INTRODUCTION: THE CROWDED CELL
Cellular proteins typically exist within a highly crowded environment (
Fig. 1). This striking feature has important implications for many aspects of molecular cell biology, including protein folding, protein mobility, enzyme kinetics, and gene expression (
1.Macromolecular crowding: an important but neglected aspect of the intracellular environment.
,
2.- Tabaka M.
- Kalwarczyk T.
- Hołyst R.
Quantitative influence of macromolecular crowding on gene regulation kinetics.
,
3.- Zimmerman S.B.
- Minton A.P.
Macromolecular crowding: biochemical, biophysical, and physiological consequences.
). In particular, macromolecular crowding has probably facilitated the evolution of extended weak but functionally important protein-protein interactions (
4.Challenges and dreams: physics of weak interactions essential to life.
). For example, studies of the protein interactome of brewers' yeast
Saccharomyces cerevisiae imply the existence of many core or “hub” protein complexes, which also transiently bind to a larger range of proteins, many of which are shared between different hubs (
5.- Han J.D.
- Bertin N.
- Hao T.
- Goldberg D.S.
- Berriz G.F.
- Zhang L.V.
- Dupuy D.
- Walhout A.J.
- Cusick M.E.
- Roth F.P.
- Vidal M.
Evidence for dynamically organized modularity in the yeast protein-protein interaction network.
). This dynamic but structured behavior has been called the “molecular sociology of the cell” (
6.- Robinson C.V.
- Sali A.
- Baumeister W.
The molecular sociology of the cell.
). The effect is particularly evident on membrane surfaces where the reduction from three to two spatial dimensions significantly decreases the binding affinities required to maintain stable protein-protein interactions. Here, contacts between individual membrane proteins can build up to produce more extended protein clusters of restricted composition and indeterminate stoichiometry (
7.- Vereb G.
- Szöllosi J.
- Matkó J.
- Nagy P.
- Farkas T.
- Vigh L.
- Mátyus L.
- Waldmann T.A.
- Damjanovich S.
Dynamic, yet structured: the cell membrane three decades after the Singer-Nicolson model.
). Examples include the assembly of ion channels on the neuronal plasma membrane (
8.- Cusdin F.S.
- Clare J.J.
- Jackson A.P.
Trafficking and cellular distribution of voltage-gated sodium channels.
) and the molecular components of cell junctions (
Fig. 1). Similar examples for intracellular proteins include the binding of multiple transcription factors to localized regions of DNA (
9.- Tsankov A.M.
- Gu H.
- Akopian V.
- Ziller M.J.
- Donaghey J.
- Amit I.
- Gnirke A.
- Meissner A.
Transcription factor binding dynamics during human ES cell differentiation.
) and the assembly of multiple signaling proteins onto the cytoskeleton (
10.Functions of unconventional myosins in the yeast Saccharomyces cerevisiae.
).
It is a characteristic feature of all these cases that any one protein will typically interact only with its immediate neighbors but usually not with all the proteins in the cluster. However, it is the overall
proximity of the proteins within the network, not just the immediate binding partners of the proteins, that is likely to be functionally important. Many individual interactions that are significant
in vivo have dissociation constants in the tens to hundreds of micromolar range and fast off-rate constants (
11.NMR as a unique tool in assessment and complex determination of weak protein-protein interactions.
). Following the dramatic reduction in protein concentration after detergent-mediated cell lysis, these interactions will be lost too quickly to be detected by methods such as immunoprecipitation or tandem affinity purification tagging. Chemical cross-linking has been extensively used to probe protein-protein interactions (
12.Investigation of protein-protein interactions in living cells by chemical crosslinking and mass spectrometry.
,
13.Chemical cross-linking and protein-protein interactions–a review with illustrative protocols.
). However, this can be difficult to control with too much cross-linking producing large insoluble complexes (
14.Marked by association: techniques for proximity-dependent labeling of proteins in eukaryotic cells.
). More recent developments have exploited reagents that can be selectively targeted to a protein of interest and then photoactivated to tag the binding partners of the protein (
15.- Beck D.B.
- Narendra V.
- Drury 3rd, W.J.
- Casey R.
- Jansen P.W.
- Yuan Z.F.
- Garcia B.A.
- Vermeulen M.
- Bonasio R.
In vivo proximity labeling for the detection of protein-protein and protein-RNA interactions.
). However, cross-linking and photoactivatable reagents will typically span a distance of only about 4–15 Å (
16.- Green N.S.
- Reisler E.
- Houk K.N.
Quantitative evaluation of the lengths of homobifunctional protein cross-linking reagents used as molecular rulers.
). Therefore all of these approaches are best suited to the analysis of relatively simple complexes. The challenge is to develop additional proteomic methods that can identify and systematically characterize proteins within larger spatially restricted but weakly interacting multicomponent complexes as they occur
in vivo.
