SlideShare a Scribd company logo
1 of 35
Exploring The Concept Of
Multiplexing In
Immunohistochemistry:
An Advanced Technology
BY
OSAYANDE CHELSEA IMUETINYANOSA
(B.Mls, AMLS)
Medical Laboratory Science Department, Histopathology Unit
National Hospital, Abuja
29th APRIL, 2022
OUTLINE
 INTRODUCTION
 IMMUNOHISTOCHEMISTRY
 PRINCIPLE OF STANDARD CHROMOGENIC IHC
 LIMITATIONS OF IHC
 MULTIPLEXING
 METHODS OF MULTIPLEXING
 TECHNOLOGIES OF MULTIPLEXED IHC
 CASE STUDY
 APPLICATIONS
 CONCLUSION
 RECOMMENDATION
 REFERENCES
INTRODUCTION
 Conventional immunohistochemistry (IHC) is commonly used as a diagnostic technique in the field of tissue pathology but
suffers from certain limitations. The most critical of these is that this technique only permits the labelling of a single
marker per tissue section. This results in missed opportunities to gain important prognostic and diagnostic information
from patient samples (Tan et al., 2020).
 Multiplex Immunohistochemistry/Immunofluorescence (mIHC/IF) technologies, which allow the simultaneous detection of
multiple markers on a single tissue section, have been introduced and adopted in both research and clinical settings in
response to increased demand for improved techniques.
 A number of highly multiplexed tissue imaging technologies have also emerged, permitting comprehensive studies of cell
composition, functional state and cell-cell interactions which suggest improved diagnostic benefit (Lu et al., 2019).
Source: National Hospital Abuja
IMMUNOLOGY HISTOLOGY CHEMISTRY
WHAT IS IMMUNOHISTOCHEMISTRY?
Source: National Hospital Abuja, Author’s Illustration
IMMUNOHISTOCHEMISTRY
 Immunohistochemistry (IHC) represents a powerful tool used for the identification of target proteins in the
context of the cell or tissue analysed. It is used to identify tumours, classify tumours, utilize prognostic markers,
predict response to therapy and identify infectious and biological behaviours (Dixon et al., 2015).
 This type of in situ analysis can be used to identify sub-populations of cells based on the expression of specific
markers. It is an important tool in the post-genomic era, necessary for uncovering protein function (Schubert et
al., 2006).
 Samples such as mammalian tissues are rapidly fixed (most commonly in formaldehyde) and embedded in
paraffin wax - or frozen where this is not possible - to maintain their morphology. Samples are then thinly sliced
into sections and mounted onto glass slides, and then dried. It is then analyzed following the standard operating
procedure of immunohistochemistry (Dixon et al., 2015).
Source: National Hospital Abuja
Figure 1: Principle of Standard Chromogenic IHC (Taube et al., 2020).
Colored Product
Substrate
Peroxidase or
Alkaline Phosphatase
Secondary Antibody
Primary Antibody
Proteins
Fixed Tissue
Source: National Hospital Abuja, Author’s Illustration, Taube et al., 2020
PROTOCOL OF STANDARD CHROMOGENIC IHC
Epitope
retrieval
Blocking
The primary
antibody
Visualization
Amplification
Detection
system
Counterstaining
Cover slipping
Microscopy
(Taube et al., 2020)
Source: National Hospital Abuja
Figure 2: Hematotoxylin and eosin staining (H&E) and immunohistochemical staining for estrogen receptor (ER), progesterone
receptor (PR) and HER2/neu proteins (400X).(a) Ductal carcinoma. (b)Lobular carcinoma (Barekati et al., 2012).
Source: National Hospital Abuja
LIMITATIONS OF IHC
 As aforementioned, the inability to label more than one marker per tissue section is the most important limitation
of IHC. For example, tumor-infiltrating CD8+ T cells can be identified through CD8, CD3, forkhead box P3
(FOXP3) and CD20 expression (Mazzaschi et al., 2018).
 Another drawback of IHC-based biomarker assessment is high inter-observer variability. For instance, Ki-67 is a
widely endorsed marker for a range of cancers (Tan et al., 2020).
Source: National Hospital Abuja
MULTIPLEXING
Source: National Hospital Abuja
MULTIPLEXED IHC
 In the last decade, various adaptations of IHC and related technologies have been developed through which several
targets can be stained and visualised in one sample. Together, these applications are often referred to as “multiplexed
IHC” (Dixon et al., 2015).
 These applications are hugely useful for detecting multiple biomarkers in various cell types in complex tissues such as the
tumour microenvironment, neural tissues, and lung biopsies.
 Some initial examples of so-called “low level” multiplexed IHC closely follow the principals of standard IHC (Dixon et al.,
2015).
 Such technologies involve the use of carefully designed antibody cocktails that localise to distinct cellular locations. These
approaches help to identify patterns in the distribution of groups of proteins in different cell types, where previously only
one or two proteins could be assessed simultaneously (Yanagita et al.,2011).
Source: National Hospital Abuja
How does multiplex IHC work?
Step 1
Add primary antibodies
Step 2
Add conjugated secondary antibodies
Step 3
Add chromogen substrates
Antigen Primary antibody Goat anti-mouse HRP Goat anti-rabbit AP Chromogen
Mouse Rabbit DAB FastRed
Source: National Hospital Abuja, (Lee et al., 2019)
Multiplexed staining
methods
Brightfield Fluorescence
Source: National Hospital Abuja
BRIGHTFIELD MULTIPLEXING
 In order to perform mIHC on FFPE tissues in brightfield microscopy, chromogenic deposition of various
chromogens/enzyme pairs is used. While this is useful when distinguishing different cell types, it is more challenging to
assess when trying to co-localize targets within cells (Chris, 2010).
 Some of the specific chromogens available for brightfield mIHC include: 3,3′-diaminiobenzidine (DAB) and nickel
enhanced DAB (DAB-Ni), 3-amino-9-ethylcarbazole (AEC), and Vector VIP which produces an insoluble purple
precipitate
 These chromogens can be visualized with either horseradish peroxidase (HRP; DAB, DAB + Ni, AEC and VIP)
or alkaline phosphatase (AP; NBT/BCIP). In addition, several counterstaining dyes can enhance brightfield
multiplexing, such as methyl green or hematoxylin, which stain nuclei green or blue, respectively (Stack et al., 2014).
Source: National Hospital Abuja
Figure 3: Light microscopy multiplex chromogenic immunohistochemistry staining. Representative image of triplex
FOXP3/CD8/KRT staining with purple (Discovery HRP, Ventana, Roche Tissue Diagnostics), yellow (Discovery AP, Ventana, Roche
Tissue Diagnostics) and teal (Discovery HRP, Ventana, Roche Tissue Diagnostics) chromogens and a hematoxylin counterstain
(Taube et al., 2020).
Source: National Hospital Abuja
 It is a relatively easy, inexpensive
 Multiple reagents and automated
platforms are available
 The stains are most often read
using light microscopy, which
allows for easier quality oversight
 High- throughput brightfield digital
image acquisition platforms are
available (Taube et al., 2020)
 Only a few existing
chromogens that are very
effective in allowing for the
study of marker co- expression.
 The dynamic range of marker
intensity is also limited
 Often used to simply assess
expression as positive versus
negative, or a semi-quantitative
H-score (Remark et al., 2016).
ADVANTAGES
DISADVANTAGES
Source: National Hospital Abuja
MULTIPLEX IMMUNOFLUORESCENCE
 The basic principle of mIF is that multiple protein targets can each be stained by specific antibodies labeled with
distinct fluorophores. When excited, the fluorophores emit at a characteristic wavelength (Stack et al., 2014).
 One of the most widely used approaches for mIF is an indirect approach that employs Tyramide Signal
Amplication (TSA). This method provides signal amplification through a polymer-HRP detection system combined
with activation of tyramide fluorophores (Taube et al., 2020).
 Using this approach, it is possible to create a protocol that can allow researchers to use antibodies raised in the
same species and create panels that can accommodate simultaneous detection of up to six to eight individual
targets (Stack et al., 2014).
Source: National Hospital Abuja
Figure 5: Multiplex immunofluorescence (IF) using tyramide signal amplification (TSA)-based detection methods and multispectral
imaging (Taube et al., 2020).
Source: National Hospital Abuja
 Hundreds of commercially available
purified fluorophores
 Four to five different carefully
selected fluorophores may be
applied
 When multispectral microscopes are
used, the number of fluorophores
applied to a single slide can be
increased up to eight
 Tissue auto fluorescence can also
be subtracted from the image
 Imaging approaches that do not
use multispectral technologies
may be limited in their
quantitative ability in some
circumstances by tissue
autofluorescence,
 Those that require multispectral
technologies are expensive.
 Risk of overactive tyramide
deposition, potentially
contributing to an umbrella effect
and/or signal bleed-through
ADVANTAGES
DISADVANTAGES
Source: National Hospital Abuja, (Taube et al., 2020).
TECHNOLOGIES OF MULTIPLEXED IHC
1
Stain Removal Technology
2
Fluorophore Inactivation
Technology
3
Multiplexed Signal
Amplification
4
DNA Barcoding Technology
5
Mass Cytometry
Source: National Hospital Abuja
STAIN REMOVAL TECHNOLOGY
 One of the most commonly used approaches of multiplexing IHC is stain removal. Stain removal technologies
(sometimes called dye cycling) refer to a class of protocols that rely on a cycle of antibody staining, image capture,
removal of stain, and re-staining to greatly increase the number of markers that can be tested in a single experiment.
(Kim et al., 2016).
 There are a variety of ways in which a stain or signal can be removed; two examples include:
 multiepitope-ligand cartography (MELC) and
 sequential immunoperoxidase labeling and erasing (SIMPLE).
 Others include multiplexed immunohistochemical consecutive staining on the same slide (MICSSS)
(Aktürk et al., 2020).
Source: National Hospital Abuja
Figure 6: (A) Simultaneous visualization of five antigens in mouse cerebellum. (B) The images were individually pseudocolored and
overlaid. (C) The resultant image reveals the morphology of different cell types and fine details of interactions of Purkinje cells,
Bergmann glia, astrocytes, and basket cell terminals that would not be obvious with single or dual labeling
Source: National Hospital Abuja
FLUOROPHORE INACTIVATION TECHNOLOGY
 The technology aimed to overcome the limitations associated with standard immunofluorescence or
immunohistochemistry techniques.
 The principle of the technique is similar to the stain removal techniques where pH, denaturation, or photo-bleaching is
used to remove a stain, but instead, this technique relies on the inactivation of the fluorophores.
 The fluorophores are inactivated through alkaline oxidation chemistry, which quickly eliminates cyanine-based dye
fluorescence
 Multiplexed fluorescence microscopy method
 Cyclic immunofluorescence (Gerdes et al., 2013).
Source: National Hospital Abuja
Figure 7: Tyramide signal amplification: The HRP-conjugated secondary antibody binds to an unconjugated primary antibody specific to
the target/antigen of interest. Detection is ultimately achieved with a fluorophore-conjugated tyramide molecule that serves as the
substrate for HRP. Activated tyramide forms covalent bonds with tyrosine residues on or neighboring the protein of interest and is
permanently deposited upon the site of the antigen. The method allows for serial stripping of the primary/secondary antibody pairs, while
preserving the antigen-associated fluorescence signal, making this process amenable to multiple rounds of staining in a sequential fashion
{Parra, 2017).
Slide
Identification
Ag
Slide
Identification
Ag
Slide
Identification
Ag
HRP
HRP
Ag
F
T
F
T
F
T
F
T
F
T
F
T
F
T
F
T
HRP
Ag
First primary
Antibody
incubation
Introduce
HRP
TSA incubation and HRP
Catalyzes with TSA to free
Radicals formation
Covalent bonds formation with
TSA residuals next to HRP
Second primary
Antibody incubation
