David H Murray1, Marcus Jahnel1,2,3, Janelle Lauer1, Mario J Avellaneda1,2, Nicolas Brouilly1, Alice Cezanne1, Hernán Morales-Navarrete1, Enrico D Perini1,2, Charles Ferguson4, Andrei N Lupas5, Yannis Kalaidzidis1, Robert G Parton4,6, Stephan W Grill1,2,3, Marino Zerial1. 1. Max Planck Institute of Molecular Cell Biology and Genetics, Pfotenhauerstrasse 108, 01307 Dresden, Germany. 2. Biotechnology Center, Technical University Dresden, Tatzberg 47/49, 01307 Dresden, Germany. 3. Max Planck Institute for the Physics of Complex Systems, Nöthnitzerstraße 38, 01187 Dresden, Germany. 4. Institute for Molecular Bioscience, The University of Queensland, St Lucia 4072, Australia. 5. Department of Protein Evolution, Max-Planck-Institute for Developmental Biology, 72076 Tübingen, Germany. 6. Centre for Microscopy and Microanalysis, The University of Queensland, St Lucia 4072, Australia.
Abstract
An early step in intracellular transport is the selective recognition of a vesicle by its appropriate target membrane, a process regulated by Rab GTPases via the recruitment of tethering effectors. Membrane tethering confers higher selectivity and efficiency to membrane fusion than the pairing of SNAREs (soluble N-ethylmaleimide-sensitive factor attachment protein receptors) alone. Here we address the mechanism whereby a tethered vesicle comes closer towards its target membrane for fusion by reconstituting an endosomal asymmetric tethering machinery consisting of the dimeric coiled-coil protein EEA1 (refs 6, 7) recruited to phosphatidylinositol 3-phosphate membranes and binding vesicles harbouring Rab5. Surprisingly, structural analysis reveals that Rab5:GTP induces an allosteric conformational change in EEA1, from extended to flexible and collapsed. Through dynamic analysis by optical tweezers, we confirm that EEA1 captures a vesicle at a distance corresponding to its extended conformation, and directly measure its flexibility and the forces induced during the tethering reaction. Expression of engineered EEA1 variants defective in the conformational change induce prominent clusters of tethered vesicles in vivo. Our results suggest a new mechanism in which Rab5 induces a change in flexibility of EEA1, generating an entropic collapse force that pulls the captured vesicle towards the target membrane to initiate docking and fusion.
An early step in intracellular transport is the selective recognition of a vesicle by its appropriate target membrane, a process regulated by Rab GTPases via the recruitment of tethering effectors. Membrane tethering confers higher selectivity and efficiency to membrane fusion than the pairing of SNAREs (soluble N-ethylmaleimide-sensitive factor attachment protein receptors) alone. Here we address the mechanism whereby a tethered vesicle comes closer towards its target membrane for fusion by reconstituting an endosomal asymmetric tethering machinery consisting of the dimeric coiled-coil protein EEA1 (refs 6, 7) recruited to phosphatidylinositol 3-phosphate membranes and binding vesicles harbouring Rab5. Surprisingly, structural analysis reveals that Rab5:GTP induces an allosteric conformational change in EEA1, from extended to flexible and collapsed. Through dynamic analysis by optical tweezers, we confirm that EEA1 captures a vesicle at a distance corresponding to its extended conformation, and directly measure its flexibility and the forces induced during the tethering reaction. Expression of engineered EEA1 variants defective in the conformational change induce prominent clusters of tethered vesicles in vivo. Our results suggest a new mechanism in which Rab5 induces a change in flexibility of EEA1, generating an entropic collapse force that pulls the captured vesicle towards the target membrane to initiate docking and fusion.
