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Benchmarking with endocytic/endosomal landmark proteins reveals distinct phases of PI3P production and vesicle fusion. (A) Colocalization of vesicles with landmark proteins of the endocytic pathway. Representative superresolution images (red, left column of each pair) and GFP images (green, right column of each pair) for each class of protein are shown. (B) Colocalization with endocytic pathway proteins reveals distinct subclasses of vesicles. FYVE-mEos2 colocalizes with GFP-tagged clathrin (green) and GTPases Vps21p (orange) and Ypt7p (purple). For each dataset, the median, upper, and lower quartiles are displayed. (C) Model of PI3P production on vesicles in endocytic pathway followed by fusion. Phases of endocytic/ endosomal protein association, enzymatic production of PI3P, and fusion to early and late endosomes (1-3) are described in B. 

Benchmarking with endocytic/endosomal landmark proteins reveals distinct phases of PI3P production and vesicle fusion. (A) Colocalization of vesicles with landmark proteins of the endocytic pathway. Representative superresolution images (red, left column of each pair) and GFP images (green, right column of each pair) for each class of protein are shown. (B) Colocalization with endocytic pathway proteins reveals distinct subclasses of vesicles. FYVE-mEos2 colocalizes with GFP-tagged clathrin (green) and GTPases Vps21p (orange) and Ypt7p (purple). For each dataset, the median, upper, and lower quartiles are displayed. (C) Model of PI3P production on vesicles in endocytic pathway followed by fusion. Phases of endocytic/ endosomal protein association, enzymatic production of PI3P, and fusion to early and late endosomes (1-3) are described in B. 

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Significance We combined molecule counting and superresolution microscopy to observe the size, shape, and biomolecular composition of vesicles in the endocytic pathway. From a large number of steady-state snapshots, we follow the maturation of vesicles to endosomes. First, phosphatidylinositol 3-phosphate (PI3P) is generated on newly formed vesicle...

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... To correlate our observed PI3P-size trajectory with the timeline of vesicle maturation, we performed two-color colocalization experiments between our PI3P reporter (in the superresolution channel) and landmark endocytic pathway pro- teins labeled with GFP (in the conventional uorescence chan- nel) (Fig. 5A). We tagged three endocytic pathway proteins with GFP: (i) clathrin, present from the initial stages of membrane invagination and endocytic vesicle formation (18); (ii) the small GTPase Vps21 (yeast homolog of Rab5), an interaction partner of the PI3-kinase that associates with incoming vesicles and early endosomes; and (iii) the ...
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... each of the three sets of experiments, we counted PI3P binding sites and measured the size of individual vesicles as well as the amount of each GFP-tagged landmark protein. By plotting those vesicles with signicant GFP signal ( Fig. 5B and Fig. S4), we observed the same characteristic distribution of size and PI3P content. These three landmark proteins denote three distinct regimes in our observed distribution. Clathrin associates with very low PI3P-content vesicles, whose size and morphology in- dicate that these structures are early endocytic vesicles. In con- trast, Vps21 ...
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... but both clathrin-and Vps21-associated regimes display tight regulation of vesicle size. Finally, Ypt7 associates with vesicles of signicantly larger size and containing the highest numbers of PI3P binding sites. This trend is also clear in the medians of each class and hand-drawn ellipses, which include more that 80% of data points of each class (Fig. 5B, crosses and shaded ellipses, respectively). In general, more small individual vesicles are observed than large, Ypt7-associated endosomes. Given that many individual vesicles fuse to form a larger endo- some, this observation is consistent with the conservation of lipid membrane along the maturation ...
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... maturation trajectory of vesicles suggests an initial phase of PI3P production on vesicles whose size is tightly regu- lated, followed by a later phase in which fusion of these vesicles occurs. Previously it has been shown that Vps21 mediates vesicle tethering (37), which precedes fusion. We are able to resolve tethered vesicles (e.g., in Fig. 5A, middle row and column); how- ever, consistent with the notion that fusion is fast, such events are very rarely observed. The PI3P content is highest in large, fused structures, which we interpret to be early and late endosomes based on their morphology and Vps21/Ypt7 association. Owing to the increase in surface area in these larger ...