PROXIMITY LABELING USING BIOTIN PROTEIN LIGASE
The
Escherichia coli enzyme BirA is a biotin protein ligase that normally catalyzes the endogenous biotinylation of a specific lysine residue on acetyl-CoA carboxylase (
25.- Chapman-Smith A.
- Cronan Jr., J.E.
Molecular biology of biotin attachment to proteins.
). However, BirA will also biotinylate a lysine residue when it occurs within the context of other short “acceptor peptide” sequences (
26.- Beckett D.
- Kovaleva E.
- Schatz P.J.
A minimal peptide substrate in biotin holoenzyme synthetase-catalyzed biotinylation.
). Specific protein-protein interactions can then be investigated if the BirA is fused to one protein and co-expressed together with a second protein containing an engineered acceptor peptide sequence. Here, biotinylation of the acceptor peptide-tagged protein will occur if the two proteins are in close association (
27.- Fernández-Suárez M.
- Chen T.S.
- Ting A.Y.
Protein-protein interaction detection in vitro and in cells by proximity biotinylation.
). This approach can be readily adapted for use with mass spectrometry (
21.- Kulyyassov A.
- Shoaib M.
- Pichugin A.
- Kannouche P.
- Ramanculov E.
- Lipinski M.
- Ogryzko V.
PUB-MS: a mass spectrometry-based method to monitor protein-protein proximity in vivo.
,
28.- Shoaib M.
- Kulyyassov A.
- Robin C.
- Winczura K.
- Tarlykov P.
- Despas E.
- Kannouche P.
- Ramanculov E.
- Lipinski M.
- Ogryzko V.
PUB-NChIP–“in vivo biotinylation” approach to study chromatin in proximity to a protein of interest.
). Assays of this type are most suitable for use with hypothesis-driven experiments where interacting partners are already known or strongly suspected (
14.Marked by association: techniques for proximity-dependent labeling of proteins in eukaryotic cells.
). To apply BirA in a more discovery-based context, the enzyme must be modified. BirA combines biotin with ATP to produce biotinoyl-5′-AMP. This reactive and unstable intermediate is normally held at the active site until it is transferred to its target protein (
29.Biotination of proteins in vivo. A post-translational modification to label, purify, and study proteins.
). However, a mutant biotin protein ligase called BirA* nonspecifically biotinylates any protein with exposed lysine residues that lies in the immediate vicinity of the enzyme. Although the precise mechanism is not yet known, the most likely reason for this altered behavior is that the BirA* mutant prematurely releases biotinoyl-5′-AMP into the medium (
14.Marked by association: techniques for proximity-dependent labeling of proteins in eukaryotic cells.
,
30.- Choi-Rhee E.
- Schulman H.
- Cronan J.E.
Promiscuous protein biotinylation by Escherichia coli biotin protein ligase.
). Roux
et al. (
20.- Roux K.J.
- Kim D.I.
- Raida M.
- Burke B.
A promiscuous biotin ligase fusion protein identifies proximal and interacting proteins in mammalian cells.
,
31.- Roux K.J.
- Kim D.I.
- Burke B.
BioID: a screen for protein-protein interactions.
) exploited BirA* to develop
proximity-dependent biotin identification (BioID)
1 (
Fig. 2A). In the first application of this method, BirA* was fused to nuclear lamin A, a major cytoskeletal component of the nuclear lamina (
Fig. 1). When the chimera was expressed in HEK293 cells supplemented with exogenously added biotin, it catalyzed the
in vivo biotinylation of about 100 proteins, which were then isolated and identified by mass spectrometry. The majority of the biotinylated proteins were nucleus-associated. They included several known nuclear lamina-binding proteins together with previously uncharacterized proteins. The most abundant of the unknown proteins were localized to the nuclear envelope and are strong candidates for novel lamin interactors (
20.- Roux K.J.
- Kim D.I.
- Raida M.
- Burke B.
A promiscuous biotin ligase fusion protein identifies proximal and interacting proteins in mammalian cells.
). BioID has been used successfully in a growing number of examples, including centrosome components (
32.- Firat-Karalar E.N.
- Rauniyar N.
- Yates 3rd, J.R.
- Stearns T.
Proximity interactions among centrosome components identify regulators of centriole duplication.
), the nuclear pore complex (
33.- Kim D.I.
- Birendra K.C.
- Zhu W.
- Motamedchaboki K.
- Doye V.
- Roux K.J.
Probing nuclear pore complex architecture with proximity-dependent biotinylation.
), c-Myc-interacting partners in tumor cells (
34.- Dingar D.
- Kalkat M.
- Chan P.K.
- Srikumar T.