EEA1, as nearly all putative coiled-coil tethering proteins, extends more than 10
times the length of SNARE proteins8,9. To explain how such a long molecule can mediate
membrane tethering but also permit the membranes to come closer for fusion we
reconstituted a minimal asymmetric membrane tethering in liposomes containing EEA1, Rab5
and different fluorescent tracers (Fig. 1a; Extended Data Fig. 1b-e). EEA1 binds to PI(3)P via
its C-terminus with high affinity (Kd~50 nM)7,10–12, and to Rab5:GTP via its N-terminus with
comparatively lower affinity (Kd~2.4 μM)13. Liposomes containing PI(3)P and labeled with RhoDPPE
effectively recruited EEA1 and tethered to DiD-labeled Rab5-6xHis-liposomes, as analyzed
by confocal microscopy (Fig. 1a-c). The reaction
required EEA1, Rab5 and GTPγS, as no colocalization was observed in the presence
of GDP. The efficiency of tethering approached that of biotin-streptavidin liposomes
(Fig. 1d). Furthermore, no colocalization was
observed between pairs of liposomes harboring Rab5 (Fig.
1e). Therefore, Rab5, EEA1 and PI(3)P form a minimal endosomal asymmetric
membrane tethering machinery.
Figure 1
EEA1, Rab5, and PI(3)P form an asymmetric tethering machinery
a, b, Vesicle-vesicle tethering assay. Rho-DPPE liposomes harboring Rab5 (green)
tether to DiD-PI(3)P liposomes (magenta) upon addition of EEA1 and GTPγS
but not GDP (a, scheme, b, microscopy; representative of n=20).
Scale bar 2 μm.
c-e Analysis of vesicle colocalization. Asymmetric (c) and symmetric (e)
tethering required Rab5, PI(3)P and EEA1, Streptavidin-biotin control (d).
(mean±s.d., n=3).
f-h In vivo STORM microscopy defines the extension of EEA1. The
N-terminal (magenta) and C-terminal (green) domains of EEA1 (f) were
differentially labeled. Representative STORM image (g, of n=22)
and quantification of EEA1 extension (h, box-whisker with min/max error bars,
n=86, representative experiment) from endosomes. Scale bar
500 nm.
i, Bead-supported membrane tethering similar to (a,b). Representative of n=20.
Scale bar 2 μm.
j,k Distance of tethered vesicles (magenta) from the membrane (green). The
intensity per pixel was plotted, fit to determine the relative distances, and
quantified (k) (vesicle-membrane and Rab5-membrane, representative experiment;
mean±s.d., n=36 and 14).
Extended Data Figure 1
EEA1 is a predicted extended coiled-coil dimer that binds Rab5 in a GTP
dependent manner and extends outward from endosomes
a, Human EEA1 in COILS prediction reveals a clear coiled-structure
flanked by the Rab5-binding Zn2+-finger on the N-terminus and
PI(3)P binding FYVE domain on the C-terminus.
b, Coomassie-stained gel of human EEA1 expressed as a GST fusion in
SF+ insect cells and purified by GS affinity, cleaved on resin, and
subsequently concentrated and separated from smaller contaminants by
size-exclusion chromatography on a Superose 6 column.
c, Static light scattering in line with size-exclusion
chromatography reveals a molecular weight of 323 kDa, compared to a
theoretical molecular weight of 326 kDa for a dimeric protein.
d, Purified protein binds Rab5 in both standard and optical tweezers
conditions (35% glycerol) in a GTP-dependent manner. GST or GST-Rab5 was
purified and conjugated to GS resin, and subsequently nucleotide was
exchanged to either GTPγS or GDP using EDTA-Mg2+ mediated
exchange and subsequent wash. The GST resin was then incubated with EEA1 in
either the standard or optical tweezers buffer, washed 3 times, and beads
were then blotted for EEA1.
e, Recombinant EEA1 binds specifically to PI(3)P liposomes. When
mixed with POPC:POPS 85:15 liposomes, no EEA1 is observed in the liposome
pellet (CTRL). In contrast, EEA1 is pelleted with control POPC:POPS:PI(3)P
80:15:5 liposomes (PI3P).
f, The N-terminal Zn2+-finger and C-terminal FYVE domain
of EEA1 were differentially labeled with specific antibodies and STORM
microscopy performed to define their localization in HeLa cells.