(repeated the cycle)
H2O2 H2O
Source: National Hospital Abuja, Author’s Illustration
MULTIPLEXED SIGNAL AMPLIFICATION
Figure 8: Fluorescent nucleotides are added along the first indexing nucleotide G in the antibodies (Ab) 1 and 2. Cells are washed of free
nucleotides and the slide is imaged. A clearing step is performed using tris (2-carboxyethyl) phosphine which cleaves the disulfide linkers to
release the fluorophores and then a new indexing cycle 2 is doing in T nucleotide (Ab3 and Ab4) for fluorescent nucleotides U and C to be
incorporated onto Abs 3 and 4. The cycle is repeated, using the index by the position G in the Ab5 and Ab6 with fluorescent nucleotides to start
another cycle (Parra, 2017).
Slide
Identification
Ab1
AB2
ACG
TGCGA
ACG
TGCCG
Ab3
AB4
ACGA
TGCTGA
ACG
TGCCGT
Ab5
AB6
ACGC
TGCGAT
ACGT
TGCAGC
INDEX 1
Staining
Slide
Identification
F
F
F
F
F
F
Multiplexed
Image
Imaging / Bleaching Imaging / Bleaching Imaging / Bleaching
Ab1
AB2
ACG
TGCGA
ACG
TGCCG
Ab3
AB4
ACGA
TGCTGA
ACG
TGCCGT
Ab5
AB6
ACGC
TGCGAT
ACGT
TGCAGC
F
F
INDEX 1
Cycle 1
Index 1/Render
Ab1
AB2
ACG
TGCGA
ACG
TGCCG
Ab3
AB4
ACGA
TGCTGA
ACG
TGCCGT
Ab5
AB6
ACGC
TGCGAT
ACGT
TGCAGC
F
F
INDEX 2
Cycle 2
Index 2/Render
Ab1
AB2
ACG
TGCGA
ACG
TGCCG
Ab3
AB4
ACGAU
TGCTGAC
ACG
TGCCGT
Ab5
AB6
ACGC
TGCGAT
ACGT
TGCAGC
F
F
INDEX 3
Cycle 3
Index 3/Render
Source: National Hospital Abuja
DNA BARCODING TECHNOLOGIES
Figure 9: Different samples can be barcoded with unique combinations of heavy metal tags, enabling them to be pooled together prior to
staining to minimize technical variability at this step. The samples are incubated with antibodies targeted against proteins of interest. The
cells are nebulized into droplets as they are introduced into the mass cytometer. They then travel into an inductively-coupled argon
plasma, in which covalent bonds are broken and ions are liberated. The ion cloud is filtered to remove common biological elements and
enrich the heavy metal reporter ions to be quantified by time-of-flight mass spectrometry. Ion signals are integrated on a per-cell basis,
resulting in single-cell measurements for downstream analysis (Parra, 2017).
Slide
Identification
Slide
Identification
Antibodies labeled
With elemental isotopes
Stain cell samples
With metal-labelled
antibodies
Cells are nebulized
into droplets
Mass filter to remove
Common biological
elements
Mass
Time of Flight
Ion cells in plasma flame
(Argon Plasma
Source: National Hospital Abuja
MASS CYTOMETRY
CASE STUDY:
Diagnostic differentiation of non-small cell lung cancer
National Hospital Abuja
Figure 10: DAB IHC of independent markers can be used to identify subtypes of NSCLC, but overconsumes tumor material. Serial 4 um
sections were stained for TTF-1, Napsin A, p40 and CK5/ 6 using DAB IHC. Shown are examples of adenocarcinoma (A), squamous cell
carcinoma (B) and Adenosquamous carcinoma (C) stained for all four markers. Objective = 40×. Scale bar = 20 μm (Robert et al., 2020).
Source: National Hospital Abuja
Figure 11: Chromogenic multiplexing is able to identify mixed NSCLC subtype morphology. The quadruplex assay was applied to
all cases in the cohort. Shown are examples of staining in adenocarcinoma (A), squamous cell carcinoma (B) and adenosquamous
carcinoma (C). TTF-1 = yellow; napsin A = pink/purple; p40 = teal; CK5/ 6 = DAB. Objective = 40× (Robert et al., 2020).
Source: National Hospital Abuja
APPLICATIONS
ONCOLOGY
 mIHC on biopsied tissues can aid the rapid classification of tumor subtypes, without using up too much sample. For
instance, breast cancer is classified based on the presence or absence of estrogen, progesterone, and Her2 receptors.
In one study on breast cancer samples.
 mIHC may be used to gain insights into the tumor microenvironment and quantify predictive biomarkers to stratify
patients based on their therapeutic response (Tsujikawa et al., 2017).
NEUROLOGY
 mIHC can be used to label brain cells, neurotransmitters, the blood-brain barrier, and peripheral players such as immune
cells.
 mIHC can also be used to identify and monitor biomarkers of neurodegenerative disease progression. One study used
mIHC to assess neuroinflammation and neural tissue damage in a rat model of traumatic brain injury (Bogoslovsky et al.,
2018).
Source: National Hospital Abuja
CONCLUSION
Scientists’ understanding of molecular biomarkers that define normal and disease states is constantly evolving. To accurately characterize
cell populations in research and diagnosis in a high-throughput and high-resolution manner, novel imaging platforms, assays, and
technologies are required. Multiplexing immunohistochemistry is one avenue increasing the capabilities of clinical research and diagnostics,
providing researchers with the tools to investigate complex and heterogeneous tissues in a powerful manner.
Source: National Hospital Abuja
REFERENCES
• Akturk, G., Sweeney, R., Remark, R., Merad, M., & Gnjatic, S. (2020). Multiplexed Immunohistochemical Consecutive Staining on Single Slide (MICSSS):
Multiplexed Chromogenic IHC Assay for High-Dimensional Tissue Analysis. Methods in molecular biology (Clifton, N.J.), 2055, 497–519.
https://doi.org/10.1007/978-1-4939-9773-2_23
• Barekati, Z., Radpour, R., Lu, Q., Bitzer, J., Zheng, H., Toniolo, P., Lenner, P., & Zhong, X. Y. (2012). Methylation signature of lymph node metastases in breast
cancer patients. BMC cancer, 12, 244. https://doi.org/10.1186/1471-2407-12-244
• Bogoslovsky, T., Bernstock, J. D., Bull, G., Gouty, S., Cox, B. M., Hallenbeck, J. M., & Maric, D. (2018). Development of a systems-based in situ multiplex
biomarker screening approach for the assessment of immunopathology and neural tissue plasticity in male rats after traumatic brain injury. Journal of
Neuroscience Research, 96(4), 487–500. doi:10.1002/jnr.24054
• Chris, V. M. (2010). Chromogens in Multiple Immunohistochemical Staining Used for Visual Assessment and Spectral Imaging: The Colorful Future. Journal of
Histotechnology, 33(1), 31–40. doi:10.1179/his.2010.33.1.31
• Dixon, A. R., Bathany, C., Tsuei, M., White, J., Barald, K. F., & Takayama, S. (2015). Recent developments in multiplexing techniques for immunohistochemistry.
Expert Review of Molecular Diagnostics, 15(9), 1171–1186. doi:10.1586/14737159.2015.10691
• Gerdes, M. J., Sevinsky, C. J., Sood, A., Adak, S., Bello, M. O., Bordwell, A., Ginty, F. (2013). Highly multiplexed single-cell analysis of formalin-fixed, paraffin-
embedded cancer tissue. Proceedings of the National Academy of Sciences, 110(29), 11982–11987. doi:10.1073/pnas.1300136110
• Lee, C. W., Ren, Y. J., Marella, M., Wang, M., Hartke, J., & Couto, S. S. (2019). Multiplex immunofluorescence staining and image analysis assay for diffuse
large B cell lymphoma. Journal of Immunological Methods, 112714. doi:10.1016/j.jim.2019.112714
• Lu, S., Stein, J. E., Rimm, D. L., Wang, D. W., Bell, J. M., Johnson, D. B., … Taube, J. M. (2019). Comparison of Biomarker Modalities for Predicting Response
to PD-1/PD-L1 Checkpoint Blockade. JAMA Oncology. doi:10.1001/jamaoncol.2019.1549
• Mazzaschi, G., Madeddu, D., Falco, A., Bocchialini, G., Goldoni, M., Sogni, F., Tiseo, M. (2017). Low PD-1 Expression in Cytotoxic CD8+Tumor-Infiltrating
Lymphocytes Confers an Immune-Privileged Tissue Microenvironment in NSCLC with a Prognostic and Predictive Value. Clinical Cancer Research, 24(2), 407–
419. doi:10.1158/1078-0432.ccr-17-2156
REFERENCES
• Melenhorst, J. J., Chen, G. M., Wang, M., Porter, D. L., Chen, C., Collins, M. A., Gao, P., Bandyopadhyay, S., Sun, H., Zhao, Z., Lundh, S., Pruteanu-Malinici, I.,
Nobles, C. L., Maji, S., Frey, N. V., Gill, S. I., Tian, L., Kulikovskaya, I., Gupta, M., Ambrose, D. E., … June, C. H. (2022). Decade-long leukaemia remissions with
persistence of CD4+ CAR T cells. Nature, 602(7897), 503–509. https://doi.org/10.1038/s41586-021-04390-6
• Parra, E. R., Jiang, M., Solis, L., Mino, B., Laberiano, C., Hernandez, S., Gite, S., Verma, A., Tetzlaff, M., Haymaker, C., Tamegnon, A., Rodriguez-Canales, J.,
Hoyd, C., Bernachez, C., & Wistuba, I. (2020). Procedural Requirements and Recommendations for Multiplex Immunofluorescence Tyramide Signal
Amplification Assays to Support Translational Oncology Studies. Cancers, 12(2), 255. https://doi.org/10.3390/cancers12020255
• Parra, E. (2017). Novel Platforms of Multiplexed Immunofluorescence for Study of Paraffin Tumor Tissues. Journal of Cancer Treatment and Diagnosis. 2. 43-53.
10.29245/2578-2967/2018/1.1122.
• Remark, R., Merghoub, T., Grabe, N., Litjens, G., Damotte, D., Wolchok, J. D., Merad, M., & Gnjatic, S. (2016). In-depth tissue profiling using multiplexed
immunohistochemical consecutive staining on single slide. Science immunology, 1(1), aaf6925. https://doi.org/10.1126/sciimmunol.aaf6925
• Roberts, E. A., Morrison, L. E., Behman, L. J., Draganova-Tacheva, R., O’Neill, R., & Solomides, C. C. (2020). Chromogenic immunohistochemical quadruplex
provides accurate diagnostic differentiation of non-small cell lung cancer. Annals of Diagnostic Pathology, 45, 151454. doi:10.1016/j.anndiagpath.2019.15
• Saka, S. K., Wang, Y., Kishi, J. Y., Zhu, A., Zeng, Y., Xie, W., Kirli, K., Yapp, C., Cicconet, M., Beliveau, B. J., Lapan, S. W., Yin, S., Lin, M., Boyden, E. S.,
Kaeser, P. S., Pihan, G., Church, G. M., & Yin, P. (2019). Immuno-SABER enables highly multiplexed and amplified protein imaging in tissues. Nature
biotechnology, 37(9), 1080–1090. https://doi.org/10.1038/s41587-019-0207-y
• Schubert, W., Bonnekoh, B., Pommer, A. J., Philipsen, L., Böckelmann, R., Malykh, Y., Gollnick, H., Friedenberger, M., Bode, M., & Dress, A. W. (2006).
Analyzing proteome topology and function by automated multidimensional fluorescence microscopy. Nature biotechnology, 24(10), 1270–1278.
https://doi.org/10.1038/nbt1250
• Stack, E. C., Wang, C., Roman, K. A., & Hoyt, C. C. (2014). Multiplexed immunohistochemistry, imaging, and quantitation: A review, with an assessment of
Tyramide signal amplification, multispectral imaging and multiplex analysis. Methods, 70(1), 46–58. doi:10.1016/j.ymeth.2014.08.016
• Tan, Wei Chang Colin; Nerurkar, Sanjna Nilesh; Cai, Hai Yun; Ng, Harry Ho Man; Wu, Duoduo; Wee, Yu Ting Felicia; Lim, Jeffrey Chun Tatt; Yeong, Joe; Lim,
Tony Kiat Hon (2020). Overview of multiplex immunohistochemistry/immunofluorescence techniques in the era of cancer immunotherapy. Cancer
Communications, 40(4), 135–153. doi:10.1002/cac2.12023
REFERENCES
• Taube, J. M., Akturk, G., Angelo, M., Engle, E. L., Gnjatic, S., Greenbaum, S., Greenwald, N. F., Hedvat, C. V., Hollmann, T. J., Juco, J., Parra, E. R., Rebelatto,
M. C., Rimm, D. L., Rodriguez-Canales, J., Schalper, K. A., Stack, E. C., Ferreira, C. S., Korski, K., Lako, A., Rodig, S. J., … Society for Immunotherapy of
Cancer (SITC) Pathology Task Force. (2020). The Society for Immunotherapy of Cancer statement on best practices for multiplex immunohistochemistry (IHC)
and immunofluorescence (IF) staining and validation. Journal for immunotherapy of cancer, 8(1), e000155. https://doi.org/10.1136/jitc-2019-000155
• Tsujikawa, T., Kumar, S., Borkar, R. N., Azimi, V., Thibault, G., Chang, Y. H., Balter, A., Kawashima, R., Choe, G., Sauer, D., El Rassi, E., Clayburgh, D. R.,
Kulesz-Martin, M. F., Lutz, E. R., Zheng, L., Jaffee, E. M., Leyshock, P., Margolin, A. A., Mori, M., Gray, J. W., … Coussens, L. M. (2017). Quantitative Multiplex
Immunohistochemistry Reveals Myeloid-Inflamed Tumor-Immune Complexity Associated with Poor Prognosis. Cell reports, 19(1), 203–217.
https://doi.org/10.1016/j.celrep.2017.03.037
• Yanagita, E., Imagawa, N., Ohbayashi, C., & Itoh, T. (2011). Rapid multiplex immunohistochemistry using the 4-antibody cocktail YANA-4 in differentiating
primary adenocarcinoma from squamous cell carcinoma of the lung. Applied immunohistochemistry & molecular morphology: AIMM, 19(6), 509–513.
https://doi.org/10.1097/PAI.0b013e318212f027
chelseaosayande.i@gmail.com
THANKS FOR YOUR ATTENTION