- Bailey S.D.
- Tu W.B.
- Coyaud E.
- Ponzielli R.
- Kolyar M.
- Jurisica I.
- Huang A.
- Lupien M.
- Penn L.Z.
- Raught B.
BioID identifies novel c-MYC interacting partners in cultured cells and xenograft tumors.
), the inner membrane complex of
Toxoplasma gondii (
35.- Chen A.L.
- Kim E.W.
- Toh J.Y.
- Vashisht A.A.
- Rashoff A.Q.
- Van C.
- Huang A.S.
- Moon A.S.
- Bell H.N.
- Bentolila L.A.
- Wohlschlegel J.A.
- Bradley P.J.
Novel components of the Toxoplasma inner membrane complex revealed by BioID.
), chromatin-associated proteins (
36.- Lambert J.P.
- Tucholska M.
- Go C.
- Knight J.D.
- Gingras A.C.
Proximity biotinylation and affinity purification are complementary approaches for the interactome mapping of chromatin-associated protein complexes.
), tight junction proteins in Madin-Darby canine kidney epithelial cells (
37.- Fredriksson K.
- Van Itallie C.M.
- Aponte A.
- Gucek M.
- Tietgens A.J.
- Anderson J.M.
Proteomic analysis of proteins surrounding occludin and claudin-4 reveals their proximity to signaling and trafficking networks.
) and the bilobe, a poorly characterized cytoskeletal component in
Trypanosoma brucei (
38.- Morriswood B.
- Havlicek K.
- Demmel L.
- Yavuz S.
- Sealey-Cardona M.
- Vidilaseris K.
- Anrather D.
- Kostan J.
- Djinovic-Carugo K.
- Roux K.J.
- Warren G.
Novel bilobe components in Trypanosoma brucei identified using proximity-dependent biotinylation.
).
ENZYME-CATALYZED PROXIMITY PROTEOMICS: CONSTRAINTS AND CONTROLS
Enzyme-catalyzed proximity labeling differs conceptually from traditional approaches such as immunoprecipitation or cross-linking because the labeled proteins may not interact with the enzyme-targeted protein directly but merely lie within a limited distance from the target. For applications that aim to define specific protein complexes, this is both a strength and a potential problem for the technique. Here, a critical question is the size of the labeling footprint in comparison with the likely size of the molecular complex being investigated: a footprint that is too small risks many false negatives, whereas one that is too big risks many false positives. The footprint radius in a typical experiment will depend on a number of factors, including the half-life of the enzyme-generated labeling reagent and the incubation time. Using quantitative immunoelectron microscopy, the footprint radius for tyramide-based reagents under realistic labeling conditions has been measured at up to 40 nm (
18.- Rhee H.W.
- Zou P.
- Udeshi N.D.
- Martell J.D.
- Mootha V.K.
- Carr S.A.
- Ting A.Y.
Proteomic mapping of mitochondria in living cells via spatially restricted enzymatic tagging.
,
57.Immunogold signal amplification: application of the CARD approach to electron microscopy.
). Similar experiments suggest a footprint radius of up to 200 nm for aryl azide-based labels (
24.- Kotani N.
- Gu J.
- Isaji T.
- Udaka K.
- Taniguchi N.
- Honke K.
Biochemical visualization of cell surface molecular clustering in living cells.
). To investigate the footprint radius of BioID, Kim
et al. (
33.- Kim D.I.
- Birendra K.C.
- Zhu W.
- Motamedchaboki K.
- Doye V.
- Roux K.J.
Probing nuclear pore complex architecture with proximity-dependent biotinylation.
) examined the nuclear pore complex. This is a large and stable structure localized to the nuclear envelope and whose subunit dispositions and approximate overall dimensions are known (
Fig. 1). By expressing different BirA*-subunit fusion proteins and detecting biotinylation of the associated subunits, the nuclear pore complex was used as a convenient “molecular ruler.” They reported an effective footprint radius of about 10 nm (
33.- Kim D.I.
- Birendra K.C.
- Zhu W.
- Motamedchaboki K.
- Doye V.
- Roux K.J.
Probing nuclear pore complex architecture with proximity-dependent biotinylation.
). However, it should be noted that BioID labeling acts through a biotin-adenylate ester, which has a longer half-life than tyramide-based reagents (
18.- Rhee H.W.
- Zou P.
- Udeshi N.D.
- Martell J.D.
- Mootha V.K.
- Carr S.A.
- Ting A.Y.
Proteomic mapping of mitochondria in living cells via spatially restricted enzymatic tagging.
), and the method also requires relatively long incubation times (
20.- Roux K.J.
- Kim D.I.
- Raida M.
- Burke B.
A promiscuous biotin ligase fusion protein identifies proximal and interacting proteins in mammalian cells.
