Abstract
Accurate and reliable detection of biological molecules such as nucleic acids, proteins, and small molecules is essential for the diagnosis and treatment of diseases. While simple homogeneous assays have been developed and are widely used for detecting nucleic acids, non-nucleic acid molecules such as proteins and small molecules are usually analyzed using methods that require time-consuming procedures and highly trained personnel. Recently, methods using proximity-enhanced reactions (PERs) have been developed for detecting non-nucleic acids. These reactions can be conducted in a homogeneous liquid phase via a single-step procedure. Herein, we review three assays based on PERs for the detection of non-nucleic acid molecules: proximity ligation assay, proximity extension assay, and proximity proteolysis assay.
Keywords: biosensor, proximity-enhanced reaction, proximity ligation assay, proximity extension assay, proximity proteolysis assay
1 Introduction
Accurately identifying and quantifying biological molecules such as proteins, small molecules, and nucleic acids plays a crucial role in the diagnosis and treatment of disease. Therefore, developing precise and reliable assays is essential for clinical medicine. Homogeneous assays have recently been developed for nucleic acids based on the specific hybridization between nucleic acid strands. This has enabled the development of simple methods for the early detection of pathogens and abnormal cells (Yan et al., 2014; Trotter et al., 2020). However, for non-nucleic molecules such as proteins and small molecules, detection methods that make use of heterogeneous assays involving solid surfaces have been the standard for several decades (Zhang et al., 2014; Cohen and Walt, 2019). Typical examples of these assays are the enzyme-linked immunosorbent assay and its modified versions, which satisfy key diagnostic features, including robustness, sensitivity, and specificity. However, the procedures involved in performing the assays involve multiple steps and require trained personnel or automated instruments. These assays can therefore be time-consuming and/or expensive. Consequently, there is an increasing demand for homogeneous assays that can detect non-nucleic acid molecules precisely without separating the target analyte from the detection molecule.
Strategies for inducing molecular assembly in the presence of target molecules have been proposed to develop homogeneous methods for detecting proteins and small molecules (Liu et al., 2016; Park and Yoo, 2018; Hwang et al., 2020). For instance, the colocalization of sensors generates a detectable signal, thereby enabling assay performance in the liquid phase with minimal background signal. Förster resonance energy transfer pairs (PJ Santangelo, 2004; Blackstock and Chen, 2014; Graham et al., 2022) and split proteins (Shekhawat and Ghosh, 2011) have both been used to monitor molecular interactions. Covalently or physically linking these molecules to two binders that target independent regions of a molecule can result in detection of the target in the homogeneous phase. When molecules linked to target binders participate in chemical or biological reactions, this reaction can be enhanced in the presence of the target via increased effective concentrations This system, called proximity-enhanced reactions (PERs), has been used to design chemical (Al Sulaiman et al., 2017; Velema and Kool, 2017; Rossetti et al., 2020) and biological reactions (Gullberg et al., 2003; Weibrecht et al., 2010; Blokzijl et al., 2014; Greenwood et al., 2015a; Greenwood et al., 2015b; Liu et al., 2016; Alam, 2018; Park and Yoo, 2018; Rossetti et al., 2020; Wang et al., 2021) for detecting various molecules, including proteins, antibodies, and nucleic acids as well as to characterize molecular interactions (Figure 1). In this review, we describe how PERs have been used to develop methods to detect non-nucleic acid molecules. We focus on three types of assays: proximity ligation assay (PLA; Figure 2A), proximity extension assay (PEA; Figure 2B), and proximity proteolysis assay (PPA; Figure 2C).
FIGURE 1.
Conceptual diagram of proximity-enhanced reactions (PERs). Created with BioRender.com.
FIGURE 2.
Assays based on proximity-enhanced reactions (PERs) described in this review. Shown are (A) a proximity ligation assay (PLA), (B) a proximity extension assay (PEA), and (C) a proximity proteolysis assay (PPA). Created with BioRender.com.
2 PLA
PLA, first reported 20 years ago (Fredriksson et al., 2002), involves a ligation reaction between single-stranded oligonucleotides conjugated to target-binding molecules (Figure 2A). For this reaction, a pair of binder–oligonucleotide conjugates is first placed in proximity in the presence of a target molecule. The ligation reaction, which is initiated via a bridge oligonucleotide and DNA ligase, can be enhanced in the presence of a target molecule via proximity effects. That is, the target concentration increases the yield of the ligated product. The product molecule can then be detected using various DNA amplification techniques. In this section, we first describe conjugates of target binders and oligonucleotides and then discuss methods for detecting ligated oligonucleotides.
2.1 Binder–oligonucleotide conjugates
Antibodies and their fragments, such as scFv and Fab, have been frequently used to prepare binder–oligonucleotide conjugates (Gullberg et al., 2004) (Table 1). Proteins based on alternative scaffolds—e.g., designed ankyrin repeat proteins (DARPins)—have also been developed as binders for targets and have been used to generate binder–oligonucleotide conjugates (Gu et al., 2013) (Table 1). Additionally, antigens have been used as binders for the detection of antibodies (Tsai et al., 2016; Tsai et al., 2018; Cortez et al., 2020; Karp et al., 2020; Cortez et al., 2022; Lind et al., 2022) (Table 1). Aptamers have also been used as binders (Fredriksson et al., 2002; Yang and Ellington, 2008; Joonyul Kim, 2010; Liu et al., 2020; Zhao et al., 2020; Marnissi et al., 2021) (Table 1); they possess a key advantage over protein binders in that binder (aptamer)–oligonucleotide molecules can be prepared as a single molecule via chemical or biological pathways (Fredriksson et al., 2002; Yang and Ellington, 2008; Joonyul Kim, 2010; Liu et al., 2020; Zhao et al., 2020; Marnissi et al., 2021).
TABLE 1.
Summary of the applications of the three PER-based assays.
| Target | Binders | Conjugation method (binders and oligonucleotides) | Detection method | Biological fluid tested | Purpose | Detection limit | References |
|---|---|---|---|---|---|---|---|
| Proximity ligation assay (PLA) | |||||||
| Platelet-derived growth factor (PDGF) | Aptamers | No conjugation (synthesized) | qPCR | Yes (FCS, human CSF) | Protein detection | Zeptomole (40 × 10−21 mol) | Fredriksson et al. (2002) |
| Cytokine | Antibodies | 1) thiolated oligos and SMPB-linked antibodies | qPCR | Yes (FCS) | Cytokine detection | Femtomolar (in 1 μL) | Gullberg et al. (2004) |
| 2) streptavidin-oligos and biotinylated antibodies | |||||||
| Porcine parvovirus; L. intracellularis | Antibodies | streptavidin-oligos and biotinylated antibodies | qPCR | No | Pathogen detection | 1 or a few copies of viral particles (in 50 μL) | Gustafsdottir et al. (2006) |
| 1 or a few bacteria (in 1 μL) | |||||||
| Thrombin; PDGF | Aptamers | No conjugation (synthesized) | qPCR | No | Protein detection | 0.8 nM (thrombin) | Yang and Ellington (2008) |
| 12.8 pM (PDGF) | |||||||
| Thrombin | Aptamers | No conjugation (synthesized) | qPCR | No | Thrombin detection | 5 amol of thrombin | Joonyul Kim (2010) |
| Clenbuterol (CLE); Ractopamine (RAC) | BSA | Biotinylated BSA and biotinylated oligos | qPCR | No | Detection of small molecules | 0.01 ng/mL | Cheng et al. (2012) |
| Clostridium difficile Toxin | Antibodies | streptavidin-oligos and biotinylated antibodies | qPCR/digital PCR | No | Toxin detection | 0.12 ng/mL | Dhillon et al. (2016) |
| Auto-thyroglobulin autoantibodies | Antigens | Sulfo-SMCC crosslinked antigens and thiolated oligos | qPCR | Yes (mouse serum, human patient plasma) | Detection of antibodies | Zepto- to attomoles of antibodies (in 2 μL) | Tsai et al. (2016) |
