and multiplex imaging in general are very challenging for several reasons:??

Antibody Validation for Multiplex Tissue Imaging:

For anyone who has tried to validate a new antibody with a new tissue, they know it is challenging and determining true signal from background noise is a qualitative process that can be very challenging for low expression epitopes. When you multiply this complexity by 20 and have to take into account the sequence of labeling, the interplay between different fluorophores, the changing nature of the tissue and epitopes through multiple rounds of processing and you have a very complicated validation problem which gets exponentially more challenging the more markers you use. It is for this reason that fluorescent multiplexing is simply just very technically challenging beyond 10 or so markers. Further, an antibody validation effort for 20+ markers is simply just expensive from a materials and labor perspective as each primary antibody typically has an average cost of $400 per vial plus shipping.

Processing Data from Multiplex Imaging:

For every channel that you are imaging on a full slide with fluorescent multiplexing you are generating?approximately?2GB of data. When you multiply that by 20 channels and?let’s?say 20 slides, you have a tremendous amount of data. Computationally registering these channels to each other and conducting subsequent?analysis?is also a major bottle neck which many researchers simply?don’t?have the bandwidth, expertise or hardware for.?

Why Many Researchers Turn Towards IMC:

Based on these challenges, most researchers like our Visikol lab seldom go above 10 IHC markers on a single slide which is why you will see that as the number of markers goes down, the?proportion?of publications using fluorescence based multiplexing dramatically increases.?Intuitively, the proportion of publications using multiplex imaging is directly proportional to the exponential increase in complexity associated with additional markers (i.e., more markers = less publications with fluorescence. IMC is truly a special tool for high plex IHC imaging as it has a few very unique features:

  • Single Step Labeling: All of the labeling is conducted in a single step. With IMC, primary antibodies are conjugated to metals which allows for all of these antibodies to be used for labeling in a single step. This removes the problem of sequence where the sequence of antibody labeling needs to be validated with fluorescent multiplexing in addition to the antibodies themselves.
  • ?Low Data Density: More data is not always better and in life science imaging increasing data means reduced throughput, higher cost and increased complexity. IMC?provides?a unique balance of a high number of labels with a moderate resolution (1 um pixels) and data files that are able to be easily processed.??
  • ?Low Signal to Noise: One of the most unique aspects of IMC is that because non-naturally occurring metals are conjugated to antibodies, there is a very low degree of background noise compared to fluorescent imaging. These means that there is a high degree of sensitivity and even low expressing epitopes can be easily imaged.

I see the fluorescent multiplexing approach as quite?analogous?to the tissue clearing and 3D imaging space where you can image a whole mouse brain for example at 40X in 3D for multiple antibodies but you probably?shouldn’t. Each tool has a unique niche in which it is most efficacious and it appears based on the publication data that as you approach 20 markers, a researcher should shift their focus from fluorescence to IMC for the considerations outlined above whereas both have their unique use cases in which they are most effective. For more background on multiplex tissue imaging check out the resources below:

Florian Barré, PhD

Expert in Spatial-Omics Solutions - PhD in Molecular Imaging, Specialist in Complex Sales & Commercial Strategy

1 年

What about 68 at subcellular resolution? And soon 120 ? https://nanostring.com/products/cosmx-spatial-molecular-imager/single-cell-imaging-overview/ ??

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Mykhailo Tolkachov

??Supercharging your drug development through spatial and single-cell biology, mass-spec and AI. Let's together revolutionize therapies for a healthier world!

1 年

Thanks for yet another great overview! Might I ask why 1um pixel is a moderate resolution? Isn't the sub-cellular resolution considered very good already, or are there better alternatives???

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Joe Bernardo

Executive Chairman at StatLab and Operating Partner at Linden Capital

1 年

Lunaphore

George McNamara

Mumm lab member (through being HPS Core Manager)

1 年

References for all the publications? Schubert W et al 2006 Nature Biotechnology did 100plex immunofluorescence (possibly one field of view; controls claimed but not shown). https://www.nature.com/articles/nbt1250 Mass cytometry / IMC might claim ~100 stable isotopes in mass range, but zero data. Several fluorescence vendors now >60plex immunofluorescence (Bruker/Canopy/ChipCytometry, Miltenyi Biotec, etc). For RNA (how is IMC for in situ hyb?) MERFISH from VIZGEN 1000+ plex RNAs. Some may still find useful (2020 is ancient history, especially since chp written in 2019) our multiplex tumor microenvironment book chp (free in horrible PMC format) https://pubmed.ncbi.nlm.nih.gov/32215866

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