More Related Content

What's hot

Immunohistochemistry in pathology laboratory
Immunohistochemistry in pathology laboratoryImmunohistochemistry in pathology laboratory
Immunohistochemistry in pathology laboratoryAppy Akshay Agarwal
 
color atlas on bethesda system for reporting thyroid cytology
color atlas on bethesda system for reporting thyroid cytologycolor atlas on bethesda system for reporting thyroid cytology
color atlas on bethesda system for reporting thyroid cytologyAshish Jawarkar
 
Reporting thyroid fine needle aspiration by the bethesda system
Reporting thyroid fine needle aspiration by the bethesda systemReporting thyroid fine needle aspiration by the bethesda system
Reporting thyroid fine needle aspiration by the bethesda systemMonika Nema
 
Stem cells
Stem cellsStem cells
Stem cellssujags
 
3D tumor spheroid models for in vitro therapeutic screening: a systematic app...
3D tumor spheroid models for in vitro therapeutic screening: a systematic app...3D tumor spheroid models for in vitro therapeutic screening: a systematic app...
3D tumor spheroid models for in vitro therapeutic screening: a systematic app...Arun kumar
 
The bethesda system for reporting thyroid cytopathology
The bethesda system for reporting thyroid cytopathology The bethesda system for reporting thyroid cytopathology
The bethesda system for reporting thyroid cytopathology dhanya89
 
IHC in breast pathology
IHC in breast pathologyIHC in breast pathology
IHC in breast pathologynamrathrs87
 
Organoid culture in cancer
Organoid culture in cancerOrganoid culture in cancer
Organoid culture in cancerSamieh Asadian
 
Immunofluorescence and its role in histopathology
Immunofluorescence and its role in histopathologyImmunofluorescence and its role in histopathology
Immunofluorescence and its role in histopathologyMD Patholgoy, AFMC
 
Atlas on bethesda system for reporting cervical cytology
Atlas on bethesda system for reporting cervical cytologyAtlas on bethesda system for reporting cervical cytology
Atlas on bethesda system for reporting cervical cytologyAshish Jawarkar
 
Cervix-bethesda system | Abdul Quddus
Cervix-bethesda system | Abdul QuddusCervix-bethesda system | Abdul Quddus
Cervix-bethesda system | Abdul QuddusAbdul Quddus
 
Effusion cytology - Diagnosis.
Effusion cytology - Diagnosis.Effusion cytology - Diagnosis.
Effusion cytology - Diagnosis.namrathrs87
 

What's hot (20)

Immunohistochemistry in pathology laboratory
Immunohistochemistry in pathology laboratoryImmunohistochemistry in pathology laboratory
Immunohistochemistry in pathology laboratory
 
Fetal autopsy
Fetal autopsyFetal autopsy
Fetal autopsy
 
color atlas on bethesda system for reporting thyroid cytology
color atlas on bethesda system for reporting thyroid cytologycolor atlas on bethesda system for reporting thyroid cytology
color atlas on bethesda system for reporting thyroid cytology
 
Reporting thyroid fine needle aspiration by the bethesda system
Reporting thyroid fine needle aspiration by the bethesda systemReporting thyroid fine needle aspiration by the bethesda system
Reporting thyroid fine needle aspiration by the bethesda system
 
PEComas
PEComasPEComas
PEComas
 
Stem cells
Stem cellsStem cells
Stem cells
 
3D tumor spheroid models for in vitro therapeutic screening: a systematic app...
3D tumor spheroid models for in vitro therapeutic screening: a systematic app...3D tumor spheroid models for in vitro therapeutic screening: a systematic app...
3D tumor spheroid models for in vitro therapeutic screening: a systematic app...
 