). On this basis, the footprint radius estimated by Kim
et al. (
33.- Kim D.I.
- Birendra K.C.
- Zhu W.
- Motamedchaboki K.
- Doye V.
- Roux K.J.
Probing nuclear pore complex architecture with proximity-dependent biotinylation.
) is surprisingly small.
For an enzyme-tagged protein complex that is tethered within the cell, the footprint volume is proportional to the cube of the footprint radius. However, in the crowded intracellular environment (
Fig. 1), the mean distance between proteins has been calculated to be less than 10 nm (
58.- Philips R.
- Kondev J.
- Theriot J.
Physical Biology of the Cell.
). So even a footprint radius in the tens of nanometers range will risk generating nonspecifically biotinylated proteins. Moreover, an enzyme-tagged protein complex that is not tethered will be free to diffuse within the cell. Even with large multisubunit assemblies, this diffusion can be significant over the time scales of a typical labeling experiment. For example, the diffusion constant for the mobile fraction of the large ribosomal subunit in rat myoblasts has been measured at 0.31 μm
2 s
−1 (
59.- Politz J.C.
- Tuft R.A.
- Pederson T.
Diffusion-based transport of nascent ribosomes in the nucleus.
). Hence, in 1 min (the shortest reported labeling time), an enzyme-tagged protein complex of this size will likely diffuse about 10 μm, or about half the width of a typical cell, all the while spraying enzyme-generated labeling reagent along its path. It can be argued that the problem will be less severe with proteins anchored into extended complexes on membrane or cytoskeletal surfaces because they typically have lower diffusion constants (
60.- Trimble W.S.
- Grinstein S.
Barriers to the free diffusion of proteins and lipids in the plasma membrane.
). Yet even here, an enzyme bound at the edge of a cluster will likely “bleed” labeling reagent onto proteins not associated with the cluster. Crucially, however, proteins that remain in close proximity to an enzyme-tagged neighbor during the experiment will be more strongly labeled than other proteins that only interact randomly and fleetingly due to molecular crowding. For this reason, proteomic quantitation should be applied in conjunction with enzyme-catalyzed proximity labeling experiments to help identify true neighbors.
Quantitative experiments have so far used a SILAC-based approach (
18.- Rhee H.W.
- Zou P.
- Udeshi N.D.
- Martell J.D.
- Mootha V.K.
- Carr S.A.
- Ting A.Y.
Proteomic mapping of mitochondria in living cells via spatially restricted enzymatic tagging.
,
19.- Li X.W.
- Rees J.S.
- Xue P.
- Zhang H.
- Hamaia S.W.
- Sanderson B.
- Funk P.E.
- Farndale R.W.
- Lilley K.S.
- Perrett S.
- Jackson A.P.
New insights into the DT40 B cell receptor cluster using a proteomic proximity labeling assay.
,
56.- Hung V.
- Zou P.
- Rhee H.W.
- Udeshi N.D.
- Cracan V.
- Svinkina T.
- Carr S.A.
- Mootha V.K.
- Ting A.Y.
Proteomic mapping of the human mitochondrial intermembrane space in live cells via ratiometric APEX tagging.
), although spectral counting has been used as a semiquantitative method in some BioID assays (
32.- Firat-Karalar E.N.
- Rauniyar N.
- Yates 3rd, J.R.
- Stearns T.
Proximity interactions among centrosome components identify regulators of centriole duplication.
,
33.- Kim D.I.
- Birendra K.C.
- Zhu W.
- Motamedchaboki K.
- Doye V.
- Roux K.J.
Probing nuclear pore complex architecture with proximity-dependent biotinylation.
,
35.- Chen A.L.
- Kim E.W.
- Toh J.Y.
- Vashisht A.A.
- Rashoff A.Q.
- Van C.
- Huang A.S.
- Moon A.S.
- Bell H.N.
- Bentolila L.A.
- Wohlschlegel J.A.
- Bradley P.J.
Novel components of the Toxoplasma inner membrane complex revealed by BioID.
). Importantly, quantitation can discern different degrees of association between proteins. For example, in the SPPLAT analysis of the BCR clusters on DT40 lymphocytes, cells grown in heavy SILAC medium were incubated with HRP-coupled anti-BCR antibody, and cells incubated in light SILAC medium were incubated with an HRP-coupled nonspecific antibody of the same Ig class and isotype. The experiment was then repeated with a reciprocal incubation protocol. Proteins with the most significant isotope ratios (reflecting selective enrichment for BCR-associated proteins) were all plasma membrane-localized. However, there was also a clear separation of SILAC ratios for different classes of organelle proteins. As expected, nuclear proteins showed the lowest SILAC ratios for specifically biotinylated
versus nonspecifically biotinylated proteins. Interestingly, however, mitochondrial and some cytoskeletal proteins had somewhat higher ratios, suggesting that these structures were closer to the BCR cluster. Indeed, mitochondria did accumulate under the BCR clusters in these cells (
19.- Li X.W.