| Anti-HIV antibodies | Antigens | Sulfo-SMCC crosslinked antigens and thiolated oligos | qPCR | Yes (oral fluid) | Diagnosis of HIV infection | 110, 880, and 550 zmol of anti-p24, anti-gp41, anti-gp160, respectively | Tsai et al. (2018) |
| Multiple islet autoantibodies in type 1 diabetes | Antigens | Sulfo-SMCC crosslinked antigens and thiolated oligos | qPCR | Yes (human serum) | Detection of multiple islet autoantibodies in type 1 diabetes | ∼ attomoles of antibodies | Cortez et al. (2020) |
| Cortez et al. (2022) | |||||||
| SARS-CoV-2 antibodies | Antigens | Sulfo-SMCC crosslinked antigens and thiolated oligos | qPCR | Yes (human serum) | Detection of antibodies | 98.25% sensitivity | Karp et al. (2020) |
| COVID-19 | Aptamers | Ligation of two oligos | qPCR | Yes (human serum) | COVID-19 diagnosis | 37.5 pg/mL | Liu et al. (2020) |
| Newcastle disease virus (NDV) | Aptamers | Streptavidin-oligos and biotinylated aptamers | qPCR | Yes (nasal per cloacal swabs) | NDV diagnosis | 0.58 EID50/mL | Marnissi et al. (2021) |
| O-GlcNAcylated protein | Antibodies | Sulfo-SMCC crosslinked antibodies and thiolated oligos | qPCR | Yes (serum) | Detection of protein-specific glycosylation | 0.5 amol | Robinson et al. (2016) |
| Glycosylated protein (CD44 and E-Cadherin) | Antibodies, L-PHA lectin | streptavidin-oligos and biotinylated affinity binders | qPCR | Yes (10% chicken serum) | Detection of post-translational modifications | 8 fM (CD44) | Oliveira et al. (2018) |
| Phosphorylated protein (p53, EGFR) | 74 fM (E-Cadherin) | ||||||
| 3 fM (p53) | |||||||
| 6 fM (EGFR) | |||||||
| O-GlcNAcylated protein | Antibodies, Clostridium perfringen OGAD298N | Sulfo-SMCC crosslinked antibodies and thiolated oligos | qPCR | No | Quantification of protein-specific glycosylation | 20 pg/mL | Song et al. (2021) |
| SUMOylated p53 | Antibodies | streptavidin-oligos and biotinylated antibodies | qPCR | No | Detection of p53 specific SUMOylation | 0.69 fM | Chen and Liang (2022) |
| VEGF, IL-4, IL-10, IL-1α, TNFα, IL-7 | Antibodies | aldehyde/hydrazine chemistry | qPCR | Yes (human plasma, chicken plasma) | Cancer marker detection | Fredriksson et al. (2007) | |
| 21 protein markers | Antibodies | aldehyde/hydrazine chemistry | qPCR | Yes (human plasma) | Profiling of putative cancer biomarkers | Fredriksson et al. (2008) | |
| 21 biomarkers | Antibodies | Probemaker PLUS and MINUS kits (Olink Biosciences) | qPCR | Yes (human plasma) | Biomarker detection for pancreatic cancer | Chang et al. (2009) | |
| 80 biomarkers | Antibodies | Lightning-LinkTM technology (Innova Biosciences) | qPCR | Yes (human plasma) | High-throughput protein biomarker research | Lundberg et al. (2011b) | |
| c-myc and max | Antibodies | Sulfo-SMCC crosslinked antibodies and thiolated oligos | RCA | No | Endogenous protein-protein interactions | Soderberg et al. (2006) | |
| Phosphorylated PDGFR | Antibodies | Antibodies and amine-modified oligos | RCA | No | Detection of phosphorylated PDGFR | Jarvius et al. (2007) | |
| VEGFR2 and VEGFR3 | Antibodies | Sulfo-SMCC crosslinked antibodies and thiolated oligos | RCA | No | Receptor-receptor interactions | Nilsson et al. (2010) | |
| HER2 | Designed ankyrin repeat proteins (DARPins) | BG (benzylguanine)-modified oligos and DARPins (cysteine) | RCA/qPCR | No | HER2 detection | Gu et al. (2013) | |
| IL-7 receptor hetero-complex | Antibodies | Probemaker PLUS and MINUS kits (Olink Biosciences) | RCA | No | Detection of cytokine receptor dimerization | Andersen et al. (2013) | |
| Phosphorylated tyrosine | Antibodies | Probemaker PLUS and MINUS kits (Olink Biosciences) | RCA | No | pTyr profiling | Lioudmila Elfineh (2014) | |
| Glycosylated protein | Antibodies | thiolated oligos and SMPB linked antibodies | RCA | No | Visualization of protein-specific glycosylation | Li et al. (2017) | |
| Methylated arginine | Antibodies | Probemaker PLUS and MINUS kits (Olink Biosciences) | RCA | No | Detection of arginine methylation | Poulard et al. (2020) | |
| Glycosylated PD-L1 | Aptamers | Ligation of two oligos | RCA | No | Imaging of glycosylated PD-L1 | Fu et al. (2021) | |
| Proximity extension assay (PEA) | |||||||
| Thrombin | Aptamers | Ligation of two oligos | qPCR | No | Thrombin detection | 30 pM | Di Giusto et al. (2005) |
| 18 biomarkers | Antibodies | Lightning-LinkTM technology (Innova Biosciences) | qPCR | Yes (human plasma) | Detection of low-abundance proteins | Lundberg et al. (2011a) | |
| 74 biomarkers | Antibodies | Lightning-LinkTM technology (Innova Biosciences) | qPCR | Yes (human plasma) | Detection of serological biomarkers | Stine Buch Thorsen (2013) | |
| Protein markers | Antibodies | Sulfo-SMCC crosslinked antibodies and thiolated oligos | qPCR | Yes (serum, plasma) | 96-plex immunoassays for high throughput detection of protein markers | Assarsson et al. (2014) | |
| Plasma proteins | Antibodies | Probemaker PLUS and MINUS kits (Olink Biosciences) | qPCR | Yes (human plasma) | Identification of candidate plasma protein biomarkers | Berggrund et al. (2019) | |
| Streptavidin; Adenosine triphosphate (ATP) | Biotin-primers Aptamers |
No conjugation (synthesized) | EXPAR | No | Detection of protein and small molecules | 2.9 fM (streptavidin) | Zhang et al. (2021) |
| 31.3 fM (ATP) | |||||||
| IL-6 | Antibodies | Biotinylated oligos and antibodies with streptavidin | EXPAR | No | Protein detection | 100 fM | Li et al. (2021b) |
| PDGF-BBThrombinPSAAFP | Aptamers, Antibodies | No conjugation (synthesized, aptamers) | EXPAR | Yes (human serum) | Protein detection | 10 fM (PDGF-BB) | Hu et al. (2022) |
| Biotinylated oligos and antibodies with streptavidin (antibodies) | 10 fM (thrombin) | ||||||
| 121 pM (PSA) | |||||||
| 104 pM (AFP) | |||||||
| Proximity proteolysis assay (PPA) | |||||||
| Rapamycin | Rapamycin binding domains | Genetic fusion between binders and specific protease and its inhibitory domain | Fluorescence signals from activated zymogen | No | Protein detection | Below 0.5 pM | Stein and Alexandrov (2014) |
| ectodomain of HER2cardiac troponin Ithrombindigoxigenin (Dig)Anti-Dig antibodyAnti-hCG antibody | Aptamers, Antibodies, Digoxigenin, Hcg | Azide incorporated binders and oligos modified with dibenzocycloocyne (DBCO) | Absorbance signals from activated zymogen | Yes (mouse serum) | Protein detection | 5.03 pM (ectodomain of HER2)10.51 pM (cardiac troponin I)6.82 pM (thrombin)273.9 pM (digoxigenin)78.51 pM (Anti-Dig antibody)9.83 pM (Anti-hCG antibody) | Park et al. (2021) |
Various methods have been used to link protein binders with oligonucleotides. Nucleophilic groups present in proteins, such as the primary amine of lysine and the thiol of cysteine, are frequently employed to conjugate protein binders with oligonucleotides. Oligonucleotides are synthesized chemically to be capable of reacting with the nucleophiles of proteins. For example, in one study, the lysine residues of protein binders were reacted with N-hydroxysuccinimide (NHS)-modified oligonucleotides to prepare protein–oligonucleotide conjugates (Li et al., 2019). The nearly irreversible binding between biotin and streptavidin has also been used to link binders and oligonucleotides. Protein binders can be modified with biotin via the amine–NHS coupling reaction. The resulting biotinylated binders and oligonucleotides can then be assembled via streptavidin, which has four binding sites for biotin (Gustafsdottir et al., 2006; Lundberg et al., 2011a; Dhillon et al., 2016; Chen and Liang, 2022) (Table 1). In another study, the authors made use of the fast and biorthogonal reaction between tetrazine and trans-cyclooctene (TCO). Protein binders were first reacted with NHS–tetrazine and then conjugated with TCO-modified oligonucleotides (van Buggenum et al., 2016). The protein has more than one lysine residue, and its N-terminus is the primary amine. That is, conjugation strategies using amine–NHS coupling inevitably yield heterogeneous products. To overcome this limitation, a method to site-specifically introduce unnatural amino acids into proteins was used to generate binder–oligonucleotide conjugates. Acetyl phenylalanine (AcF) was incorporated into protein binders using an engineered orthogonal amber suppressor aminoacyl-tRNA synthetase/tRNA pair derived from Methanococcus jannaschii (Kazane et al., 2012). The acetyl group was then reacted with aminooxy-modified oligonucleotides, which produced homogeneous products.