The bethesda system for reporting thyroid cytopathology
The bethesda system for reporting thyroid cytopathology The bethesda system for reporting thyroid cytopathology
The bethesda system for reporting thyroid cytopathology
 
Maternal death autopsy
Maternal death autopsyMaternal death autopsy
Maternal death autopsy
 
IHC in breast pathology
IHC in breast pathologyIHC in breast pathology
IHC in breast pathology
 
Regenerative medicine.pptx
Regenerative medicine.pptxRegenerative medicine.pptx
Regenerative medicine.pptx
 
Organoid culture in cancer
Organoid culture in cancerOrganoid culture in cancer
Organoid culture in cancer
 
IHC Markers and Antibodies
IHC Markers and AntibodiesIHC Markers and Antibodies
IHC Markers and Antibodies
 
Myofibroblasts in health and disease.pptx
Myofibroblasts in health and disease.pptxMyofibroblasts in health and disease.pptx
Myofibroblasts in health and disease.pptx
 
Immunofluorescence and its role in histopathology
Immunofluorescence and its role in histopathologyImmunofluorescence and its role in histopathology
Immunofluorescence and its role in histopathology
 
Atlas on bethesda system for reporting cervical cytology
Atlas on bethesda system for reporting cervical cytologyAtlas on bethesda system for reporting cervical cytology
Atlas on bethesda system for reporting cervical cytology
 
Telepathology
TelepathologyTelepathology
Telepathology
 
Cervix-bethesda system | Abdul Quddus
Cervix-bethesda system | Abdul QuddusCervix-bethesda system | Abdul Quddus
Cervix-bethesda system | Abdul Quddus
 
Stem cell and its clinical implication
Stem cell and its clinical implicationStem cell and its clinical implication
Stem cell and its clinical implication
 
Effusion cytology - Diagnosis.
Effusion cytology - Diagnosis.Effusion cytology - Diagnosis.
Effusion cytology - Diagnosis.
 

Similar to Exploring Multiplexed IHC Techniques

Immunofluorescent labeling techniques
Immunofluorescent labeling techniquesImmunofluorescent labeling techniques
Immunofluorescent labeling techniquesMelissa Ward
 
SEROLOGICAL METHODS FOR DETECTION OF PLANT PATHOGENS
SEROLOGICAL METHODS FOR DETECTION OF PLANT PATHOGENSSEROLOGICAL METHODS FOR DETECTION OF PLANT PATHOGENS
SEROLOGICAL METHODS FOR DETECTION OF PLANT PATHOGENSHARISH J
 
Immunofluorescent labeling techniques
Immunofluorescent labeling techniquesImmunofluorescent labeling techniques
Immunofluorescent labeling techniquesMelissa Ward
 
Antibodies for Immunohistochemistry (IHC)
Antibodies for Immunohistochemistry (IHC)Antibodies for Immunohistochemistry (IHC)
Antibodies for Immunohistochemistry (IHC)Jonathan Mayali
 
Pluripotent stem cells An in vitro model for nanotoxicity
Pluripotent stem cells An in vitro model for nanotoxicityPluripotent stem cells An in vitro model for nanotoxicity
Pluripotent stem cells An in vitro model for nanotoxicityDr. Harish Handral
 
IMMUNOHISTOCHEMISTRY IN PATHOLOGY-1-2.pptx
IMMUNOHISTOCHEMISTRY IN PATHOLOGY-1-2.pptxIMMUNOHISTOCHEMISTRY IN PATHOLOGY-1-2.pptx
IMMUNOHISTOCHEMISTRY IN PATHOLOGY-1-2.pptxAYODEJI BLESSING AJILEYE
 
Grafström - Lush Prize Conference 2014
Grafström - Lush Prize Conference 2014Grafström - Lush Prize Conference 2014
Grafström - Lush Prize Conference 2014LushPrize
 
multi plex assay
multi plex assaymulti plex assay
multi plex assaysai teja
 
Basics of IHC (JRL)
Basics of IHC (JRL)Basics of IHC (JRL)
Basics of IHC (JRL)Jacob Lyons
 
Basics of IHC (JRL)
Basics of IHC (JRL)Basics of IHC (JRL)
Basics of IHC (JRL)Jacob Lyons
 
WEBINAR: Potential Role of Aspect Imaging’s Compact 1T Preclinical Scanner in...
WEBINAR: Potential Role of Aspect Imaging’s Compact 1T Preclinical Scanner in...WEBINAR: Potential Role of Aspect Imaging’s Compact 1T Preclinical Scanner in...
WEBINAR: Potential Role of Aspect Imaging’s Compact 1T Preclinical Scanner in...Scintica Instrumentation
 
Prediction of antitubercular_peptides_from_sequenc
Prediction of antitubercular_peptides_from_sequencPrediction of antitubercular_peptides_from_sequenc
Prediction of antitubercular_peptides_from_sequencShahidAkbar22
 
Immunohistochemistry.pptx
Immunohistochemistry.pptxImmunohistochemistry.pptx
Immunohistochemistry.pptxKelvin209960
 
DIAGNOSTICS - Diagnosis of TB - A Nanodiagnostic Approach.pdf
DIAGNOSTICS - Diagnosis of TB - A Nanodiagnostic Approach.pdfDIAGNOSTICS - Diagnosis of TB - A Nanodiagnostic Approach.pdf
DIAGNOSTICS - Diagnosis of TB - A Nanodiagnostic Approach.pdfsudeepbhattacharyya
 
MDC Connect: Imaging technologies to understand the pharmacokinetics and biod...
MDC Connect: Imaging technologies to understand the pharmacokinetics and biod...MDC Connect: Imaging technologies to understand the pharmacokinetics and biod...
MDC Connect: Imaging technologies to understand the pharmacokinetics and biod...Medicines Discovery Catapult
 
Immunophinotyping raju
Immunophinotyping rajuImmunophinotyping raju
Immunophinotyping rajurajusehrawat
 

Similar to Exploring Multiplexed IHC Techniques (20)

Gellibolian 2010 Audio Visual2
Gellibolian 2010 Audio Visual2Gellibolian 2010 Audio Visual2
Gellibolian 2010 Audio Visual2
 
Immunofluorescent labeling techniques
Immunofluorescent labeling techniquesImmunofluorescent labeling techniques
Immunofluorescent labeling techniques
 
SEROLOGICAL METHODS FOR DETECTION OF PLANT PATHOGENS
SEROLOGICAL METHODS FOR DETECTION OF PLANT PATHOGENSSEROLOGICAL METHODS FOR DETECTION OF PLANT PATHOGENS
SEROLOGICAL METHODS FOR DETECTION OF PLANT PATHOGENS
 
Immunofluorescent labeling techniques
Immunofluorescent labeling techniquesImmunofluorescent labeling techniques
Immunofluorescent labeling techniques
 
Antibodies for Immunohistochemistry (IHC)
Antibodies for Immunohistochemistry (IHC)Antibodies for Immunohistochemistry (IHC)
Antibodies for Immunohistochemistry (IHC)
 
Pluripotent stem cells An in vitro model for nanotoxicity
Pluripotent stem cells An in vitro model for nanotoxicityPluripotent stem cells An in vitro model for nanotoxicity
Pluripotent stem cells An in vitro model for nanotoxicity
 
IMMUNOHISTOCHEMISTRY IN PATHOLOGY-1-2.pptx
IMMUNOHISTOCHEMISTRY IN PATHOLOGY-1-2.pptxIMMUNOHISTOCHEMISTRY IN PATHOLOGY-1-2.pptx
IMMUNOHISTOCHEMISTRY IN PATHOLOGY-1-2.pptx
 
Grafström - Lush Prize Conference 2014
Grafström - Lush Prize Conference 2014Grafström - Lush Prize Conference 2014
Grafström - Lush Prize Conference 2014
 
multi plex assay
multi plex assaymulti plex assay
multi plex assay
 
Basics of IHC (JRL)
Basics of IHC (JRL)Basics of IHC (JRL)
Basics of IHC (JRL)
 
Basics of IHC (JRL)
Basics of IHC (JRL)Basics of IHC (JRL)
Basics of IHC (JRL)
 
WEBINAR: Potential Role of Aspect Imaging’s Compact 1T Preclinical Scanner in...
WEBINAR: Potential Role of Aspect Imaging’s Compact 1T Preclinical Scanner in...WEBINAR: Potential Role of Aspect Imaging’s Compact 1T Preclinical Scanner in...
WEBINAR: Potential Role of Aspect Imaging’s Compact 1T Preclinical Scanner in...
 
Prediction of antitubercular_peptides_from_sequenc
Prediction of antitubercular_peptides_from_sequencPrediction of antitubercular_peptides_from_sequenc
Prediction of antitubercular_peptides_from_sequenc
 
SAOD CV
SAOD CVSAOD CV
SAOD CV
 
RT ppr
RT pprRT ppr
RT ppr
 
Immunohistochemistry.pptx
Immunohistochemistry.pptxImmunohistochemistry.pptx
Immunohistochemistry.pptx
 
DIAGNOSTICS - Diagnosis of TB - A Nanodiagnostic Approach.pdf
DIAGNOSTICS - Diagnosis of TB - A Nanodiagnostic Approach.pdfDIAGNOSTICS - Diagnosis of TB - A Nanodiagnostic Approach.pdf
DIAGNOSTICS - Diagnosis of TB - A Nanodiagnostic Approach.pdf
 
MDC Connect: Imaging technologies to understand the pharmacokinetics and biod...
MDC Connect: Imaging technologies to understand the pharmacokinetics and biod...MDC Connect: Imaging technologies to understand the pharmacokinetics and biod...
MDC Connect: Imaging technologies to understand the pharmacokinetics and biod...
 