- Rees J.S.
- Xue P.
- Zhang H.
- Hamaia S.W.
- Sanderson B.
- Funk P.E.
- Farndale R.W.
- Lilley K.S.
- Perrett S.
- Jackson A.P.
New insights into the DT40 B cell receptor cluster using a proteomic proximity labeling assay.
).
The power of SILAC quantitation in a proximity labeling experiment has been strikingly demonstrated in a recent report by Hung
et al. (
56.- Hung V.
- Zou P.
- Rhee H.W.
- Udeshi N.D.
- Cracan V.
- Svinkina T.
- Carr S.A.
- Mootha V.K.
- Ting A.Y.
Proteomic mapping of the human mitochondrial intermembrane space in live cells via ratiometric APEX tagging.
). These workers focused on the mitochondrial IMS, a subcompartment whose proteomic composition has been difficult to characterize. Here, they used an IMS-targeted APEX enzyme to biotinylate the IMS proteins. The IMS is bounded by the inner and outer mitochondrial membranes (
Fig. 2D). Unfortunately, the mitochondrial outer membrane contains porins that make it freely permeable to molecules below about 5 kDa in molecular mass. Thus the APEX-generated free radical will inevitably diffuse out of the mitochondria. Because the outer mitochondrial membrane is only about 5 nm thick, some labeling of cytosolic proteins is unavoidable (
56.- Hung V.
- Zou P.
- Rhee H.W.
- Udeshi N.D.
- Cracan V.
- Svinkina T.
- Carr S.A.
- Mootha V.K.
- Ting A.Y.
Proteomic mapping of the human mitochondrial intermembrane space in live cells via ratiometric APEX tagging.
). To resolve this problem, Hung
et al. (
56.- Hung V.
- Zou P.
- Rhee H.W.
- Udeshi N.D.
- Cracan V.
- Svinkina T.
- Carr S.A.
- Mootha V.K.
- Ting A.Y.
Proteomic mapping of the human mitochondrial intermembrane space in live cells via ratiometric APEX tagging.
) used an ingenious experimental design. HEK293T cells expressing an IMS-targeted APEX were grown in heavy (H) isotope culture; cells expressing a cytosol-targeted APEX were grown in medium (M) isotope culture, and control cells without APEX were grown in light (L) isotope culture. Proteins with a high H/L ratio are predominantly biotinylated by the IMS APEX; those with a high M/L ratio are predominantly biotinylated by the cytosolic APEX. The H/M ratio for a given protein will reflect the relative extent to which it is biotinylated by the IMS APEX
versus the cytosolic APEX. For example, a true IMS protein should show a high H/L ratio, a low M/L ratio, and a high H/M ratio. Conversely, a cytosolic protein that is artifactually biotinylated by IMS APEX should show a high H/L ratio, a high M/L ratio, and a low H/M ratio. It should be noted that the H/M ratio will reflect only the relative proximity of a particular protein to the IMS or the cytosol because for a given protein all other factors (such as the steric accessibility of individual protein tyrosine residues) will affect IMS and cytosolic labeling to the same extent. The method clearly identified a population of molecules consistent with true IMS-located proteins and could effectively discriminate them from cytosolic proteins (
56.- Hung V.
- Zou P.
- Rhee H.W.
- Udeshi N.D.
- Cracan V.
- Svinkina T.
- Carr S.A.
- Mootha V.K.
- Ting A.Y.
Proteomic mapping of the human mitochondrial intermembrane space in live cells via ratiometric APEX tagging.
).
A further issue is the nature of the labeling enzyme. It must be sufficiently active to generate enough labeled protein to be isolated, but the added bulk of the enzyme must not unduly compromise its incorporation into the larger protein complex. For cases such as SPPLAT and EMARS where the labeling enzyme is directed to the extracellular face of cell surface protein clusters, this latter concern is probably less critical (
17.- Jiang S.
- Kotani N.
- Ohnishi T.
- Miyagawa-Yamguchi A.
- Tsuda M.
- Yamashita R.
- Ishiura Y.
- Honke K.
A proteomics approach to the cell-surface interactome using the enzyme-mediated activation of radical sources reaction.
,
19.- Li X.W.
- Rees J.S.
- Xue P.
- Zhang H.
- Hamaia S.W.
- Sanderson B.
- Funk P.E.
- Farndale R.W.
- Lilley K.S.
- Perrett S.
- Jackson A.P.
New insights into the DT40 B cell receptor cluster using a proteomic proximity labeling assay.