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... are very rarely observed. The PI3P content is highest in large, fused structures, which we interpret to be early and late endosomes based on their morphology and Vps21/Ypt7 association. Owing to the increase in surface area in these larger structures, our ndings indicate that most PI3P production occurs before vesicles start to fuse. As seen in Fig. 5A, most of the large Ypt7-associated endosomes exhibit complex, irregular morphology, consistent with EM studies in yeast that resolved the structure of endosomes and multivesicular bodies (41). Owing to this complex morphology and 2D projection of the images, the calculated surface area of those large structures may be slightly ...
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... vesicles within a cell and extrinsic noise owing to variation between cells. Certain endo- cytic proteins involved in lipid modication and protein sorting are expressed at very low levels [e.g., Fab1 (149 copies per cell) or Vps27 (172 copies per cell) (45)], creating potentially large stochastic variations between vesicles and endosomes (Fig. S5). In contrast, the higher expression level of our PI3P reporter results in a lower coefcient of variation (see also high correlation Fig. 3B) and thus less intrinsic noise than some other endocytic pro- teins. By synthetically introducing noise in different nodes, future experiments on modied endocytic pathways could reveal which parts ...
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... S4). Images were background-subtracted and corrected for uneven illumination, and the total GFP intensity per vesicle was calculated (SI Materials and Methods). Only vesicles with more than two FYVE-mEos2 molecules were analyzed (SI Materials and Methods). Vesicles with a signif- icant GFP signal (above the 90% threshold, Fig. S4) are plotted in Fig. 5B. Tables S1-S3) were grown at 30 °C overnight in synthetic SD medium, diluted 1:50 in SD, and grown for 3-4 h to log phase in the dark. To avoid bleaching and preactivation of mEos2, exposure of the cells to light was mini- mized for all following steps. The chambered borosilicate cov- erglasses (eight-well, Lab-Tek II, 155409; ...
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... a theoretical elliptical shape with a main axis ratio of 2:1. For vesicles with a very low number of phosphatidylinositol 3-phosphate (PI3P) binding sites (<10) the actual size of vesicles may be underestimated owing to an uneven distribution of mEos2 molecules. Also for very large and uneven multivesicular structures (e.g., YPT7 associated in Fig. 5A), the surface area is underestimated to some extent. However, this only compresses the endocytic trajectory for large structures and does not change its branching ...
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... used in this study results in undercounting owing to temporal overlap. In such dense samples either the data recording time needs to be en- larged and 405-nm activation lowered to avoid temporal overlap or the total number of uorescent bursts needs to be used as an ensemble value to calculate the number of molecules. For colocalization studies (Figs. 3 and 5), we combined conven- tional quantitative uorescence imaging with GFP and super- resolution with mEos2. Because xed yeast cells exhibit too high uorescent and blinking background in the GFP channel for single-molecule imaging with available photoswitchable uores- cent proteins (PAFPs), the combined conventional approach is a robust ...
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... vesicles above and below the focal plane are visible, whereas in the single-molecule mEos2 channel only a thin slice of about 500 nm thickness is imaged. Therefore, we used the mEos2 channel as a guide and analyzed only those vesicles showing at least three mEos2 mol- ecules. The colocalization of the FYVE domain with the three protein markers (Fig. S4 and Fig. 5) corresponds well to the current model of the endocytic pathway. Clathrin exhibits a clear anticorrelation with the FYVE domain: It only colocalizes with vesicles having small amounts of FYVE molecules (<50) and vesicles with a high number of FYVE molecules (>50) show no colocalization, except one outlier slightly above the GFP thresh- ...
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... (<50) and vesicles with a high number of FYVE molecules (>50) show no colocalization, except one outlier slightly above the GFP thresh- old (Fig. S4). Vps21 is associated with vesicles and early endo- somes having an intermediate number of FYVE molecules, and YPT7 is only associated with structures having the highest amount of FYVE domains. In Fig. 5B only vesicles with a clear colocalization signal above the 90% threshold (Fig. S4A) are displayed and cover the whole endocytic ...