Local Biotechs: Unleash the Power
Local Biotechs: Unleash the PowerLocal Biotechs: Unleash the Power
Local Biotechs: Unleash the Power
 
Immunophinotyping raju
Immunophinotyping rajuImmunophinotyping raju
Immunophinotyping raju
 

Recently uploaded

Call Girls In Andheri East Call 9920874524 Book Hot And Sexy Girls
Call Girls In Andheri East Call 9920874524 Book Hot And Sexy GirlsCall Girls In Andheri East Call 9920874524 Book Hot And Sexy Girls
Call Girls In Andheri East Call 9920874524 Book Hot And Sexy Girlsnehamumbai
 
Call Girls Frazer Town Just Call 7001305949 Top Class Call Girl Service Avail...
Call Girls Frazer Town Just Call 7001305949 Top Class Call Girl Service Avail...Call Girls Frazer Town Just Call 7001305949 Top Class Call Girl Service Avail...
Call Girls Frazer Town Just Call 7001305949 Top Class Call Girl Service Avail...narwatsonia7
 
High Profile Call Girls Jaipur Vani 8445551418 Independent Escort Service Jaipur
High Profile Call Girls Jaipur Vani 8445551418 Independent Escort Service JaipurHigh Profile Call Girls Jaipur Vani 8445551418 Independent Escort Service Jaipur
High Profile Call Girls Jaipur Vani 8445551418 Independent Escort Service Jaipurparulsinha
 
Call Girls Electronic City Just Call 7001305949 Top Class Call Girl Service A...
Call Girls Electronic City Just Call 7001305949 Top Class Call Girl Service A...Call Girls Electronic City Just Call 7001305949 Top Class Call Girl Service A...
Call Girls Electronic City Just Call 7001305949 Top Class Call Girl Service A...narwatsonia7
 
Low Rate Call Girls Pune Esha 9907093804 Short 1500 Night 6000 Best call girl...
Low Rate Call Girls Pune Esha 9907093804 Short 1500 Night 6000 Best call girl...Low Rate Call Girls Pune Esha 9907093804 Short 1500 Night 6000 Best call girl...
Low Rate Call Girls Pune Esha 9907093804 Short 1500 Night 6000 Best call girl...Miss joya
 
Sonagachi Call Girls Services 9907093804 @24x7 High Class Babes Here Call Now
Sonagachi Call Girls Services 9907093804 @24x7 High Class Babes Here Call NowSonagachi Call Girls Services 9907093804 @24x7 High Class Babes Here Call Now
Sonagachi Call Girls Services 9907093804 @24x7 High Class Babes Here Call NowRiya Pathan
 
Call Girl Service Bidadi - For 7001305949 Cheap & Best with original Photos
Call Girl Service Bidadi - For 7001305949 Cheap & Best with original PhotosCall Girl Service Bidadi - For 7001305949 Cheap & Best with original Photos
Call Girl Service Bidadi - For 7001305949 Cheap & Best with original Photosnarwatsonia7
 
VIP Call Girls Mumbai Arpita 9910780858 Independent Escort Service Mumbai
VIP Call Girls Mumbai Arpita 9910780858 Independent Escort Service MumbaiVIP Call Girls Mumbai Arpita 9910780858 Independent Escort Service Mumbai
VIP Call Girls Mumbai Arpita 9910780858 Independent Escort Service Mumbaisonalikaur4
 
Asthma Review - GINA guidelines summary 2024
Asthma Review - GINA guidelines summary 2024Asthma Review - GINA guidelines summary 2024
Asthma Review - GINA guidelines summary 2024Gabriel Guevara MD
 
Call Girls Hsr Layout Just Call 7001305949 Top Class Call Girl Service Available
Call Girls Hsr Layout Just Call 7001305949 Top Class Call Girl Service AvailableCall Girls Hsr Layout Just Call 7001305949 Top Class Call Girl Service Available
Call Girls Hsr Layout Just Call 7001305949 Top Class Call Girl Service Availablenarwatsonia7
 
Call Girls Service Surat Samaira ❤️🍑 8250192130 👄 Independent Escort Service ...
Call Girls Service Surat Samaira ❤️🍑 8250192130 👄 Independent Escort Service ...Call Girls Service Surat Samaira ❤️🍑 8250192130 👄 Independent Escort Service ...
Call Girls Service Surat Samaira ❤️🍑 8250192130 👄 Independent Escort Service ...CALL GIRLS
 
Call Girl Koramangala | 7001305949 At Low Cost Cash Payment Booking
Call Girl Koramangala | 7001305949 At Low Cost Cash Payment BookingCall Girl Koramangala | 7001305949 At Low Cost Cash Payment Booking
Call Girl Koramangala | 7001305949 At Low Cost Cash Payment Bookingnarwatsonia7
 
Hi,Fi Call Girl In Mysore Road - 7001305949 | 24x7 Service Available Near Me
Hi,Fi Call Girl In Mysore Road - 7001305949 | 24x7 Service Available Near MeHi,Fi Call Girl In Mysore Road - 7001305949 | 24x7 Service Available Near Me
Hi,Fi Call Girl In Mysore Road - 7001305949 | 24x7 Service Available Near Menarwatsonia7
 
Call Girls Hosur Just Call 7001305949 Top Class Call Girl Service Available
Call Girls Hosur Just Call 7001305949 Top Class Call Girl Service AvailableCall Girls Hosur Just Call 7001305949 Top Class Call Girl Service Available
Call Girls Hosur Just Call 7001305949 Top Class Call Girl Service Availablenarwatsonia7
 
Call Girls Whitefield Just Call 7001305949 Top Class Call Girl Service Available
Call Girls Whitefield Just Call 7001305949 Top Class Call Girl Service AvailableCall Girls Whitefield Just Call 7001305949 Top Class Call Girl Service Available
Call Girls Whitefield Just Call 7001305949 Top Class Call Girl Service Availablenarwatsonia7
 
Bangalore Call Girls Marathahalli 📞 9907093804 High Profile Service 100% Safe
Bangalore Call Girls Marathahalli 📞 9907093804 High Profile Service 100% SafeBangalore Call Girls Marathahalli 📞 9907093804 High Profile Service 100% Safe
Bangalore Call Girls Marathahalli 📞 9907093804 High Profile Service 100% Safenarwatsonia7
 
Call Girls Service Chennai Jiya 7001305949 Independent Escort Service Chennai
Call Girls Service Chennai Jiya 7001305949 Independent Escort Service ChennaiCall Girls Service Chennai Jiya 7001305949 Independent Escort Service Chennai
Call Girls Service Chennai Jiya 7001305949 Independent Escort Service ChennaiNehru place Escorts
 
Call Girls Jayanagar Just Call 7001305949 Top Class Call Girl Service Available
Call Girls Jayanagar Just Call 7001305949 Top Class Call Girl Service AvailableCall Girls Jayanagar Just Call 7001305949 Top Class Call Girl Service Available
Call Girls Jayanagar Just Call 7001305949 Top Class Call Girl Service Availablenarwatsonia7
 

Recently uploaded (20)

Call Girls In Andheri East Call 9920874524 Book Hot And Sexy Girls
Call Girls In Andheri East Call 9920874524 Book Hot And Sexy GirlsCall Girls In Andheri East Call 9920874524 Book Hot And Sexy Girls
Call Girls In Andheri East Call 9920874524 Book Hot And Sexy Girls
 
Call Girls Frazer Town Just Call 7001305949 Top Class Call Girl Service Avail...
Call Girls Frazer Town Just Call 7001305949 Top Class Call Girl Service Avail...Call Girls Frazer Town Just Call 7001305949 Top Class Call Girl Service Avail...
Call Girls Frazer Town Just Call 7001305949 Top Class Call Girl Service Avail...
 
High Profile Call Girls Jaipur Vani 8445551418 Independent Escort Service Jaipur
High Profile Call Girls Jaipur Vani 8445551418 Independent Escort Service JaipurHigh Profile Call Girls Jaipur Vani 8445551418 Independent Escort Service Jaipur
High Profile Call Girls Jaipur Vani 8445551418 Independent Escort Service Jaipur
 
Call Girls Electronic City Just Call 7001305949 Top Class Call Girl Service A...
Call Girls Electronic City Just Call 7001305949 Top Class Call Girl Service A...Call Girls Electronic City Just Call 7001305949 Top Class Call Girl Service A...
Call Girls Electronic City Just Call 7001305949 Top Class Call Girl Service A...
 
Low Rate Call Girls Pune Esha 9907093804 Short 1500 Night 6000 Best call girl...
Low Rate Call Girls Pune Esha 9907093804 Short 1500 Night 6000 Best call girl...Low Rate Call Girls Pune Esha 9907093804 Short 1500 Night 6000 Best call girl...
Low Rate Call Girls Pune Esha 9907093804 Short 1500 Night 6000 Best call girl...
 