2.2 Methods to detect ligated oligonucleotides
2.2.1 Polymerase chain reaction (PCR)
A typical PCR produces millions to billions of copies of a specific segment of DNA. Methods of monitoring the amplification process in a real-time manner, usually via tracking fluorescent signals, are known as quantitative PCR (qPCR). They can quantify the abundance of template DNA with very high sensitivity and specificity (Fredriksson et al., 2002; Gullberg et al., 2003; Gullberg et al., 2004; Gustafsdottir et al., 2006; Fredriksson et al., 2007; Schallmeiner et al., 2007; Fredriksson et al., 2008; Yang and Ellington, 2008; Chang et al., 2009; Joonyul Kim, 2010; Masood Kamali-Moghaddam and Gholamreza Tavoosidana, 2010; Lundberg et al., 2011b; Tavoosidana et al., 2011; Cheng et al., 2012; Gu et al., 2013; Blokzijl et al., 2014; Dhillon et al., 2016; Robinson et al., 2016; Tsai et al., 2016; Jalili et al., 2018; Tsai et al., 2018; Li et al., 2019; Cortez et al., 2020; Karp et al., 2020; Liu et al., 2020; Marnissi et al., 2021; Song et al., 2021; Chen and Liang, 2022; Cortez et al., 2022; Lind et al., 2022) (Table 1). Recently, next-generation sequencing (NGS) following a short PCR has been used to detect PLA products (Darmanis et al., 2011; Nong et al., 2013).
2.2.2 Rolling circle amplification (RCA)
Relying on repeated heating and cooling steps limits the application of PCR-based techniques despite their advantages. Therefore, isothermal amplification methods, such as RCA, have been used to detect the ligated nucleotides produced by PLA (Soderberg et al., 2006; Jarvius et al., 2007; Nilsson et al., 2010; Andersen et al., 2013; Gu et al., 2013; Lioudmila Elfineh, 2014; Li et al., 2017; Poulard et al., 2020; Zhao et al., 2020; Fu et al., 2021) (Table 1). For this procedure, oligonucleotides conjugated to binders are designed to yield circular DNA PLA products; these can then be used as templates for RCA reactions. The amplified products are long single-stranded DNA molecules, and in combination with fluorescent probes, this method can be useful for imaging targets (Soderberg et al., 2006; Jarvius et al., 2007; Nilsson et al., 2010; Andersen et al., 2013; Gu et al., 2013; Lioudmila Elfineh, 2014; Li et al., 2017; Poulard et al., 2020; Zhao et al., 2020; Fu et al., 2021).
2.3 Non-nucleic acid targets detected by PLA
The first PLA method was developed to detect platelet-derived growth factor using two aptamer binders and qPCR (Fredriksson et al., 2002). Since the development of this method, PLA methods coupled with PCR have been developed to detect various non-nucleic acid target molecules, including cytokines (Gullberg et al., 2004), pathogens (Gustafsdottir et al., 2006; Wang et al., 2021), thrombin (Yang and Ellington, 2008; Joonyul Kim, 2010), clenbuterol (Cheng et al., 2012), ractopamine (Cheng et al., 2012), toxins (Dhillon et al., 2016), antibodies (Tsai et al., 2016; Tsai et al., 2018; Cortez et al., 2020; Karp et al., 2020; Cortez et al., 2022), viruses (Liu et al., 2020; Marnissi et al., 2021), and post-translationally modified proteins (Robinson et al., 2016; Oliveira et al., 2018; Song et al., 2021; Chen and Liang, 2022) (Table 1). Multiplexed protein marker detection using PLA methods has been reported using qPCR (Fredriksson et al., 2007; Fredriksson et al., 2008; Chang et al., 2009; Lundberg et al., 2011b; Blokzijl et al., 2014) (Table 1). Moreover, PLA methods for detecting protein–protein interactions (PPIs) (Jarvius et al., 2007; Nilsson et al., 2010; Andersen et al., 2013) and post-translational modifications (PTMs) (Lioudmila Elfineh, 2014; Li et al., 2017; Poulard et al., 2020; Fu et al., 2021) via RCA have also been reported (Table 1).
2.3.1 Antibodies
Antibodies are also widely used as disease biomarkers. In one case, protein antigens were conjugated with oligonucleotides to develop an antibody detection method based on PLA (Tsai et al., 2016). The presence of antibodies enhanced the ligation reaction between the oligonucleotides conjugated with antigens. The ligated products were then detected and quantified using qPCR. Because antibodies can induce the formation of aggregates in the presence of their antigen, this strategy was named “antibody detection by agglutination-PCR” (ADAP; Figure 3A). A method for detecting anti-thyroglobulin antibodies based on ADAP was found to be 1,000-fold more sensitive than an FDA-approved radioimmunoassay (Tsai et al., 2016). The ADAP method has also been used for the early diagnosis of HIV infection (Tsai et al., 2018) and for detecting multiple islet-specific autoantibodies associated with type 1 diabetes (Cortez et al., 2020). Recently, robotic systems have been developed to fully automate ADAP assays (Karp et al., 2020; Cortez et al., 2022).
FIGURE 3.
PLA methods for detecting antibodies (i.e., via agglutination-PCR) (A), post-translational modifications (B), protein–protein interactions (C), and simultaneous multiple targeting (D). Created with BioRender.com.
2.3.2 PTMs
PTMs are involved in various protein functions and are thus important for understanding diseases (Karve and Cheema, 2011; Darling and Uversky, 2018; Conibear, 2020). Immunoblotting and mass spectrometry have been widely used to identify and elucidate protein modifications (Seo and Lee, 2004; Hermann et al., 2022). Robinson et al. (2016) developed an ultrasensitive method for detecting protein glycosylation based on PLA (Figure 3B). An N-acetylgalactosamine derivative containing an azide group (N-azidoacetylgalatosaime; GalNAz) was transferred to O-N-acetylglucosamine residues on proteins via an enzymatic reaction involving glycosyl transferase. Once this step was complete, the azide group was reacted with biotin–alkyne via click chemistry. Two antibody–oligonucleotide conjugates, one for the protein of interest and the other for biotin, were used for PLA, and the ligated products were quantified using qPCR. PLA-based methods have also been reported to image glycosylated proteins in situ (Li et al., 2017; Fu et al., 2021). Cells were first incubated with tetra-acetylated N-azidoacetylmannosamine, and the monosaccharide as a surrogate of N-acetylmannosamine was incorporated via glycosylation into glycosylated proteins. As in the GalNAz case described above, the azide group was reacted with biotin–alkyne via the click chemistry. RCA instead of PCR was used to image the glycosylated proteins following the ligation reaction. Lectins (Oliveira et al., 2018) and an engineered β-D-N-acetylglucosaminidase mutant (Song et al., 2021) have also been used as binders for glycosylated proteins.
2.3.3 PPIs
The ability to observe transient PPIs is an important tool for understanding key cellular events and their consequences. In particular, the in situ visualization of PPIs can provide additional information for studying dynamic biological processes. Methods consisting of proximity ligation reaction and imaging of the product with RCA and fluorescent probes have been applied to detect numerous PPIs, including c-Myc and Max (Soderberg et al., 2006), VEGFR2 and VEFGR3 (Nilsson et al., 2010), and the IL-7 receptor hetero-complex (Andersen et al., 2013) (Figure 3C).
2.3.4 Multiple targets
The discovery of biomarkers and their applications for diagnosis or treatment have played a central role in clinical medicine (Blokzijl et al., 2014; Davis et al., 2020). Given the complexity of biological processes, detecting one biomarker within a sample does not usually provide enough information for understanding the disease state (Chang et al., 2009; Zemans et al., 2017). Thus, there is an ongoing need for methods capable of analyzing multiple biomarkers from a small amount of a single sample. A multiplexed protein detection method based on PLA was first reported in 2007 (Fredriksson et al., 2007), and this strategy has been used to identify biomarkers for various cancers (Figure 3D). Furthermore, NGS after a short PCR has been used to examine the composition of a mixture of ligated oligonucleotides (Darmanis et al., 2011; Nong et al., 2013), which enables the analysis of many biomarkers from one sample.