,
52.- Rees J.S.
- Li X.W.
- Perrett S.
- Lilley K.S.
- Jackson A.P.
Selective proteomic proximity labeling assay using tyramide (SPPLAT): a quantitative method for the proteomic analysis of localized membrane-bound protein clusters.
). Here, HRP is the enzyme of choice as it has excellent activity and stability profiles for radical-based labeling reagents. Unfortunately, HRP misfolds when expressed in many intracellular compartments. Hence, APEX was developed as an alternative intracellular labeling enzyme (
61.- Martell J.D.
- Deerinck T.J.
- Sancak Y.
- Poulos T.L.
- Mootha V.K.
- Sosinsky G.E.
- Ellisman M.H.
- Ting A.Y.
Engineered ascorbate peroxidase as a genetically encoded reporter for electron microscopy.
). However, the original APEX enzyme used by Rhee
et al. (
18.- Rhee H.W.
- Zou P.
- Udeshi N.D.
- Martell J.D.
- Mootha V.K.
- Carr S.A.
- Ting A.Y.
Proteomic mapping of mitochondria in living cells via spatially restricted enzymatic tagging.
) suffered from a number of drawbacks. In particular, its activity was comparatively poor, and the enzyme was oxidatively damaged by hydrogen peroxide at the concentration used in labeling experiments. As a result, the enzyme needed to be expressed at relatively high concentrations within organelles, which in some cases led to protein aggregation (
18.- Rhee H.W.
- Zou P.
- Udeshi N.D.
- Martell J.D.
- Mootha V.K.
- Carr S.A.
- Ting A.Y.
Proteomic mapping of mitochondria in living cells via spatially restricted enzymatic tagging.
). To circumvent this problem, Lam
et al. (
62.- Lam S.S.
- Martell J.D.
- Kamer K.J.
- Deerinck T.J.
- Ellisman M.H.
- Mootha V.K.
- Ting A.Y.
Directed evolution of APEX2 for electron microscopy and proximity labeling.
) used directed evolution to produce a modified enzyme (APEX2) that is more active and less sensitive to oxidative damage than the original enzyme and is thus better suited to
in vivo proximity labeling. The chimeric addition of the enzyme to a protein might sometimes interfere with folding. In a proximity labeling experiment, this would lead to a false negative result or even spurious biotinylation if the enzyme-tagged protein was mistargeted. The APEX enzyme is comparable in size to green fluorescent protein, whereas BirA* is somewhat larger (
14.Marked by association: techniques for proximity-dependent labeling of proteins in eukaryotic cells.
). Some proteins tagged with green fluorescent protein do indeed misfold (
63.The price of tags in protein localization studies.
), although this occurs in a relatively small number of cases (
64.- Stadler C.
- Rexhepaj E.
- Singan V.R.
- Murphy R.F.
- Pepperkok R.
- Uhlén M.
- Simpson J.C.
- Lundberg E.
Immunofluorescence and fluorescent-protein tagging show high correlation for protein localization in mammalian cells.
). Thus, protein misfolding of chimeric molecules is a real albeit relatively rare possibility. We therefore stress the importance of controls to establish correct folding and targeting of the chimeric protein on a case-by-case basis.
A final consideration is that of target accessibility. Free radical tyramide-based reagents covalently couple to only a small number of amino acid side chains, mainly aromatic groups such as tyrosine (
41.- Minamihata K.
- Goto M.
- Kamiya N.
Protein heteroconjugation by the peroxidase-catalyzed tyrosine coupling reaction.
). Labeling is therefore likely to be relatively infrequent, and it will critically depend on side-chain exposure, which may be restricted due to macromolecular packing within protein assemblies. Furthermore, it appears that for tyramide-based reagents, it is not so easy to detect the individually modified peptides. The reasons are not well understood, but it has been suggested that the underlying chemistry of tyramide labeling may generate many more heterogeneous adducts than initially anticipated (
52.- Rees J.S.
- Li X.W.
- Perrett S.
- Lilley K.S.
- Jackson A.P.
Selective proteomic proximity labeling assay using tyramide (SPPLAT): a quantitative method for the proteomic analysis of localized membrane-bound protein clusters.
,
56.- Hung V.
- Zou P.
- Rhee H.W.
- Udeshi N.D.
- Cracan V.
- Svinkina T.
- Carr S.A.
- Mootha V.K.
- Ting A.Y.
Proteomic mapping of the human mitochondrial intermembrane space in live cells via ratiometric APEX tagging.
). Here, BioID may have an advantage because the method labels lysine residues with a better defined chemistry (
65.- Cronan Jr., J.E.
- Reed K.E.
Biotinylation of proteins in vivo: a useful posttranslational modification for protein analysis.