Representative STORM images of EEA1 radial extension from endosome of
n=22. Scale bar 500 nm.
g,h Primary antibody binding controls for N- and C-termini. Primary
antibodies for the N- (g) and C- (h) termini were left out of the staining,
resulting in no unspecific secondary staining for each. Representative of
n=5. Scale bar 500 nm.
In principle, the N-terminus of EEA1 could also bind Rab5 in
cis, i.e. on the same membrane. However, the presence of Rab5 on both
pairs of liposomes, as in early endosomes in vivo, did not interfere
with the tethering activity of EEA1 in vitro, as tethering was
indistinguishable between the asymmetric and symmetric conditions (Fig.1c,e). Moreover, coiled-coil prediction algorithms estimate a
central segment of nearly ~200 nm14,15 (Extended Data
Fig. 1a), suggesting that the molecule adopts an extended conformation.
Indeed, filamentous EEA1-positive structures emanating from the surface of early
endosomes in vivo have been observed by EM11. In further support of this interpretation, we visualized the N-
and C- termini of EEA1 using specific antibodies by super-resolution microscopy in HeLa
cells (Fig. 1f,g, Extended Data Fig. 1f-h, Methods). If
the N-terminus of EEA1 bound Rab5 in cis, it should colocalize with the
C-terminus. Strikingly, the ends of EEA1 could instead be resolved, with the N-terminus
extending radially from the C-terminus into the cytoplasm. We estimated an end-to-end of
distance of 141±47 nm (mean±SD; Fig.
1h), in the range of the predicted length and rigidity of coiled-coils.To characterize the distances and dynamics of the tethering reaction, we
generated bead-supported membranes (10 µm silica microspheres) harboring GFP-Rab5
(Fig. 1i, Extended Data Fig. 2). These tethered to liposomes containing PI(3)P in the
presence of GTPγS but not GDP in an EEA1 concentration-dependent manner (Extended Data Fig. 2g,h). Time-lapse microscopy
showed that some liposomes were captured by the bead-supported membrane, while others
diffused away (Extended Data Fig. 2i, Video 1,2), similar to the behavior of
endosomes in vivo16. We next
measured the distances between the tethered vesicle and GFP-Rab5 (Fig. 1j, Extended Data Fig. 2j,
Methods). Surprisingly, we observed distances
ranging from 20 nm up to approximately the predicted length of 200 nm (mean±SD;
84±56 nm) (Fig. 1k). Such a broad
distribution is irreconcilable with the predicted length of EEA1 and suggests that EEA1
may change its conformation.
Extended Data Figure 2
Validation of bead-supported lipid bilayers for optical tweezers, and
bead tethering experiment controls and methods
To optimize the conditions for forming supported lipid bilayers on
the 2-10 µm beads, we systematically investigated the dependence of
membrane formation on salt and liposome concentration.
a, Fluorescent profiles of supported lipid bilayer bead cross
sections. At high liposome concentration (100 µM, solid line) during
formation of the bilayer on the silica bead, the bead-supported membrane
fluorescence intensity is circumferentially homogenous. At lower lipid
concentrations (10 and 1 µM, dashed and dotted lines), less than full
coverage is achieved and the supported bilayer is inhomogeneous.
b, Consistent with previous reports, increasing salt concentrations
result in more homogenous membrane coverage.
c, Representative examples of the “spilled-out”
membrane of beads prepared at 100 mM (top, blue) and 250 mM (bottom, red)
NaCl salt and 100 µm liposomes, of n=5.
d, Histogram of the size of membrane spilled from the beads onto the
substrate when prepared at 100 and 250 mM NaCl (blue and red, respectively).