3 PEA
PEAs also rely on reaction enhancement based on a pair of binder–oligonucleotide conjugates. In this procedure, two single-stranded oligonucleotides conjugated to binders hybridize with each other in the presence of a target molecule via the proximity effect, and DNA polymerase then generates double-stranded DNAs (Figure 2B). The resulting amplicons can be analyzed using PCR or isothermal amplification methods (Di Giusto et al., 2005; Lundberg et al., 2011a; Lundberg et al., 2011b; Stine Buch Thorsen, 2013; Assarsson et al., 2014; Berggrund et al., 2019; Li et al., 2021b; Zhang et al., 2021; Hu et al., 2022) (Table 1). PEA has the same advantages as PLA, including reaction homogeneity, high sensitivity, high specificity, and low sample consumption. Moreover, PEA has been found to be less sensitive to reaction conditions. For example, T4 DNA polymerase used in a typical PEA protocol performed well in blood plasma, which is different from DNA ligases for PLA (Lundberg et al., 2011a; Lundberg et al., 2011b). Lundberg et al. (2011a) reported a PEA method for analyses of human blood. This method enabled the sensitive and specific detection of low-abundance proteins from human blood plasma. In combination with qPCR or NGS, this method has been used for multiplex analyses of human proteomes in high throughput ways (Lundberg et al., 2011a; Stine Buch Thorsen, 2013; Assarsson et al., 2014; Berggrund et al., 2019; Wik et al., 2021). The assay itself has been commercialized by Olink (Uppsala, Sweden). While RCA is typically used as an isothermal amplification method for PLA, another strategy, termed the exponential amplification reaction (EXPAR) has been used for PEA (Figure 4) (Li et al., 2021b; Zhang et al., 2021; Hu et al., 2022). Strand-displacing DNA polymerases such as phi29 DNA polymerase and Bst DNA polymerase (large fragment) are used instead of T4 DNA polymerase to generate double-stranded DNAs. One strand of the product is cleaved by nicking endonucleases, and then the strand-displacing DNA polymerases synthesize DNA strands starting from the nicked site, yielding ssDNA amplicons. These amplicons can be detected in various ways, including fluorescence signals coming from G-quadruplexes complexed with thioflavin T (Zhang et al., 2021), molecular beacons (Hu et al., 2022), and Cas12a activation (Li et al., 2021b).
FIGURE 4.
Diagram showing the PEA method with an exponential amplification reaction (EXPAR). Created with BioRender.com.
4 PPA
The concept of enhancing reaction rates via proximity can be generalized from ligase- and polymerase-mediated reactions to many other types of chemical and enzymatic reactions. Several research groups, including us, have recently reported PER-based assay methods. One of these, termed PPA, has been successfully developed into methods for detecting non-nucleic acid targets (Table 1). A protease and its substrate (i.e., zymogen) are linked to target binders. The proteolysis reaction is enhanced in the presence of the target, and the activated zymogen generates a detectable signal (Figure 2C). The first example of a PPA method used to detect a non-nucleic acid molecule was reported by Stein and Alexandrov (Stein and Alexandrov, 2014) (Figure 5A). Zymogen was designed as a hepatitis C virus NS3 serine protease (HCV) was connected to its inhibitory peptide via a flexible linker. The linker includes an amino acid sequence that is cleavable by a nuclear inclusion a (NIa) protease from tobacco vein mottling virus (TVMV). TVMV was also fused to its inhibitory peptide to decrease its activity, and this can reduce background signal in the absence of a target of interest. The authors developed a homogeneous method to detect rapamycin by fusing two engineered proteases to rapamycin-binding proteins (the FRB and FKBP12 domains). A proteolysis reaction by TVMV was found to be enhanced in the presence of rapamycin, and the activated HCV generated a fluorescence signal by hydrolyzing a quenched substrate.
FIGURE 5.
PPA methods reported by Stein and Alexandrov (Stein and Alexandrov, 2014) (A) and by Park et al. (Park et al., 2021) (B). Created with BioRender.com.
Park et al. (2021) developed a PPA system that can be used for detecting various molecules (Figure 5B). In this method, a protease (tobacco, etch virus protease; TEVP) and an engineered β-lactamase zymogen (BLZ) (Kim et al., 2014) that can be activated by TEVP are linked to target binders via specific hybridization between complementary DNAs. Conjugation between proteins and oligonucleotide was achieved via a strain-promoted click reaction between azide and cyclooctyne (Park and Yoo, 2018). An azide-containing unnatural amino acid (4-azido-phenylalanine; AzF) was site-specifically introduced into these proteins using an orthogonal pair of tRNA and an aminoacyl-tRNA synthetase engineered to specifically incorporate AzF into the amber codon (Park et al., 2021; Park et al., 2022). The single-stranded DNAs were modified with dibenzocycloocyne. Various molecules, including antibodies, proteins, aptamers, and small molecules, have been used as target binders, and different strategies were employed to conjugate target binders with oligonucleotides. This assay can be conducted in a one-pot format by incubating four conjugates (TEVP-DNA1’, BLZ-DNA2’, Binder1-DNA1, and Binder2-DNA2) and a chromogenic substrate for β-lactamase (CENTA™) with samples, after which a change in absorbance is measured. Homogeneous assay methods have successfully been developed for detecting various analytes, including the ectodomain of human epidermal growth factor receptor-2, cardiac troponin I, thrombin, digoxigenin (Dig), and anti-Dig antibody, at subnanomolar concentrations using a one-step procedure and color signal.
5 Conclusion
One strategy to develop methods for detecting biomarkers is via inducing molecular assembly in the presence of a target, which in turn generates a detectable signal. When molecules participating in chemical or biological reactions are parts of the molecular assembly, the reaction between the molecules can be enhanced by their increased effective concentrations. This concept, known as PER, has been used to develop methods for detecting and quantifying non-nucleic acid molecules in many studies. Herein, we described three types of assays based on PERs: PLA, PEA, and PPA. While assays for detecting nucleic acids are usually conducted in a homogenous liquid, the detection of non-nucleic acid molecules often depends on methods involving multiple steps (ELISA) or suffers from limited sensitivities (LFA) (Table 2). PER-based approaches enable the development of homogenous assays for detecting targets such as proteins, small molecules, molecular interactions, and nucleic acids. These simple and sensitive assays can identify and quantify the content of many biological molecules, which is crucial for the diagnosis and treatment of diseases.
TABLE 2.
Features of assays for detecting non-nucleic molecules.
| Advantages | Disadvantages/Limitations | Remarks | |
|---|---|---|---|
| ELISA (Enzyme-linked immunosorbent assay) | *High robustness, sensitivity, and specificity | *Multiple steps for binding with targets and removing non-specific interactions (i.e., heterogeneous) | *Sample-to-answer assay time is < 4 h |
| *Trained personnel or automated instruments are needed | *Limit of detection is ∼10–15 M | ||
| *Binders may not be available | *Can detect the presence of small quantities of a substrate, either antigen or antibody | ||
| *Reproducible | |||
| LFA (Lateral flow assay) | *Simple and fast procedure (i.e., easy to use) | *Qualitative or semi-quantitative signal with a limited sensitivity | *Sample-to-answer assay time is < 15 min |
| * No laboratory equipment and no extensive training required | *Binders may not be available | *Limit of detection is ∼10–6 M | |
| *Lightweight and portable | *False-positive results from prolonged interaction between signaling unit and capture molecules | ||
| *Long storage stability | |||
| *Cheapest (e.g., human chorionic gonadotropin (pregnancy) LFAs, are <$1 per test) | |||
| PLA (Proximity ligation assay) | *High specificity and sensitivity, fast, high throughput, and versatile | *Methods (i.e., PCR or RCA) are needed for detecting ligated oligonucleotides | |
| *Some assays can be done in the homogeneous phase | *Binders may not be available | ||
| *Low sample consumption | *Conjugation between binders and oligonucleotides may be needed | ||
| *Localized detection | |||
| PEA (Proximity extension assay) | *High specificity and sensitivity, fast, high throughput, and versatile | *Methods (i.e., PCR or EXPAR) are needed for detecting extended oligonucleotides | |
| *Some assays can be done in the homogeneous phase | *Binders may not be available | ||
| *Low sample consumption | *Conjugation between binders and oligonucleotides may be needed | ||
| *Less sensitive to reaction conditions | |||
| *Localized detection | |||
| PPA (Proximity proteolysis assay) | *Homogeneous reaction (i.e., one-pot reaction) | *Binders may not be available | |
| *Activated zymogen in proximity can amplify the signals | *Conjugation between binders and oligonucleotides may be needed |
The strategy used to design binder–oligonucleotide conjugates is modular, and various binders—including ones that were previously investigated for targets—can be used to develop assay methods based on PERs. At present, antibodies are the most used binders for PERs; which sometimes involve complicated processes to link antibodies and oligonucleotides (Tables 1, 2). On the contrary, aptamers have several advantages over antibodies, including their small size, high stability, and production via chemical synthesis (Thiviyanathan and Gorenstein, 2012; Li et al., 2021a). Moreover, binder (aptamer)–oligonucleotide molecules can be synthesized as one-strand oligonucleotides, and this process is much simpler and cheaper than many of the methods used to conjugate protein binders and chemically modified oligonucleotides. Currently, the number of available aptamers is much smaller than that of antibodies. However, technological improvement of instruments and advances in automation are expected to accelerate the discovery of target-specific aptamers (Michael Famulok and blind, 2000; Shaban and Kim, 2021).