). In addition, lysines are more abundant and tend to be more solvent-exposed than aromatic amino acids. If labeled peptides can be identified, they should provide valuable insights into not only the structural disposition of proteins within membrane-bound complexes but also their degree of exposure to the intracellular medium. For example, Rhee
et al. (
18.- Rhee H.W.
- Zou P.
- Udeshi N.D.
- Martell J.D.
- Mootha V.K.
- Carr S.A.
- Ting A.Y.
Proteomic mapping of mitochondria in living cells via spatially restricted enzymatic tagging.
) detected specific peptides containing biotinylated tyrosines from three mitochondrial matrix and inner mitochondrial membrane proteins (pyruvate dehydrogenase, 3,2-
trans-enoyl-CoA isomerase, and acetoacetyl-CoA thiolase). Because the atomic resolution structures of all three proteins are known, the location of the modified tyrosine residues could be identified on the surfaces of each molecule. As expected, the modified tyrosines were all exposed on domains of the proteins that face toward the inner matrix space (
18.- Rhee H.W.
- Zou P.
- Udeshi N.D.
- Martell J.D.
- Mootha V.K.
- Carr S.A.
- Ting A.Y.
Proteomic mapping of mitochondria in living cells via spatially restricted enzymatic tagging.
).
In light of the limitations noted above, it is particularly important to provide independent verification for candidate proteins identified by proximity labeling. Immunofluorescence co-localization, although necessary, is not on its own sufficient. Rather, confirmatory experiments should directly address the issue of protein proximity because this is the aspect that is explicitly being investigated in these proteomics experiments. Because APEX was originally developed as an enzyme for use in high resolution electron microscopy (
61.- Martell J.D.
- Deerinck T.J.
- Sancak Y.
- Poulos T.L.
- Mootha V.K.
- Sosinsky G.E.
- Ellisman M.H.
- Ting A.Y.
Engineered ascorbate peroxidase as a genetically encoded reporter for electron microscopy.
), it can be used both to mark proteins in live cells for proteomic analysis and for subsequent electron microscopy validation studies. Another possibility is optical super-resolution imaging (
66.- Huang B.
- Bates M.
- Zhuang X.
Super-resolution fluorescence microscopy.
), but this requires specialized equipment. An easier approach is the proximity ligation assay (
67.- Söderberg O.
- Gullberg M.
- Jarvius M.
- Ridderstråle K.
- Leuchowius K.J.
- Jarvius J.
- Wester K.
- Hydbring P.
- Bahram F.
- Larsson L.G.
- Landegren U.
Direct observation of individual endogenous protein complexes in situ by proximity ligation.
). This immunological method is simple to perform and can identify proteins that lie up to about 40 nm from each other (
19.- Li X.W.
- Rees J.S.
- Xue P.
- Zhang H.
- Hamaia S.W.
- Sanderson B.
- Funk P.E.
- Farndale R.W.
- Lilley K.S.
- Perrett S.
- Jackson A.P.
New insights into the DT40 B cell receptor cluster using a proteomic proximity labeling assay.
), which is comparable with the size range likely to be detected by enzyme-catalyzed proximity labeling methods. In some cases, there will be prior information on the types of proteins expected within a protein assembly, and this can provide additional help for the interpretation of proteomic results. However, it should be borne in mind that existing data may have been provided by experiments that do not detect indirectly associating proteins. For example, in an interesting experiment, immunoprecipitation and BioID were directly compared for the interactome maps of chromatin-associated protein complexes. As expected, BioID produced a larger data set of potentially interacting molecules and tended to detect partners of lower cellular abundance, but only in a few cases were the same partners detected by both methods (
36.- Lambert J.P.
- Tucholska M.
- Go C.
- Knight J.D.
- Gingras A.C.
Proximity biotinylation and affinity purification are complementary approaches for the interactome mapping of chromatin-associated protein complexes.
).
CONCLUSIONS AND FUTURE PROSPECTS
Enzyme-catalyzed proximity labeling is a new approach to proteomics, and there are a number of areas where methodological advancement would be welcome. For example, alternative methods of proteomic quantitation are probably required for those cases such as slow growing cells or tissue and organ slices where SILAC is impractical (
68.- Ong S.E.
- Blagoev B.
- Kratchmarova I.
- Kristensen D.B.
- Steen H.
- Pandey A.
- Mann M.
Stable isotope labeling by amino acids in cell culture, SILAC, as a simple and accurate approach to expression proteomics.
). Additional labeling chemistries to target a wider range of amino acid side chains would further improve protein coverage, and other labeling enzymes such as lipoic acid ligase (
69.- Slavoff S.A.
- Liu D.S.
- Cohen J.D.
- Ting A.Y.
Imaging protein-protein interactions inside living cells via interaction-dependent fluorophore ligation.