This indicated that the lower salt samples (blue) were homogenously covered
with membrane and that they had little excess present, and therefore the
optimal conditions for formation of membrane on the silica beads used in
tethering and in optical tweezer experiments.
e, Segmentation of beads and vesicles by the SQUASH method.
Bead-supported bilayers and vesicles (green and magenta, respectively) were
segmented as illustrated by red outlines to determine their colocalization.
Representative of n=1 generated for schematic.
f, Methodology comparison for colocalization in GDP and GTPγS
conditions. All methods give p<0.01 in two-tailed
Student’s t-test. Colocalization by signal is better than size or
object, as vesicles become undercounted at high concentrations.
mean±s.d., n=5.
g, Colocalization of liposomes (PI(3)P, magenta) to the
bead-supported membrane (GFP-Rab5, green) was strictly dependent on
GTPγS. Box-whisker with min/max error, n=5.
h, The colocalization of liposomes to the supported membrane was
dependent on EEA1 concentration. At higher concentrations of EEA1,
colocalization approached 100%. These concentrations are within the range of
the concentration of endogenous protein23. mean±s.d., n=5.
i, Time-lapse micrographs of the bead-supported bilayer labeled with
GFP-Rab5 (green), and a dynamically tethered vesicle (magenta). Vesicles
were observed to tether and reversibly leave the membrane, as well as
diffuse about its surface. Images displayed were acquired at 350 ms
intervals as z-stacks. Representative of n=1 to acquire
video. Scale bar 2 μm.
j, Example fits for radial line-profile data.
We determined the conformation of EEA1 using rotary shadowing EM and image
analysis (Fig. 2a). The measurements of contour
length and mean end-to-end distance follow Gaussian distributions with an average of
222±26nm (Fig. 2b, top panel) and
195±26nm (Fig. 2b, bottom panel),
respectively, confirming that the molecule is largely extended, as in
vivo11 (Fig. 1g,h). However, this is incompatible with the much shorter
distances between tethered vesicles in vitro (Fig. 1k). Therefore, we asked whether binding to Rab5 may cause EEA1
to adopt a more compact conformation. Remarkably, this was the case. Addition of
Rab5:GTPγS (Fig. 2c) resulted in a
significant fraction of bent EEA1 molecules having a substantially reduced end-to-end
distance of 122±50nm (Fig. 2d).
Figure 2
EEA1 changes flexibility upon Rab5 binding
a,c,i,j Representative examples of rotary-shadowing EM of EEA1 (a),
EEA1+Rab5:GTPγS (c), EEA1-Extended and -Swapped variants. Scale bar 100
nm. n=88, n=212, n=90,
n=145) respectively
b,d Contour and end-to-end length histograms for EEA1 (green,
n=88), and EEA1+Rab5:GTPγS (magenta,
n=212).
e,f Visual comparison of aligned EEA1 proteins. The highlighted ends of
EEA1+Rab5:GTPγS lie significantly closer to the origin. Hemispheres
demarcate 50 nm.
g, Variance of curvature measures along the contour of aligned EEA1+Rab5:GDP
(green) and EEA1+Rab5:GTPγS (magenta) molecules. (n=90,
n=145, respectively).
h, Radial distribution functions define the extension probability for
EEA1±Rab5:GTPγS (-Rab5:GTPγS, green; +Rab5:GTPγS,
magenta) with fit (black lines).
To gain further insights into this mechanism, we generated two mutants with
alterations in the coiled-coil but retaining the Rab5- and PI(3)P-binding domains (Extended Data Fig. 3, Methods). In the extended EEA1 mutant, we removed regions of discontinuity
between heptad repeats creating a more idealized, extended coiled-coil. In the swapped
EEA1 mutant, we swapped the coiled-coil regions between the N- and C-termini. EM
analysis revealed that the extended mutant was impaired in the Rab5-induced
conformational change (Fig. 2i, Extended Data Fig. 4a-c). In contrast, the swapped
mutant was mostly bent, often presented kinks, and did not significantly change
conformation upon Rab5 binding (Fig. 2f, Extended Data Fig. 4e-g). These results suggest that
coiled-coil discontinuities and their physical arrangement are critical for the
structure of EEA1 and its Rab5-induced conformational change.