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... (Upper). In contrast, the strain expressing FYVE-mEos2 alone shows low cross-talk into the GFP channel (<10%), which is barely above the background uorescence even for hundreds of mEos2 molecules (Lower). After mEos2 imaging the faint signal from the brightness vesicles disappears, showing that all mEos2 molecules were photoactivated and imaged. Fig. S5. Low expression levels of endocytic proteins can lead to large relative variations between vesicles. Using previously published expression levels for several endocytic proteins (7), we calculate the vesicle-to-vesicle coefcient of variation assuming random distribution of these proteins between ∼50 vesicles per cell. We note that the ...

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... Since the exposures of the camera sequentially follow one another, and the individual blinking events start stochastically, one such event is more likely to be captured on multiple consecutive camera frames resulting in several, less accurate localizations [14]. This could lead to an overestimation of the number of emitters, which is typically handled by grouping localizations within a given space and time window [15][16][17][18][19][20][21][22]. The disadvantage of grouping such localizations is that it can link different fluorophores to each other, especially on high-density datasets [23]. ...
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In standard SMLM methods, the photoswitching of single fluorescent molecules and the data acquisition processes are independent, which leads to the detection of single molecule blinking events on several consecutive frames. This mismatch results in several data points with reduced localization precision, and it also increases the possibilities of overlapping. Here we discuss how the synchronization of the fluorophores’ ON state to the camera exposure time increases the average intensity of the captured point spread functions and hence improves the localization precision. Simulations and theoretical results show that such synchronization leads to fewer localizations with 15% higher sum signal on average, while reducing the probability of overlaps by 10%.
... This targeting requires the active GTP-form of Rab5 because it is only apparent when the GTP-preferring variant (Rab5(Q79L)) is used (Fig. 3a) and when the EE-SNAREs are present ( Supplementary Fig. S4a). To explain this unexpected result, we considered previous reports showing that the PtdIns(3)P concentration is directly related to endosome maturation, with higher concentrations promoting the transition from early to late endosomes 37,38 . We therefore asked whether in the presence of active Rab5 targeting specificity may be regulated by the concentration of PtdIns(3)P. ...
... Acute depletion of PtdIns(3)P reverts endosomes from more mature to immature stages 22 . In yeast, PtdIns(3)P is first detectable in the membrane directly after endocytosis and then increases by orders of magnitude during progress from early (Vps21-positive) to late (Ypt7-positive) endosomes 37 . Indeed, we observe that at Fig. 3 | In the presence of GTP-Rab5, PtdIns(3)P fine-tunes targeting of EE-SNARE liposomes in a concentration-dependent manner. ...
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... Stochasticity poses crucial challenges in maintaining causal ordering and temporal specificity, i.e., a tight probability distribution of events in time. However, despite the emphasis on stochasticity in constituent dynamics in the vesicular transport system [18][19][20][21] , endosomal trafficking processes display an extraordinary degree of robustness and predictability in delivering cargo to specific intracellular destinations, and receptors transported through the endosomal system show reproducible signalling outcomes. These properties suggest that there exist mechanisms to counter the stochasticity of the constituent processes and thus achieve tight control over the maturation, trafficking, and dynamics of the intracellular transport system. ...
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... In this regard, SMLM has been intensively studied to technically approach biomolecular resolution [7][8][9] and best image qualities [10][11][12] . Even though, SMLM meets great challenges in quantitative capability [13][14][15][16][17][18][19] , which hinders its widest application in biomedical research. ...
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... 4,9,11,12 In addition to unsuccessful protein folding or chromophore maturation, incomplete PCE's can be attributed to possible sub-populations within the PCFP pool unable to photoconvert, rapid photobleaching in the red state before detection can be made, or premature photobleaching in the green state, before photoconversion occurs. 4,9,11,12 In general, green-to-red photoconversion, the mechanism of which remains incompletely understood, 3 is in . CC-BY-NC-ND 4.0 International license available under a was not certified by peer review) is the author/funder, who has granted bioRxiv a license to display the preprint in perpetuity. ...
... 8 Second, it complicates counting by quantitative PALM (qPALM). 12 In this technique the stoichiometry of protein complexes, typically non-resolvable spatially, can in principle still be determined by counting fluorescence bursts from each complex. [12][13][14][15][16] However, a limited PCE results in severe undercounting errors. ...
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