) should further broaden the experimental options.
The use of enzyme-catalyzed proximity labeling to characterize mitochondrial compartment proteomes (
18.- Rhee H.W.
- Zou P.
- Udeshi N.D.
- Martell J.D.
- Mootha V.K.
- Carr S.A.
- Ting A.Y.
Proteomic mapping of mitochondria in living cells via spatially restricted enzymatic tagging.
,
56.- Hung V.
- Zou P.
- Rhee H.W.
- Udeshi N.D.
- Cracan V.
- Svinkina T.
- Carr S.A.
- Mootha V.K.
- Ting A.Y.
Proteomic mapping of the human mitochondrial intermembrane space in live cells via ratiometric APEX tagging.
) could certainly be extended to other organelles. However, one complication is that many organelles, particularly within the secretory pathway, exchange component proteins. For example, the luminal steady-state “resident” proteins of the endoplasmic reticulum (ER) (
Fig. 1) constantly leave the organelle but then quickly return from post-ER compartments because they contain a carboxyl-terminal retrieval sequence (
70.A C-terminal signal prevents secretion of luminal ER proteins.
). If enzyme-catalyzed proximity labeling were used to characterize the ER-resident proteome, then an ER-targeted APEX enzyme would be transiently exposed to post-ER compartments. Hence, some form of triple isotope SILAC experiment (see above) using cells separately expressing ER-targeted and post ER-targeted APEX would probably be needed to identify true resident ER proteins.
As well as studying the steady-state composition of organelles, enzyme-catalyzed proximity labeling might also be useful to examine dynamic aspects of protein behavior. For example, a labeling reaction catalyzed by an enzyme-coupled protein
in vivo will leave a close neighboring protein with an attached covalent tag. This tag will persist even if the two proteins subsequently move apart. Thus, it may be possible to sequentially tag the different neighbors of a protein as it moves through consecutive membrane trafficking compartments within the secretory or endocytic pathways. In provisional experiments, we have shown that a pulse of HRP-linked transferrin applied with membrane-permeant biotin-tyramide and hydrogen peroxide can differentially label membrane proteins of the endosomal pathway in a temporal sequence (
52.- Rees J.S.
- Li X.W.
- Perrett S.
- Lilley K.S.
- Jackson A.P.
Selective proteomic proximity labeling assay using tyramide (SPPLAT): a quantitative method for the proteomic analysis of localized membrane-bound protein clusters.
). In such experiments, the results could then be compared with data from other methods that record whole organelle proteomes such as localization of organelle proteomes by isotope tagging (
71.- Sadowski P.G.
- Dunkley T.P.
- Shadforth I.P.
- Dupree P.
- Bessant C.
- Griffin J.L.
- Lilley K.S.
Quantitative proteomic approach to study subcellular localization of membrane proteins.
,
72.- Hall S.L.
- Hester S.
- Griffin J.L.
- Lilley K.S.
- Jackson A.P.
The organelle proteome of the DT40 lymphocyte cell line.
). This would place the itinerary-specific proteome within its broader cell-biological context.
In summary, the use of enzyme-catalyzed proximity proteomics has already moved beyond the “proof of concept” stage. It is now beginning to provide significant new insights into a variety of cell-biological questions, including protein-protein assembly, cell signaling from membrane-bound receptors, and organelle proteomics. However, the full potential for these types of assays is still to be realized.
Article info
Publication history
Published online: September 08, 2015
Received in revised form:
September 7,
2015
Received:
June 18,
2015
Footnotes
* This work was supported by: Supported by Biotechnology and Biological Sciences Research Council (UK) Grant BB/J021091/1.
Author contributions: X. L. performed research; J. S. R. co-wrote the review with A. P. J.; S. P. helped co-write the review; K. S. L. helped co-write the review; A. P. J. co-wrote the majority of the review with J. S. R.
** Supported by Chinese Ministry of Science and Technology 973 Program Grants 2012CB911000 and 2013CB910700 and National Natural Science Foundation of China Grant 31110103914.
This article contains supplemental Figs. S1A–S1C.
*Author's Choice-Final version free via Creative Commons CC-BY license.
1 The abbreviations used are:
BioIDproximity-dependent biotin identification
APEXascorbate peroxidase
BCRB-cell receptor
EMARSenzyme-mediated activation of radical sources
ERendoplasmic reticulum
HRPhorseradish peroxidase
IMSintermembrane space
SILACstable isotope labeling of amino acids in culture
SPPLATselective proteomic proximity labeling assay using tyramide
GM1monosialotetrahexosylganglioside
Hheavy
Llight
Mmedium.
Copyright
© 2015 ASBMB. Currently published by Elsevier Inc; originally published by American Society for Biochemistry and Molecular Biology.