Olink (Uppsala, Sweden) has successfully launched products based on its PEA technology, and one of them (Olink® Explore 3072) coupled with NGS readouts enables ∼3000 protein assays in a high-throughput way. However, point-of-care tests (POCTs) based on PERs have not yet been widely developed, probably because of the detection methods of PER-based assays. For example, fluorescent signals are most commonly used to measure the products of PLAs and PEAs, and the detection of these signals requires complex instruments for quantitative analysis. Several POCTs for detecting nucleic acids have been very recently developed, and these were mainly related to the SARS-CoV-2 pandemic (Islam and Iqbal, 2020; Kang et al., 2022; Ye et al., 2022). Incorporating the newly development methods would be one approach to developing POCTs based on PLAs and PEAs. The PPA (Figure 4B) used the β-lactamase zymogen as a reporter to produce an absorbance signal. This can be quantified by a relatively simple instrument, such as a smartphone (Bergua et al., 2022). Thus, this method has potential for the development of POCTs to detect non-nucleic acid targets. Moreover, the strategy used to design the β-lactamase zymogen can be applied to engineer other reporter enzymes (Inoue et al., 2010; Stein and Alexandrov, 2015) into zymogens, and various such PPAs are expected to be developed in the future.
Acknowledgments
All figures were created using BioRender.com.
Funding Statement
This research was supported by the Challengeable Future Defense Technology Research and Development Program through the Agency for Defence Development (ADD) funded by the Defense Acquisition Program Administration (No. UI220005TD).
Author contributions
All authors listed have made a substantial, direct, and intellectual contribution to the work and approved it for publication.
Conflict of interest
The authors declare that the research was conducted in the absence of any commercial or financial relationships that could be construed as a potential conflict of interest.
Publisher’s note
All claims expressed in this article are solely those of the authors and do not necessarily represent those of their affiliated organizations, or those of the publisher, the editors and the reviewers. Any product that may be evaluated in this article, or claim that may be made by its manufacturer, is not guaranteed or endorsed by the publisher.
References
- Al Sulaiman D., Chang J. Y. H., Ladame S. (2017). Subnanomolar detection of oligonucleotides through templated fluorogenic reaction in hydrogels: Controlling diffusion to improve sensitivity. Angew. Chem. Int. Ed. Engl. 56, 5247–5251. 10.1002/anie.201701356 [DOI] [PMC free article] [PubMed] [Google Scholar]
- Alam M. S. (2018). Proximity ligation assay (PLA). Curr. Protoc. Immunol. 123, e58. 10.1002/cpim.58 [DOI] [PMC free article] [PubMed] [Google Scholar]
- Andersen S. S., Hvid M., Pedersen F. S., Deleuran B. (2013). Proximity ligation assay combined with flow cytometry is a powerful tool for the detection of cytokine receptor dimerization. Cytokine 64, 54–57. 10.1016/j.cyto.2013.04.026 [DOI] [PubMed] [Google Scholar]
- Assarsson E., Lundberg M., Holmquist G., Bjorkesten J., Thorsen S. B., Ekman D., et al. (2014). Homogenous 96-plex PEA immunoassay exhibiting high sensitivity, specificity, and excellent scalability. PLoS One 9, e95192. 10.1371/journal.pone.0095192 [DOI] [PMC free article] [PubMed] [Google Scholar]
- Berggrund M., Enroth S., Lundberg M., Assarsson E., Stalberg K., Lindquist D., et al. (2019). Identification of candidate plasma protein biomarkers for cervical cancer using the multiplex proximity extension assay. Mol. Cell. Proteomics 18, 735–743. 10.1074/mcp.ra118.001208 [DOI] [PMC free article] [PubMed] [Google Scholar]
- Bergua J. F., Alvarez-Diduk R., Idili A., Parolo C., Maymo M., Hu L., et al. (2022). Low-cost, user-friendly, all-integrated smartphone-based microplate reader for optical-based biological and chemical analyses. Anal. Chem. 94, 1271–1285. 10.1021/acs.analchem.1c04491 [DOI] [PubMed] [Google Scholar]
- Blackstock D., Chen W. (2014). Halo-tag mediated self-labeling of fluorescent proteins to molecular beacons for nucleic acid detection. Chem. Commun. (Camb) 50, 13735–13738. 10.1039/c4cc07118b [DOI] [PubMed] [Google Scholar]
- Blokzijl A., Nong R., Darmanis S., Hertz E., Landegren U., Kamali-Moghaddam M. (2014). Protein biomarker validation via proximity ligation assays. Biochim. Biophys. Acta 1844, 933–939. 10.1016/j.bbapap.2013.07.016 [DOI] [PubMed] [Google Scholar]
- Chang S. T., Zahn J. M., Horecka J., Kunz P. L., Ford J. M., Fisher G. A., et al. (2009). Identification of a biomarker panel using a multiplex proximity ligation assay improves accuracy of pancreatic cancer diagnosis. J. Transl. Med. 7, 105. 10.1186/1479-5876-7-105 [DOI] [PMC free article] [PubMed] [Google Scholar]
- Chen L., Liang J. (2022). A proximity ligation assay (PLA) based sensing platform for the ultrasensitive detection of P53 protein-specific SUMOylation. Process Biochem. 112, 1–5. 10.1016/j.procbio.2021.11.003 [DOI] [Google Scholar]
- Cheng S., Shi F., Jiang X., Wang L., Chen W., Zhu C. (2012). Sensitive detection of small molecules by competitive immunomagnetic-proximity ligation assay. Anal. Chem. 84, 2129–2132. 10.1021/ac3001463 [DOI] [PubMed] [Google Scholar]
- Cohen L., Walt D. R. (2019). Highly sensitive and multiplexed protein measurements. Chem. Rev. 119, 293–321. 10.1021/acs.chemrev.8b00257 [DOI] [PubMed] [Google Scholar]
- Conibear A. C. (2020). Deciphering protein post-translational modifications using chemical biology tools. Nat. Rev. Chem. 4, 674–695. 10.1038/s41570-020-00223-8 [DOI] [PubMed] [Google Scholar]
- Cortez F. J., Gebhart D., Robinson P. V., Seftel D., Pourmandi N., Owyoung J., et al. (2020). Sensitive detection of multiple islet autoantibodies in type 1 diabetes using small sample volumes by agglutination-PCR. PLoS One 15, e0242049. 10.1371/journal.pone.0242049 [DOI] [PMC free article] [PubMed] [Google Scholar]
- Cortez F. J., Gebhart D., Tandel D., Robinson P. V., Seftel D., Wilson D. M., et al. (2022). Automation of a multiplex agglutination-PCR (ADAP) type 1 diabetes (T1D) assay for the rapid analysis of islet autoantibodies. SLAS Technol. 27, 26–31. 10.1016/j.slast.2021.10.001 [DOI] [PubMed] [Google Scholar]
- Darling A. L., Uversky V. N. (2018). Intrinsic disorder and posttranslational modifications: The darker side of the biological dark matter. Front. Genet. 9, 158. 10.3389/fgene.2018.00158 [DOI] [PMC free article] [PubMed] [Google Scholar]
- Darmanis S., Nong R. Y., Vanelid J., Siegbahn A., Ericsson O., Fredriksson S., et al. (2011). ProteinSeq: High-performance proteomic analyses by proximity ligation and next generation sequencing. PLoS One 6, e25583. 10.1371/journal.pone.0025583 [DOI] [PMC free article] [PubMed] [Google Scholar]