Extended Data Figure 3
Structure prediction and sequence description of EEA1 mutants
a, COILS prediction for extended EEA1 mutant, revealing removal of
most of the discontinuities in the coiled-coil.
b, c The swapped EEA1 mutant has a rearranged coiled-coil. The
coiled-coil was split as indicated by red triangles in the original EEA1-WT
(b), and the two regions a (shaded green) and
b (shaded magenta) were rearranged in a synthetic gene,
producing the swapped EEA1 variant maintaining the features and sequence of
the original coiled-coil, but in an alternative location (c).
d, Full sequence alignment for human EEA1 and the extended and
swapped mutants used in the study. The crystal structure (PDB: 3MJH) for the
Zn2+-finger domain is marked in dark blue close to the
N-terminus. Segment a of the coiled-coil region is marked
in green, and segment b in magenta. The crystal structure
(PDB: 1JOC) of the C-terminal FYVE domain and portion of the coiled-coil is
marked in cyan. Details of the mutant constructs are found in the Methods.
Extended Data Figure 4
Extended and Swapped EEA1 mutants exhibit limited changes in the presence
of Rab5:GTPγS
a,e Rotary-shadowed EEA1-Extended particles and EEA1-Swapped mutants
were skeletonized and analyzed in ImageJ for contour length (top), resulting
in normally distributed contour length histograms. The end-to-end length
histograms (bottom) are similarly distributed. These data were collected on
N-terminally MBP-tagged samples. Compare with wild-type in Fig. 2b,d. n=212 for the
extended and n=93 for the swapped variants.
b-d,f-g,The mutant EEA1s revealed limited changes to their curvature
in the presence of Rab5:GTPγS (b,f; compare Fig. 2i,j), and therefore minor changes to their contour
and end-to-end length histograms (c,g), and radial distribution plots (d,h).
n=80 for the extended and n=47 for the
swapped variants.
i-j, Rotary-shadowing electron microscopy of EEA1 in the presence of
Rab5:GDP (n=90), N-terminally MBP-tagged, revealed no
change in appearance compared to the absence of Rab5 entirely (Fig. 2a), and no effect of N-terminal
tagging relative to wild-type EEA1.
k, Radial distribution function of EEA1 in the presence of Rab5:GDP
(compare d, h; Fig. 2g).
n=90.
To shed light on how EEA1 adopts a compact conformation upon Rab5 binding, we
measured the curvature along the contour of molecules. We aligned N-terminally
MBP-tagged EEA1 and determined how the tangents to the contour change by 8 nm steps
along the contour (Methods, Extended Data Fig. 5). Interestingly, the variance of this measure
of curvature calculated over the ensemble of molecules increased significantly upon
Rab5:GTPγS binding (Fig. 2g), indicating
that EEA1 displays a larger variety of curvatures upon Rab5:GTP binding. Such changes
occurred along the entire length of the molecule, with some regions increasing in
flexibility more than others (Fig. 2g), but were
not observed for the EEA1 mutants (Extended Data Fig.
5f-i).
Extended Data Figure 5
Representative segmentation, smoothing, and signed curvature measures for
EEA1, and averages for EEA1 and mutants.
EEA1 and EEA1 mutants were skeletonized and smoothed using a moving
average filter with a window of 8.2 nm, segmented to 300 equally spaced
segments, and aligned N-terminal to C- by recognition of an N-terminal
MBP-tag. Their curvature was calculated at 15 nm distances along the length
of the proteins and plotted.
a-c Representative examples of rotary shadowing derived EEA1 curves.