Sonagachi Call Girls Services 9907093804 @24x7 High Class Babes Here Call Now
Sonagachi Call Girls Services 9907093804 @24x7 High Class Babes Here Call NowSonagachi Call Girls Services 9907093804 @24x7 High Class Babes Here Call Now
Sonagachi Call Girls Services 9907093804 @24x7 High Class Babes Here Call Now
 
Call Girl Service Bidadi - For 7001305949 Cheap & Best with original Photos
Call Girl Service Bidadi - For 7001305949 Cheap & Best with original PhotosCall Girl Service Bidadi - For 7001305949 Cheap & Best with original Photos
Call Girl Service Bidadi - For 7001305949 Cheap & Best with original Photos
 
VIP Call Girls Mumbai Arpita 9910780858 Independent Escort Service Mumbai
VIP Call Girls Mumbai Arpita 9910780858 Independent Escort Service MumbaiVIP Call Girls Mumbai Arpita 9910780858 Independent Escort Service Mumbai
VIP Call Girls Mumbai Arpita 9910780858 Independent Escort Service Mumbai
 
Asthma Review - GINA guidelines summary 2024
Asthma Review - GINA guidelines summary 2024Asthma Review - GINA guidelines summary 2024
Asthma Review - GINA guidelines summary 2024
 
Call Girls Hsr Layout Just Call 7001305949 Top Class Call Girl Service Available
Call Girls Hsr Layout Just Call 7001305949 Top Class Call Girl Service AvailableCall Girls Hsr Layout Just Call 7001305949 Top Class Call Girl Service Available
Call Girls Hsr Layout Just Call 7001305949 Top Class Call Girl Service Available
 
sauth delhi call girls in Bhajanpura 🔝 9953056974 🔝 escort Service
sauth delhi call girls in Bhajanpura 🔝 9953056974 🔝 escort Servicesauth delhi call girls in Bhajanpura 🔝 9953056974 🔝 escort Service
sauth delhi call girls in Bhajanpura 🔝 9953056974 🔝 escort Service
 
Call Girls Service Surat Samaira ❤️🍑 8250192130 👄 Independent Escort Service ...
Call Girls Service Surat Samaira ❤️🍑 8250192130 👄 Independent Escort Service ...Call Girls Service Surat Samaira ❤️🍑 8250192130 👄 Independent Escort Service ...
Call Girls Service Surat Samaira ❤️🍑 8250192130 👄 Independent Escort Service ...
 
Call Girl Koramangala | 7001305949 At Low Cost Cash Payment Booking
Call Girl Koramangala | 7001305949 At Low Cost Cash Payment BookingCall Girl Koramangala | 7001305949 At Low Cost Cash Payment Booking
Call Girl Koramangala | 7001305949 At Low Cost Cash Payment Booking
 
Hi,Fi Call Girl In Mysore Road - 7001305949 | 24x7 Service Available Near Me
Hi,Fi Call Girl In Mysore Road - 7001305949 | 24x7 Service Available Near MeHi,Fi Call Girl In Mysore Road - 7001305949 | 24x7 Service Available Near Me
Hi,Fi Call Girl In Mysore Road - 7001305949 | 24x7 Service Available Near Me
 
Call Girls Hosur Just Call 7001305949 Top Class Call Girl Service Available
Call Girls Hosur Just Call 7001305949 Top Class Call Girl Service AvailableCall Girls Hosur Just Call 7001305949 Top Class Call Girl Service Available
Call Girls Hosur Just Call 7001305949 Top Class Call Girl Service Available
 
Call Girls Whitefield Just Call 7001305949 Top Class Call Girl Service Available
Call Girls Whitefield Just Call 7001305949 Top Class Call Girl Service AvailableCall Girls Whitefield Just Call 7001305949 Top Class Call Girl Service Available
Call Girls Whitefield Just Call 7001305949 Top Class Call Girl Service Available
 
Bangalore Call Girls Marathahalli 📞 9907093804 High Profile Service 100% Safe
Bangalore Call Girls Marathahalli 📞 9907093804 High Profile Service 100% SafeBangalore Call Girls Marathahalli 📞 9907093804 High Profile Service 100% Safe
Bangalore Call Girls Marathahalli 📞 9907093804 High Profile Service 100% Safe
 
Russian Call Girls in Delhi Tanvi ➡️ 9711199012 💋📞 Independent Escort Service...
Russian Call Girls in Delhi Tanvi ➡️ 9711199012 💋📞 Independent Escort Service...Russian Call Girls in Delhi Tanvi ➡️ 9711199012 💋📞 Independent Escort Service...
Russian Call Girls in Delhi Tanvi ➡️ 9711199012 💋📞 Independent Escort Service...
 
Call Girls Service Chennai Jiya 7001305949 Independent Escort Service Chennai
Call Girls Service Chennai Jiya 7001305949 Independent Escort Service ChennaiCall Girls Service Chennai Jiya 7001305949 Independent Escort Service Chennai
Call Girls Service Chennai Jiya 7001305949 Independent Escort Service Chennai
 
Call Girls Jayanagar Just Call 7001305949 Top Class Call Girl Service Available
Call Girls Jayanagar Just Call 7001305949 Top Class Call Girl Service AvailableCall Girls Jayanagar Just Call 7001305949 Top Class Call Girl Service Available
Call Girls Jayanagar Just Call 7001305949 Top Class Call Girl Service Available
 