- Davis K. D., Aghaeepour N., Ahn A. H., Angst M. S., Borsook D., Brenton A., et al. (2020). Discovery and validation of biomarkers to aid the development of safe and effective pain therapeutics: Challenges and opportunities. Nat. Rev. Neurol. 16, 381–400. 10.1038/s41582-020-0362-2 [DOI] [PMC free article] [PubMed] [Google Scholar]
- Dhillon H. S., Johnson G., Shannon M., Greenwood C., Roberts D., Bustin S. (2016). Homogeneous and digital proximity ligation assays for the detection of Clostridium difficile toxins A and B. Biomol. Detect Quantif. 10, 2–8. 10.1016/j.bdq.2016.06.003 [DOI] [PMC free article] [PubMed] [Google Scholar]
- Di Giusto D. A., Wlassoff W. A., Gooding J. J., Messerle B. A., King G. C. (2005). Proximity extension of circular DNA aptamers with real-time protein detection. Nucleic Acids Res. 33, e64. 10.1093/nar/gni063 [DOI] [PMC free article] [PubMed] [Google Scholar]
- Fredriksson S., Dixon W., Ji H., Koong A. C., Mindrinos M., Davis R. W. (2007). Multiplexed protein detection by proximity ligation for cancer biomarker validation. Nat. Methods 4, 327–329. 10.1038/nmeth1020 [DOI] [PubMed] [Google Scholar]
- Fredriksson S., Gullberg M., Jarvius J., Olsson C., Pietras K., G Stafsd Ttir S. M., et al. (2002). Protein detection using proximity-dependent DNA ligation assays. Nat. Biotechnol. 20, 473–477. 10.1038/nbt0502-473 [DOI] [PubMed] [Google Scholar]
- Fredriksson S., Horecka J., Brustugun O. T., Schlingemann J., Koong A. C., Tibshirani R., et al. (2008). Multiplexed proximity ligation assays to profile putative plasma biomarkers relevant to pancreatic and ovarian cancer. Clin. Chem. 54, 582–589. 10.1373/clinchem.2007.093195 [DOI] [PubMed] [Google Scholar]
- Fu Y., Qian H., Zhou X., Wu Y., Song L., Chen K., et al. (2021). Proximity ligation assay mediated rolling circle amplification strategy for in situ amplified imaging of glycosylated PD-L1. Anal. Bioanal. Chem. 413, 6929–6939. 10.1007/s00216-021-03659-z [DOI] [PubMed] [Google Scholar]
- Graham T. G. W., Ferrie J. J., Dailey G. M., Tjian R., Darzacq X. (2022). Detecting molecular interactions in live-cell single-molecule imaging with proximity-assisted photoactivation (PAPA). Elife 11, e76870. 10.7554/elife.76870 [DOI] [PMC free article] [PubMed] [Google Scholar]
- Greenwood C., Johnson G., Dhillon H. S., Bustin S. (2015a). Recent progress in developing proximity ligation assays for pathogen detection. Expert Rev. Mol. Diagn 15, 861–867. 10.1586/14737159.2015.1044440 [DOI] [PubMed] [Google Scholar]
- Greenwood C., Ruff D., Kirvell S., Johnson G., Dhillon H. S., Bustin S. A. (2015b). Proximity assays for sensitive quantification of proteins. Biomol. Detect Quantif. 4, 10–16. 10.1016/j.bdq.2015.04.002 [DOI] [PMC free article] [PubMed] [Google Scholar]
- Gu G. J., Friedman M., Jost C., Johnsson K., Kamali-Moghaddam M., Pluckthun A., et al. (2013). Protein tag-mediated conjugation of oligonucleotides to recombinant affinity binders for proximity ligation. N. Biotechnol. 30, 144–152. 10.1016/j.nbt.2012.05.005 [DOI] [PubMed] [Google Scholar]
- Gullberg M., Fredriksson S., Taussig M., Jarvius J., Gustafsdottir S., Landegren U. (2003). A sense of closeness protein detection by proximity ligation. Curr. Opin. Biotechnol. 14, 82–86. 10.1016/s0958-1669(02)00011-3 [DOI] [PubMed] [Google Scholar]
- Gullberg M., Gustafsdottir S. M., Schallmeiner E., Jarvius J., Bjarnegard M., Betsholtz C., et al. (2004). Cytokine detection by antibody-based proximity ligation. Proc. Natl. Acad. Sci. U. S. A. 101, 8420–8424. 10.1073/pnas.0400552101 [DOI] [PMC free article] [PubMed] [Google Scholar]
- Gustafsdottir S. M., Nordengrahn A., Fredriksson S., Wallgren P., Rivera E., Schallmeiner E., et al. (2006). Detection of individual microbial pathogens by proximity ligation. Clin. Chem. 52, 1152–1160. 10.1373/clinchem.2005.065847 [DOI] [PubMed] [Google Scholar]
- Hermann J., Schurgers L., Jankowski V. (2022). Identification and characterization of post-translational modifications: Clinical implications. Mol. Asp. Med. 86, 101066. 10.1016/j.mam.2022.101066 [DOI] [PubMed] [Google Scholar]
- Hu C., Zhang J., Jin Y., Ma W., Zhou R., Du H., et al. (2022). Protein-Recognition-initiated exponential amplification reaction (PRIEAR) and its application in clinical diagnosis. Chembiochem 23, e202100548. 10.1002/cbic.202100548 [DOI] [PubMed] [Google Scholar]
- Hwang B. B., Engel L., Goueli S. A., Zegzouti H. (2020). A homogeneous bioluminescent immunoassay to probe cellular signaling pathway regulation. Commun. Biol. 3, 8. 10.1038/s42003-019-0723-9 [DOI] [PMC free article] [PubMed] [Google Scholar]
- Inoue K. Y., Ino K., Shiku H., Matsue T. (2010). Electrochemical detection of endotoxin using recombinant factor C zymogen. Electrochem. Commun. 12, 1066–1069. 10.1016/j.elecom.2010.05.028 [DOI] [Google Scholar]
- Islam K. U., Iqbal J. (2020). An update on molecular diagnostics for COVID-19. Front. Cell. Infect. Microbiol. 10, 560616. 10.3389/fcimb.2020.560616 [DOI] [PMC free article] [PubMed] [Google Scholar]
- Jalili R., Horecka J., Swartz J. R., Davis R. W., Persson H. H. J. (2018). Streamlined circular proximity ligation assay provides high stringency and compatibility with low-affinity antibodies. Proc. Natl. Acad. Sci. U. S. A. 115, E925–E933. 10.1073/pnas.1718283115 [DOI] [PMC free article] [PubMed] [Google Scholar]
- Jarvius M., Paulsson J., Weibrecht I., Leuchowius K.-J., Andersson A.-C., W Hlby C., et al. (2007). In situ detection of phosphorylated platelet-derived growth factor receptor beta using a generalized proximity ligation method. Mol. Cell. Proteomics 6, 1500–1509. 10.1074/mcp.m700166-mcp200 [DOI] [PubMed] [Google Scholar]
- Joonyul Kim J. H., Rebecca S., Easley C. J., Easley C. J. (2010). Improvement of sensitivity and dynamic range in proximity ligation assays by asymmetric connector hybridization. Anal. Chem. 82, 6976–6982. 10.1021/ac101762m [DOI] [PubMed] [Google Scholar]
- Kang T., Lu J., Yu T., Long Y., Liu G. (2022). Advances in nucleic acid amplification techniques (NAATs): COVID-19 point-of-care diagnostics as an example. Biosens. Bioelectron. 206, 114109. 10.1016/j.bios.2022.114109 [DOI] [PubMed] [Google Scholar]
- Karp D. G., Cuda D., Tandel D., Danh K., Robinson P. V., Seftel D., et al. (2020). Sensitive and specific detection of SARS-CoV-2 antibodies using a high-throughput, fully automated liquid-handling robotic system. SLAS Technol. 25, 545–552. 10.1177/2472630320950663 [DOI] [PMC free article] [PubMed] [Google Scholar]
- Karve T. M., Cheema A. K. (2011). Small changes huge impact: The role of protein posttranslational modifications in cellular homeostasis and disease. J. Amino Acids 2011, 207691–207713. 10.4061/2011/207691 [DOI] [PMC free article] [PubMed] [Google Scholar]
- Kazane S. A., Sok D., Cho E. H., Uson M. L., Kuhn P., Schultz P. G., et al. (2012). Site-specific DNA-antibody conjugates for specific and sensitive immuno-PCR. Proc. Natl. Acad. Sci. U. S. A. 109, 3731–3736. 10.1073/pnas.1120682109 [DOI] [PMC free article] [PubMed] [Google Scholar]
- Kim H., Yoon H. K., Yoo T. H. (2014). Engineering beta-lactamase zymogens for use in protease activity assays. Chem. Commun. (Camb) 50, 10155–10157. 10.1039/c4cc04549a [DOI] [PubMed] [Google Scholar]
- Li G., Eckert M. A., Chang J. W., Montgomery J. E., Chryplewicz A., Lengyel E., et al. (2019). Ultrasensitive, multiplexed chemoproteomic profiling with soluble activity-dependent proximity ligation. Proc. Natl. Acad. Sci. U. S. A. 116, 21493–21500. 10.1073/pnas.1912934116 [DOI] [PMC free article] [PubMed] [Google Scholar]
- Li L., Xu S., Yan H., Li X., Yazd H. S., Li X., et al. (2021a). Nucleic acid aptamers for molecular diagnostics and therapeutics: Advances and perspectives. Angew. Chem. Int. Ed. Engl. 60, 2249–2259. 10.1002/ange.202003563 [DOI] [PubMed] [Google Scholar]
- Li X., Jiang X., Xu X., Zhu C., Yi W. (2017). Imaging of protein-specific glycosylation by glycan metabolic tagging and in situ proximity ligation. Carbohydr. Res. 448, 148–154. 10.1016/j.carres.2017.06.015 [DOI] [PubMed] [Google Scholar]
- Li Y., Mansour H., Watson C. J. F., Tang Y., Macneil A. J., Li F. (2021b). Amplified detection of nucleic acids and proteins using an isothermal proximity CRISPR Cas12a assay. Chem. Sci. 12, 2133–2137. 10.1039/d0sc06113a [DOI] [PMC free article] [PubMed] [Google Scholar]
- Lind A., De Jesus Cortez F., Ramelius A., Bennet R., Robinson P. V., Seftel D., et al. (2022). Multiplex agglutination-PCR (ADAP) autoantibody assays compared to radiobinding autoantibodies in type 1 diabetes and celiac disease. J. Immunol. Methods 506, 113265. 10.1016/j.jim.2022.113265 [DOI] [PubMed] [Google Scholar]
- Lioudmila Elfineh C. C., Anna A. S. P. L. U. N. D., Pettersson U. L. F., Masood K. M., Sara Bergstr M. L. I. N. D., Lind S. B. (2014). Tyrosine phosphorylation profiling via in situ proximity ligation assay. BMC Cancer 14, 435. 10.1186/1471-2407-14-435 [DOI] [PMC free article] [PubMed] [Google Scholar]
- Liu H., Rong P., Jia H., Yang J., Dong B., Dong Q., et al. (2016). A wash-free homogeneous colorimetric immunoassay method. Theranostics 6, 54–64. 10.7150/thno.13159 [DOI] [PMC free article] [PubMed] [Google Scholar]
- Liu R., He L., Hu Y., Luo Z., Zhang J. (2020). A serological aptamer-assisted proximity ligation assay for COVID-19 diagnosis and seeking neutralizing aptamers. Chem. Sci. 11, 12157–12164. 10.1039/d0sc03920a [DOI] [PMC free article] [PubMed] [Google Scholar]
- Lundberg M., Eriksson A., Tran B., Assarsson E., Fredriksson S. (2011a). Homogeneous antibody-based proximity extension assays provide sensitive and specific detection of low-abundant proteins in human blood. Nucleic Acids Res. 39, e102. 10.1093/nar/gkr424 [DOI] [PMC free article] [PubMed] [Google Scholar]
- Lundberg M., Stine Buch T., Erika A. S., Andrea V. I., Bonnie T. R., et al. (2011b). Multiplexed homogeneous proximity ligation assays for high-throughput protein biomarker research in serological material. Mol. Cell. Proteom. 10, M110.004978. 10.1074/mcp.m110.004978 [DOI] [PMC free article] [PubMed] [Google Scholar]
- Marnissi B., Khalfaoui K., Ebai T., Marques Souza De Oliveira F., Ghram A., Kamali-Moghaddam M., et al. (2021). Accurate detection of Newcastle disease virus using proximity-dependent DNA aptamer ligation assays. FEBS Open Bio 11, 1122–1131. 10.1002/2211-5463.13117 [DOI] [PMC free article] [PubMed] [Google Scholar]
- Masood Kamali-Moghaddam F. E. P., Wu D. I., Hillevi E. N. G. L. U. N. D., Spyros D., Anna L. O. R. D., Gholamreza Tavoosidana D. S., et al. (2010). Sensitive detection of Ab protofibrils by proximity ligation. relevance for alzheimer's disease. BMC Neurosci. [DOI] [PMC free article] [PubMed] [Google Scholar]
- Michael Famulok G. M., Blind M. (2000). Nucleic acid AptamersFrom selection in vitro to applications in vivo . Acc. Chem. Res. 33, 591–599. 10.1021/ar960167q [DOI] [PubMed] [Google Scholar]
- Nilsson I., Bahram F., Li X., Gualandi L., Koch S., Jarvius M., et al. (2010). VEGF receptor 2/-3 heterodimers detected in situ by proximity ligation on angiogenic sprouts. EMBO J. 29, 1377–1388. 10.1038/emboj.2010.30 [DOI] [PMC free article] [PubMed] [Google Scholar]
- Nong R. Y., Wu D., Yan J., Hammond M., Gu G. J., Kamali-Moghaddam M., et al. (2013). Solid-phase proximity ligation assays for individual or parallel protein analyses with readout via real-time PCR or sequencing. Nat. Protoc. 8, 1234–1248. 10.1038/nprot.2013.070 [DOI] [PubMed] [Google Scholar]
- Oliveira F. M. S., Mereiter S., Lonn P., Siart B., Shen Q., Heldin J., et al. (2018). Detection of post-translational modifications using solid-phase proximity ligation assay. N. Biotechnol. 45, 51–59. 10.1016/j.nbt.2017.10.005 [DOI] [PubMed] [Google Scholar]
- Park H. J., Jung C., Yoo T. H. (2022). Development of one-step isothermal methods to detect RNAs using hairpin-loop signal converters and proximity proteolysis reaction. Biosens. Bioelectron. 197, 113769. 10.1016/j.bios.2021.113769 [DOI] [PubMed] [Google Scholar]
- Park H. J., Kim Y., Yoo T. H. (2021). One-pot colorimetric detection of molecules based on proximity proteolysis reaction. Biosens. Bioelectron. 188, 113349. 10.1016/j.bios.2021.113349 [DOI] [PubMed] [Google Scholar]
- Park H. J., Yoo T. H. (2018). Nucleic acid detection by a target-assisted proximity proteolysis reaction. ACS Sens. 3, 2066–2070. 10.1021/acssensors.8b00821 [DOI] [PubMed] [Google Scholar]
- Pj Santangelo B. N., Andrew T. S. O. U. R. K. A. S., Bao G. A. N. G. (2004). Dual FRET molecular beacons for mRNA detection in living cells. Nucleic Acids Res. 32, e57. 10.1093/nar/gnh062 [DOI] [PMC free article] [PubMed] [Google Scholar]
- Poulard C., Jacquemetton J., Pham T. H., Le Romancer M. (2020). Using proximity ligation assay to detect protein arginine methylation. Methods 175, 66–71. 10.1016/j.ymeth.2019.09.007 [DOI] [PubMed] [Google Scholar]
- Robinson P. V., Tsai C. T., De Groot A. E., Mckechnie J. L., Bertozzi C. R. (2016). Glyco-seek: Ultrasensitive detection of protein-specific glycosylation by proximity ligation polymerase chain reaction. J. Am. Chem. Soc. 138, 10722–10725. 10.1021/jacs.6b03861 [DOI] [PMC free article] [PubMed] [Google Scholar]
- Rossetti M., Bertucci A., Patino T., Baranda L., Porchetta A. (2020). Programming DNA-based systems through effective molarity enforced by biomolecular confinement. Chemistry 26, 9826–9834. 10.1002/chem.202001660 [DOI] [PubMed] [Google Scholar]