Exploring Multiplexed IHC Techniques

  • 1. Exploring The Concept Of Multiplexing In Immunohistochemistry: An Advanced Technology BY OSAYANDE CHELSEA IMUETINYANOSA (B.Mls, AMLS) Medical Laboratory Science Department, Histopathology Unit National Hospital, Abuja 29th APRIL, 2022
  • 2. OUTLINE  INTRODUCTION  IMMUNOHISTOCHEMISTRY  PRINCIPLE OF STANDARD CHROMOGENIC IHC  LIMITATIONS OF IHC  MULTIPLEXING  METHODS OF MULTIPLEXING  TECHNOLOGIES OF MULTIPLEXED IHC  CASE STUDY  APPLICATIONS  CONCLUSION  RECOMMENDATION  REFERENCES
  • 3. INTRODUCTION  Conventional immunohistochemistry (IHC) is commonly used as a diagnostic technique in the field of tissue pathology but suffers from certain limitations. The most critical of these is that this technique only permits the labelling of a single marker per tissue section. This results in missed opportunities to gain important prognostic and diagnostic information from patient samples (Tan et al., 2020).  Multiplex Immunohistochemistry/Immunofluorescence (mIHC/IF) technologies, which allow the simultaneous detection of multiple markers on a single tissue section, have been introduced and adopted in both research and clinical settings in response to increased demand for improved techniques.  A number of highly multiplexed tissue imaging technologies have also emerged, permitting comprehensive studies of cell composition, functional state and cell-cell interactions which suggest improved diagnostic benefit (Lu et al., 2019). Source: National Hospital Abuja
  • 4. IMMUNOLOGY HISTOLOGY CHEMISTRY WHAT IS IMMUNOHISTOCHEMISTRY? Source: National Hospital Abuja, Author’s Illustration
  • 5. IMMUNOHISTOCHEMISTRY  Immunohistochemistry (IHC) represents a powerful tool used for the identification of target proteins in the context of the cell or tissue analysed. It is used to identify tumours, classify tumours, utilize prognostic markers, predict response to therapy and identify infectious and biological behaviours (Dixon et al., 2015).  This type of in situ analysis can be used to identify sub-populations of cells based on the expression of specific markers. It is an important tool in the post-genomic era, necessary for uncovering protein function (Schubert et al., 2006).  Samples such as mammalian tissues are rapidly fixed (most commonly in formaldehyde) and embedded in paraffin wax - or frozen where this is not possible - to maintain their morphology. Samples are then thinly sliced into sections and mounted onto glass slides, and then dried. It is then analyzed following the standard operating procedure of immunohistochemistry (Dixon et al., 2015). Source: National Hospital Abuja
  • 6. Figure 1: Principle of Standard Chromogenic IHC (Taube et al., 2020). Colored Product Substrate Peroxidase or Alkaline Phosphatase Secondary Antibody Primary Antibody Proteins Fixed Tissue Source: National Hospital Abuja, Author’s Illustration, Taube et al., 2020
  • 7. PROTOCOL OF STANDARD CHROMOGENIC IHC Epitope retrieval Blocking The primary antibody Visualization Amplification Detection system Counterstaining Cover slipping Microscopy (Taube et al., 2020) Source: National Hospital Abuja
  • 8. Figure 2: Hematotoxylin and eosin staining (H&E) and immunohistochemical staining for estrogen receptor (ER), progesterone receptor (PR) and HER2/neu proteins (400X).(a) Ductal carcinoma. (b)Lobular carcinoma (Barekati et al., 2012). Source: National Hospital Abuja
  • 9. LIMITATIONS OF IHC  As aforementioned, the inability to label more than one marker per tissue section is the most important limitation of IHC. For example, tumor-infiltrating CD8+ T cells can be identified through CD8, CD3, forkhead box P3 (FOXP3) and CD20 expression (Mazzaschi et al., 2018).  Another drawback of IHC-based biomarker assessment is high inter-observer variability. For instance, Ki-67 is a widely endorsed marker for a range of cancers (Tan et al., 2020). Source: National Hospital Abuja
  • 11. MULTIPLEXED IHC  In the last decade, various adaptations of IHC and related technologies have been developed through which several targets can be stained and visualised in one sample. Together, these applications are often referred to as “multiplexed IHC” (Dixon et al., 2015).  These applications are hugely useful for detecting multiple biomarkers in various cell types in complex tissues such as the tumour microenvironment, neural tissues, and lung biopsies.  Some initial examples of so-called “low level” multiplexed IHC closely follow the principals of standard IHC (Dixon et al., 2015).  Such technologies involve the use of carefully designed antibody cocktails that localise to distinct cellular locations. These approaches help to identify patterns in the distribution of groups of proteins in different cell types, where previously only one or two proteins could be assessed simultaneously (Yanagita et al.,2011). Source: National Hospital Abuja
  • 12. How does multiplex IHC work? Step 1 Add primary antibodies Step 2 Add conjugated secondary antibodies Step 3 Add chromogen substrates Antigen Primary antibody Goat anti-mouse HRP Goat anti-rabbit AP Chromogen Mouse Rabbit DAB FastRed Source: National Hospital Abuja, (Lee et al., 2019)
  • 14. BRIGHTFIELD MULTIPLEXING  In order to perform mIHC on FFPE tissues in brightfield microscopy, chromogenic deposition of various chromogens/enzyme pairs is used. While this is useful when distinguishing different cell types, it is more challenging to assess when trying to co-localize targets within cells (Chris, 2010).  Some of the specific chromogens available for brightfield mIHC include: 3,3′-diaminiobenzidine (DAB) and nickel enhanced DAB (DAB-Ni), 3-amino-9-ethylcarbazole (AEC), and Vector VIP which produces an insoluble purple precipitate  These chromogens can be visualized with either horseradish peroxidase (HRP; DAB, DAB + Ni, AEC and VIP) or alkaline phosphatase (AP; NBT/BCIP). In addition, several counterstaining dyes can enhance brightfield multiplexing, such as methyl green or hematoxylin, which stain nuclei green or blue, respectively (Stack et al., 2014). Source: National Hospital Abuja
  • 15. Figure 3: Light microscopy multiplex chromogenic immunohistochemistry staining. Representative image of triplex FOXP3/CD8/KRT staining with purple (Discovery HRP, Ventana, Roche Tissue Diagnostics), yellow (Discovery AP, Ventana, Roche Tissue Diagnostics) and teal (Discovery HRP, Ventana, Roche Tissue Diagnostics) chromogens and a hematoxylin counterstain (Taube et al., 2020). Source: National Hospital Abuja
  • 16.  It is a relatively easy, inexpensive  Multiple reagents and automated platforms are available  The stains are most often read using light microscopy, which allows for easier quality oversight  High- throughput brightfield digital image acquisition platforms are available (Taube et al., 2020)  Only a few existing chromogens that are very effective in allowing for the study of marker co- expression.  The dynamic range of marker intensity is also limited  Often used to simply assess expression as positive versus negative, or a semi-quantitative H-score (Remark et al., 2016). ADVANTAGES DISADVANTAGES Source: National Hospital Abuja
  • 17. MULTIPLEX IMMUNOFLUORESCENCE  The basic principle of mIF is that multiple protein targets can each be stained by specific antibodies labeled with distinct fluorophores. When excited, the fluorophores emit at a characteristic wavelength (Stack et al., 2014).  One of the most widely used approaches for mIF is an indirect approach that employs Tyramide Signal Amplication (TSA). This method provides signal amplification through a polymer-HRP detection system combined with activation of tyramide fluorophores (Taube et al., 2020).  Using this approach, it is possible to create a protocol that can allow researchers to use antibodies raised in the same species and create panels that can accommodate simultaneous detection of up to six to eight individual targets (Stack et al., 2014). Source: National Hospital Abuja
  • 18. Figure 5: Multiplex immunofluorescence (IF) using tyramide signal amplification (TSA)-based detection methods and multispectral imaging (Taube et al., 2020). Source: National Hospital Abuja
  • 19.  Hundreds of commercially available purified fluorophores  Four to five different carefully selected fluorophores may be applied  When multispectral microscopes are used, the number of fluorophores applied to a single slide can be increased up to eight  Tissue auto fluorescence can also be subtracted from the image  Imaging approaches that do not use multispectral technologies may be limited in their quantitative ability in some circumstances by tissue autofluorescence,  Those that require multispectral technologies are expensive.  Risk of overactive tyramide deposition, potentially contributing to an umbrella effect and/or signal bleed-through ADVANTAGES DISADVANTAGES Source: National Hospital Abuja, (Taube et al., 2020).
  • 20. TECHNOLOGIES OF MULTIPLEXED IHC 1 Stain Removal Technology 2 Fluorophore Inactivation Technology 3 Multiplexed Signal Amplification 4 DNA Barcoding Technology 5 Mass Cytometry Source: National Hospital Abuja
  • 21. STAIN REMOVAL TECHNOLOGY  One of the most commonly used approaches of multiplexing IHC is stain removal. Stain removal technologies (sometimes called dye cycling) refer to a class of protocols that rely on a cycle of antibody staining, image capture, removal of stain, and re-staining to greatly increase the number of markers that can be tested in a single experiment. (Kim et al., 2016).  There are a variety of ways in which a stain or signal can be removed; two examples include:  multiepitope-ligand cartography (MELC) and  sequential immunoperoxidase labeling and erasing (SIMPLE).  Others include multiplexed immunohistochemical consecutive staining on the same slide (MICSSS) (Aktürk et al., 2020). Source: National Hospital Abuja
  • 22. Figure 6: (A) Simultaneous visualization of five antigens in mouse cerebellum. (B) The images were individually pseudocolored and overlaid. (C) The resultant image reveals the morphology of different cell types and fine details of interactions of Purkinje cells, Bergmann glia, astrocytes, and basket cell terminals that would not be obvious with single or dual labeling Source: National Hospital Abuja
  • 23. FLUOROPHORE INACTIVATION TECHNOLOGY  The technology aimed to overcome the limitations associated with standard immunofluorescence or immunohistochemistry techniques.  The principle of the technique is similar to the stain removal techniques where pH, denaturation, or photo-bleaching is used to remove a stain, but instead, this technique relies on the inactivation of the fluorophores.  The fluorophores are inactivated through alkaline oxidation chemistry, which quickly eliminates cyanine-based dye fluorescence  Multiplexed fluorescence microscopy method  Cyclic immunofluorescence (Gerdes et al., 2013). Source: National Hospital Abuja
  • 24. Figure 7: Tyramide signal amplification: The HRP-conjugated secondary antibody binds to an unconjugated primary antibody specific to the target/antigen of interest. Detection is ultimately achieved with a fluorophore-conjugated tyramide molecule that serves as the substrate for HRP. Activated tyramide forms covalent bonds with tyrosine residues on or neighboring the protein of interest and is permanently deposited upon the site of the antigen. The method allows for serial stripping of the primary/secondary antibody pairs, while preserving the antigen-associated fluorescence signal, making this process amenable to multiple rounds of staining in a sequential fashion {Parra, 2017). Slide Identification Ag Slide Identification Ag Slide Identification Ag HRP HRP Ag F T F T F T F T F T F T F T F T HRP Ag First primary Antibody incubation Introduce HRP TSA incubation and HRP Catalyzes with TSA to free Radicals formation Covalent bonds formation with TSA residuals next to HRP Second primary Antibody incubation (repeated the cycle) H2O2 H2O Source: National Hospital Abuja, Author’s Illustration MULTIPLEXED SIGNAL AMPLIFICATION
  • 25. Figure 8: Fluorescent nucleotides are added along the first indexing nucleotide G in the antibodies (Ab) 1 and 2. Cells are washed of free nucleotides and the slide is imaged. A clearing step is performed using tris (2-carboxyethyl) phosphine which cleaves the disulfide linkers to release the fluorophores and then a new indexing cycle 2 is doing in T nucleotide (Ab3 and Ab4) for fluorescent nucleotides U and C to be incorporated onto Abs 3 and 4. The cycle is repeated, using the index by the position G in the Ab5 and Ab6 with fluorescent nucleotides to start another cycle (Parra, 2017). Slide Identification Ab1 AB2 ACG TGCGA ACG TGCCG Ab3 AB4 ACGA TGCTGA ACG TGCCGT Ab5 AB6 ACGC TGCGAT ACGT TGCAGC INDEX 1 Staining Slide Identification F F F F F F Multiplexed Image Imaging / Bleaching Imaging / Bleaching Imaging / Bleaching Ab1 AB2 ACG TGCGA ACG TGCCG Ab3 AB4 ACGA TGCTGA ACG TGCCGT Ab5 AB6 ACGC TGCGAT ACGT TGCAGC F F INDEX 1 Cycle 1 Index 1/Render Ab1 AB2 ACG TGCGA ACG TGCCG Ab3 AB4 ACGA TGCTGA ACG TGCCGT Ab5 AB6 ACGC TGCGAT ACGT TGCAGC F F INDEX 2 Cycle 2 Index 2/Render Ab1 AB2 ACG TGCGA ACG TGCCG Ab3 AB4 ACGAU TGCTGAC ACG TGCCGT Ab5 AB6 ACGC TGCGAT ACGT TGCAGC F F INDEX 3 Cycle 3 Index 3/Render Source: National Hospital Abuja DNA BARCODING TECHNOLOGIES
  • 26. Figure 9: Different samples can be barcoded with unique combinations of heavy metal tags, enabling them to be pooled together prior to staining to minimize technical variability at this step. The samples are incubated with antibodies targeted against proteins of interest. The cells are nebulized into droplets as they are introduced into the mass cytometer. They then travel into an inductively-coupled argon plasma, in which covalent bonds are broken and ions are liberated. The ion cloud is filtered to remove common biological elements and enrich the heavy metal reporter ions to be quantified by time-of-flight mass spectrometry. Ion signals are integrated on a per-cell basis, resulting in single-cell measurements for downstream analysis (Parra, 2017). Slide Identification Slide Identification Antibodies labeled With elemental isotopes Stain cell samples With metal-labelled antibodies Cells are nebulized into droplets Mass filter to remove Common biological elements Mass Time of Flight Ion cells in plasma flame (Argon Plasma Source: National Hospital Abuja MASS CYTOMETRY
  • 27. CASE STUDY: Diagnostic differentiation of non-small cell lung cancer National Hospital Abuja
  • 28. Figure 10: DAB IHC of independent markers can be used to identify subtypes of NSCLC, but overconsumes tumor material. Serial 4 um sections were stained for TTF-1, Napsin A, p40 and CK5/ 6 using DAB IHC. Shown are examples of adenocarcinoma (A), squamous cell carcinoma (B) and Adenosquamous carcinoma (C) stained for all four markers. Objective = 40×. Scale bar = 20 μm (Robert et al., 2020). Source: National Hospital Abuja
  • 29. Figure 11: Chromogenic multiplexing is able to identify mixed NSCLC subtype morphology. The quadruplex assay was applied to all cases in the cohort. Shown are examples of staining in adenocarcinoma (A), squamous cell carcinoma (B) and adenosquamous carcinoma (C). TTF-1 = yellow; napsin A = pink/purple; p40 = teal; CK5/ 6 = DAB. Objective = 40× (Robert et al., 2020). Source: National Hospital Abuja
  • 30. APPLICATIONS ONCOLOGY  mIHC on biopsied tissues can aid the rapid classification of tumor subtypes, without using up too much sample. For instance, breast cancer is classified based on the presence or absence of estrogen, progesterone, and Her2 receptors. In one study on breast cancer samples.  mIHC may be used to gain insights into the tumor microenvironment and quantify predictive biomarkers to stratify patients based on their therapeutic response (Tsujikawa et al., 2017). NEUROLOGY  mIHC can be used to label brain cells, neurotransmitters, the blood-brain barrier, and peripheral players such as immune cells.  mIHC can also be used to identify and monitor biomarkers of neurodegenerative disease progression. One study used mIHC to assess neuroinflammation and neural tissue damage in a rat model of traumatic brain injury (Bogoslovsky et al., 2018). Source: National Hospital Abuja
  • 31. CONCLUSION Scientists’ understanding of molecular biomarkers that define normal and disease states is constantly evolving. To accurately characterize cell populations in research and diagnosis in a high-throughput and high-resolution manner, novel imaging platforms, assays, and technologies are required. Multiplexing immunohistochemistry is one avenue increasing the capabilities of clinical research and diagnostics, providing researchers with the tools to investigate complex and heterogeneous tissues in a powerful manner. Source: National Hospital Abuja
  • 32. REFERENCES • Akturk, G., Sweeney, R., Remark, R., Merad, M., & Gnjatic, S. (2020). Multiplexed Immunohistochemical Consecutive Staining on Single Slide (MICSSS): Multiplexed Chromogenic IHC Assay for High-Dimensional Tissue Analysis. Methods in molecular biology (Clifton, N.J.), 2055, 497–519. https://doi.org/10.1007/978-1-4939-9773-2_23 • Barekati, Z., Radpour, R., Lu, Q., Bitzer, J., Zheng, H., Toniolo, P., Lenner, P., & Zhong, X. Y. (2012). Methylation signature of lymph node metastases in breast cancer patients. BMC cancer, 12, 244. https://doi.org/10.1186/1471-2407-12-244 • Bogoslovsky, T., Bernstock, J. D., Bull, G., Gouty, S., Cox, B. M., Hallenbeck, J. M., & Maric, D. (2018). Development of a systems-based in situ multiplex biomarker screening approach for the assessment of immunopathology and neural tissue plasticity in male rats after traumatic brain injury. Journal of Neuroscience Research, 96(4), 487–500. doi:10.1002/jnr.24054 • Chris, V. M. (2010). Chromogens in Multiple Immunohistochemical Staining Used for Visual Assessment and Spectral Imaging: The Colorful Future. Journal of Histotechnology, 33(1), 31–40. doi:10.1179/his.2010.33.1.31 • Dixon, A. R., Bathany, C., Tsuei, M., White, J., Barald, K. F., & Takayama, S. (2015). Recent developments in multiplexing techniques for immunohistochemistry. Expert Review of Molecular Diagnostics, 15(9), 1171–1186. doi:10.1586/14737159.2015.10691 • Gerdes, M. J., Sevinsky, C. J., Sood, A., Adak, S., Bello, M. O., Bordwell, A., Ginty, F. (2013). Highly multiplexed single-cell analysis of formalin-fixed, paraffin- embedded cancer tissue. Proceedings of the National Academy of Sciences, 110(29), 11982–11987. doi:10.1073/pnas.1300136110 • Lee, C. W., Ren, Y. J., Marella, M., Wang, M., Hartke, J., & Couto, S. S. (2019). Multiplex immunofluorescence staining and image analysis assay for diffuse large B cell lymphoma. Journal of Immunological Methods, 112714. doi:10.1016/j.jim.2019.112714 • Lu, S., Stein, J. E., Rimm, D. L., Wang, D. W., Bell, J. M., Johnson, D. B., … Taube, J. M. (2019). Comparison of Biomarker Modalities for Predicting Response to PD-1/PD-L1 Checkpoint Blockade. JAMA Oncology. doi:10.1001/jamaoncol.2019.1549 • Mazzaschi, G., Madeddu, D., Falco, A., Bocchialini, G., Goldoni, M., Sogni, F., Tiseo, M. (2017). Low PD-1 Expression in Cytotoxic CD8+Tumor-Infiltrating Lymphocytes Confers an Immune-Privileged Tissue Microenvironment in NSCLC with a Prognostic and Predictive Value. Clinical Cancer Research, 24(2), 407– 419. doi:10.1158/1078-0432.ccr-17-2156
  • 33. REFERENCES • Melenhorst, J. J., Chen, G. M., Wang, M., Porter, D. L., Chen, C., Collins, M. A., Gao, P., Bandyopadhyay, S., Sun, H., Zhao, Z., Lundh, S., Pruteanu-Malinici, I., Nobles, C. L., Maji, S., Frey, N. V., Gill, S. I., Tian, L., Kulikovskaya, I., Gupta, M., Ambrose, D. E., … June, C. H. (2022). Decade-long leukaemia remissions with persistence of CD4+ CAR T cells. Nature, 602(7897), 503–509. https://doi.org/10.1038/s41586-021-04390-6 • Parra, E. R., Jiang, M., Solis, L., Mino, B., Laberiano, C., Hernandez, S., Gite, S., Verma, A., Tetzlaff, M., Haymaker, C., Tamegnon, A., Rodriguez-Canales, J., Hoyd, C., Bernachez, C., & Wistuba, I. (2020). Procedural Requirements and Recommendations for Multiplex Immunofluorescence Tyramide Signal Amplification Assays to Support Translational Oncology Studies. Cancers, 12(2), 255. https://doi.org/10.3390/cancers12020255 • Parra, E. (2017). Novel Platforms of Multiplexed Immunofluorescence for Study of Paraffin Tumor Tissues. Journal of Cancer Treatment and Diagnosis. 2. 43-53. 10.29245/2578-2967/2018/1.1122. • Remark, R., Merghoub, T., Grabe, N., Litjens, G., Damotte, D., Wolchok, J. D., Merad, M., & Gnjatic, S. (2016). In-depth tissue profiling using multiplexed immunohistochemical consecutive staining on single slide. Science immunology, 1(1), aaf6925. https://doi.org/10.1126/sciimmunol.aaf6925 • Roberts, E. A., Morrison, L. E., Behman, L. J., Draganova-Tacheva, R., O’Neill, R., & Solomides, C. C. (2020). Chromogenic immunohistochemical quadruplex provides accurate diagnostic differentiation of non-small cell lung cancer. Annals of Diagnostic Pathology, 45, 151454. doi:10.1016/j.anndiagpath.2019.15 • Saka, S. K., Wang, Y., Kishi, J. Y., Zhu, A., Zeng, Y., Xie, W., Kirli, K., Yapp, C., Cicconet, M., Beliveau, B. J., Lapan, S. W., Yin, S., Lin, M., Boyden, E. S., Kaeser, P. S., Pihan, G., Church, G. M., & Yin, P. (2019). Immuno-SABER enables highly multiplexed and amplified protein imaging in tissues. Nature biotechnology, 37(9), 1080–1090. https://doi.org/10.1038/s41587-019-0207-y • Schubert, W., Bonnekoh, B., Pommer, A. J., Philipsen, L., Böckelmann, R., Malykh, Y., Gollnick, H., Friedenberger, M., Bode, M., & Dress, A. W. (2006). Analyzing proteome topology and function by automated multidimensional fluorescence microscopy. Nature biotechnology, 24(10), 1270–1278. https://doi.org/10.1038/nbt1250 • Stack, E. C., Wang, C., Roman, K. A., & Hoyt, C. C. (2014). Multiplexed immunohistochemistry, imaging, and quantitation: A review, with an assessment of Tyramide signal amplification, multispectral imaging and multiplex analysis. Methods, 70(1), 46–58. doi:10.1016/j.ymeth.2014.08.016 • Tan, Wei Chang Colin; Nerurkar, Sanjna Nilesh; Cai, Hai Yun; Ng, Harry Ho Man; Wu, Duoduo; Wee, Yu Ting Felicia; Lim, Jeffrey Chun Tatt; Yeong, Joe; Lim, Tony Kiat Hon (2020). Overview of multiplex immunohistochemistry/immunofluorescence techniques in the era of cancer immunotherapy. Cancer Communications, 40(4), 135–153. doi:10.1002/cac2.12023
  • 34. REFERENCES • Taube, J. M., Akturk, G., Angelo, M., Engle, E. L., Gnjatic, S., Greenbaum, S., Greenwald, N. F., Hedvat, C. V., Hollmann, T. J., Juco, J., Parra, E. R., Rebelatto, M. C., Rimm, D. L., Rodriguez-Canales, J., Schalper, K. A., Stack, E. C., Ferreira, C. S., Korski, K., Lako, A., Rodig, S. J., … Society for Immunotherapy of Cancer (SITC) Pathology Task Force. (2020). The Society for Immunotherapy of Cancer statement on best practices for multiplex immunohistochemistry (IHC) and immunofluorescence (IF) staining and validation. Journal for immunotherapy of cancer, 8(1), e000155. https://doi.org/10.1136/jitc-2019-000155 • Tsujikawa, T., Kumar, S., Borkar, R. N., Azimi, V., Thibault, G., Chang, Y. H., Balter, A., Kawashima, R., Choe, G., Sauer, D., El Rassi, E., Clayburgh, D. R., Kulesz-Martin, M. F., Lutz, E. R., Zheng, L., Jaffee, E. M., Leyshock, P., Margolin, A. A., Mori, M., Gray, J. W., … Coussens, L. M. (2017). Quantitative Multiplex Immunohistochemistry Reveals Myeloid-Inflamed Tumor-Immune Complexity Associated with Poor Prognosis. Cell reports, 19(1), 203–217. https://doi.org/10.1016/j.celrep.2017.03.037 • Yanagita, E., Imagawa, N., Ohbayashi, C., & Itoh, T. (2011). Rapid multiplex immunohistochemistry using the 4-antibody cocktail YANA-4 in differentiating primary adenocarcinoma from squamous cell carcinoma of the lung. Applied immunohistochemistry & molecular morphology: AIMM, 19(6), 509–513. https://doi.org/10.1097/PAI.0b013e318212f027