- Schallmeiner E., Oksanen E., Ericsson O., Spangberg L., Eriksson S., Stenman U. H., et al. (2007). Sensitive protein detection via triple-binder proximity ligation assays. Nat. Methods 4, 135–137. 10.1038/nmeth974 [DOI] [PubMed] [Google Scholar]
- Seo J., Lee K.-J. (2004). Post-translational modifications and their biological functions: Proteomic analysis and systematic approaches. J. Biochem. Mol. Biol. 37, 35–44. 10.5483/bmbrep.2004.37.1.035 [DOI] [PubMed] [Google Scholar]
- Shaban S. M., Kim D. H. (2021). Recent advances in aptamer sensors. Sensors (Basel) 21, 979. 10.3390/s21030979 [DOI] [PMC free article] [PubMed] [Google Scholar]
- Shekhawat S. S., Ghosh I. (2011). Split-protein systems: Beyond binary protein-protein interactions. Curr. Opin. Chem. Biol. 15, 789–797. 10.1016/j.cbpa.2011.10.014 [DOI] [PMC free article] [PubMed] [Google Scholar]
- Soderberg O., Gullberg M., Jarvius M., Ridderstrale K., Leuchowius K. J., Jarvius J., et al. (2006). Direct observation of individual endogenous protein complexes in situ by proximity ligation. Nat. Methods 3, 995–1000. 10.1038/nmeth947 [DOI] [PubMed] [Google Scholar]
- Song J., Liu C., Wang X., Xu B., Liu X., Li Y., et al. (2021). O-GlcNAcylation quantification of certain protein by the proximity ligation assay and Clostridium perfringen OGA(D298N)(CpOGA(D298N)). ACS Chem. Biol. 16, 1040–1049. 10.1021/acschembio.1c00185 [DOI] [PubMed] [Google Scholar]
- Stein V., Alexandrov K. (2014). Protease-based synthetic sensing and signal amplification. PNAS 111, 15934–15939. 10.1073/pnas.1405220111 [DOI] [PMC free article] [PubMed] [Google Scholar]
- Stein V., Alexandrov K. (2015). Synthetic protein switches: Design principles and applications. Trends Biotechnol. 33, 101–110. 10.1016/j.tibtech.2014.11.010 [DOI] [PubMed] [Google Scholar]
- Stine Buch Thorsen M. L., Andrea V. I. L. L. A. B. L. A. N. C. A., Louise S. A. R. A. H., Christensen T., Kirstine Christensen B. E. L. L. I. N. G., Birgittenielsen S. A. N. D. E. R., et al. (2013). Detection of serological biomarkers by proximity extension assay for detection of colorectal neoplasias in symptomatic individuals. J. Transl. Med. 11, 253. 10.1186/1479-5876-11-253 [DOI] [PMC free article] [PubMed] [Google Scholar]
- Tavoosidana G., Ronquist G., Darmanis S., Yan J., Carlsson L., Wu D., et al. (2011). Multiple recognition assay reveals prostasomes as promising plasma biomarkers for prostate cancer. Proc. Natl. Acad. Sci. U. S. A. 108, 8809–8814. 10.1073/pnas.1019330108 [DOI] [PMC free article] [PubMed] [Google Scholar]
- Thiviyanathan V., Gorenstein D. G. (2012). Aptamers and the next generation of diagnostic reagents. Proteomics Clin. Appl. 6, 563–573. 10.1002/prca.201200042 [DOI] [PMC free article] [PubMed] [Google Scholar]
- Trotter M., Borst N., Thewes R., Von Stetten F. (2020). Review: Electrochemical DNA sensing - principles, commercial systems, and applications. Biosens. Bioelectron. 154, 112069. 10.1016/j.bios.2020.112069 [DOI] [PubMed] [Google Scholar]
- Tsai C.-T., Robinson P. V., Cortez F. D. J., Elma M. L. B., Seftel D., Pourmandi N., et al. (2018). Antibody detection by agglutination-PCR (ADAP) enables early diagnosis of HIV infection by oral fluid analysis. Proc. Natl. Acad. Sci. U. S. A. 115, 1250–1255. 10.1073/pnas.1711004115 [DOI] [PMC free article] [PubMed] [Google Scholar]
- Tsai C. T., Robinson P. V., Spencer C. A., Bertozzi C. R. (2016). Ultrasensitive antibody detection by agglutination-PCR (ADAP). ACS Cent. Sci. 2, 139–147. 10.1021/acscentsci.5b00340 [DOI] [PMC free article] [PubMed] [Google Scholar]
- Van Buggenum J. A., Gerlach J. P., Eising S., Schoonen L., Van Eijl R. A., Tanis S. E., et al. (2016). A covalent and cleavable antibody-DNA conjugation strategy for sensitive protein detection via immuno-PCR. Sci. Rep. 6, 22675. 10.1038/srep22675 [DOI] [PMC free article] [PubMed] [Google Scholar]
- Velema W. A., Kool E. T. (2017). Fluorogenic templated reaction cascades for RNA detection. J. Am. Chem. Soc. 139, 5405–5411. 10.1021/jacs.7b00466 [DOI] [PMC free article] [PubMed] [Google Scholar]
- Wang P., Yang Y., Hong T., Zhu G. (2021). Proximity ligation assay: An ultrasensitive method for protein quantification and its applications in pathogen detection. Appl. Microbiol. Biotechnol. 105, 923–935. 10.1007/s00253-020-11049-1 [DOI] [PubMed] [Google Scholar]
- Weibrecht I., Leuchowius K. J., Clausson C. M., Conze T., Jarvius M., Howell W. M., et al. (2010). Proximity ligation assays: A recent addition to the proteomics toolbox. Expert Rev. Proteomics 7, 401–409. 10.1586/epr.10.10 [DOI] [PubMed] [Google Scholar]
- Wik L., Nordberg N., Broberg J., Bjorkesten J., Assarsson E., Henriksson S., et al. (2021). Proximity extension assay in combination with next-generation sequencing for high-throughput proteome-wide analysis. Mol. Cell. Proteomics 20, 100168. 10.1016/j.mcpro.2021.100168 [DOI] [PMC free article] [PubMed] [Google Scholar]
- Yan L., Zhou J., Zheng Y., Gamson A. S., Roembke B. T., Nakayama S., et al. (2014). Isothermal amplified detection of DNA and RNA. Mol. Biosyst. 10, 970–1003. 10.1039/c3mb70304e [DOI] [PubMed] [Google Scholar]
- Yang L., Ellington A. D. (2008). Real-time PCR detection of protein analytes with conformation-switching aptamers. Anal. Biochem. 380, 164–173. 10.1016/j.ab.2008.05.018 [DOI] [PMC free article] [PubMed] [Google Scholar]
- Ye Q., Lu D., Zhang T., Mao J., Shang S. (2022). Application experience of a rapid nucleic acid detection system for COVID-19. Microbes Infect. 24, 104945. 10.1016/j.micinf.2022.104945 [DOI] [PMC free article] [PubMed] [Google Scholar]
- Zemans R. L., Jacobson S., Keene J., Kechris K., Miller B. E., Tal-Singer R., et al. (2017). Multiple biomarkers predict disease severity, progression and mortality in COPD. Respir. Res. 18, 117. 10.1186/s12931-017-0597-7 [DOI] [PMC free article] [PubMed] [Google Scholar]
- Zhang S., Garcia-D'Angeli A., Brennan J. P., Huo Q. (2014). Predicting detection limits of enzyme-linked immunosorbent assay (ELISA) and bioanalytical techniques in general. Analyst 139, 439–445. 10.1039/c3an01835k [DOI] [PubMed] [Google Scholar]
- Zhang Y. P., Wang H. P., Dong R. L., Li S. Y., Wang Z. G., Liu S. L., et al. (2021). Proximity-induced exponential amplification reaction triggered by proteins and small molecules. Chem. Commun. (Camb) 57, 4714–4717. 10.1039/d1cc00583a [DOI] [PubMed] [Google Scholar]
- Zhao X., Luo C., Mei Q., Zhang H., Zhang W., Su D., et al. (2020). Aptamer-cholesterol-mediated proximity ligation assay for accurate identification of exosomes. Anal. Chem. 92, 5411–5418. 10.1021/acs.analchem.0c00141 [DOI] [PubMed] [Google Scholar]