The original data appears in the first panel, with the second panel
revealing the data after smoothing for comparison (Methods). The curvature measure, determined by how the
tangents to the contour change at a distance of 15 nm along the contour is
plotted below. Note that the choice of sign for the curvature measure is
arbitrary for each molecule.
d,e Curvature measure and
variance of this measure for EEA1 in the presence of Rab5:GDP (green) and
EEA1 in the presence of Rab5:GTPγS (magenta). Alignment of EEA1 curvature from the electron microscopy data
reveals an increase in curvature over the length of the molecule upon Rab5
binding, whereas the extended and swapped EEA1 variants show no change. All
curvature values were taken to be positive given that the N-terminal MBP
could be recognized but the handedness of the molecule adsorbed to the grid
could not be inferred. Bootstrapping with resampling at full population size
was performed for 1000 iterations to determine errors. n=90,
n=145, respectively.
f,g Extended EEA1 variant in the absence (green) and in the presence
of Rab5:GTPγS (magenta). n=212,
n=80, respectively.
h,i Swapped EEA1 variant in the absence (green) and in the presence
of Rab5:GTPγS (magenta). n=93,
n=47, respectively.
Although molecules are adsorbed onto a 2D surface, some aspects of their 3D
conformations are captured (Methods). Analysis of
the kurtosis of the distribution of angles between contour tangents indicated that 3D
shape fluctuations are retained for the entire contour of EEA1 in the presence of
Rab5:GDP, but only up to 60 nm with Rab5:GTPγS (Methods, Extended Data Fig. 6).
Moreover, tangent-tangent correlations of the contour in this regime revealed that
Rab5:GTPγS binding results in a faster decay. Generally, the worm like chain
(WLC) model is used to describe fluctuations in polymer shapes and capture aspects of
the physics underlying their shape fluctuations17
(Methods). In the WLC model, the polymer is
considered a homogeneous molecule with its flexibility determined by a bending stiffness
reflected in a characteristic length, i.e. the persistence length, over which
correlations between tangents to the contour decay. We applied the WLC model to EEA1 and
determined an effective persistence length of 246±42 nm for the unbound and
74±3 nm for the Rab5:GTPγS-bound ensembles. In contrast, the extended EEA1
mutant had similar effective persistence lengths in either state (unbound=183±13
and bound=224±25 nm, Table 1).
Extended Data Figure 6
Detailed persistence length and equilibration analysis for EEA1 and
variants
To validate the methodology used for analysis of the persistence
lengths, and to assure internal consistency in analysis methods, we
systematically applied the analysis to EEA1 (and mutants, see Extended Data
Table 1). The skeletonized curves were segmented to 300 equally spaced
segments, where θ describes the angle between segments. The
tangent-tangent correlations were then determined for the entire
ensembles.
a-h To determine the molecular equilibration of EEA1 and variants
from 3D to 2D, the kurtosis of the theta distribution (top) was calculated.
Full equilibration to 2D gives a value of 3.0, and for 3D is the expected
value is 1.8 as the angle distributions become Gaussian. As expected, the
measured kurtosis is approximately 3.0 until lengths above the persistence
length of the molecule, where the equilibration begins to fail. The value at
which the kurtosis began to diverge from 2D was taken as the limit for
subsequent measurements, as beyond this limit (red shaded region) 3D
fluctuations are not retained and as such the consequences of surface
adsorption are uncertain. Next, the tangent-tangent correlation was
calculated across the ensemble and fit up to the divergence of the kurtosis
(red shaded region).
To corroborate these estimates, we fit the radial distribution functions (i.e.
the probability of observing a given end-to-end distance) of the molecules extracted
from the EM data with analytical solutions of the WLC model18 (Methods). This showed a
clear reduction in effective persistence length of EEA1 upon Rab5:GTP binding (Fig. 2h). In contrast, the extended EEA1 mutant
maintained a similar radial distribution regardless of Rab5 (Extended Data Fig. 4d).Reducing the persistence length of EEA1 makes the molecule flexible. However,
the tether is still extended and therefore, in an out-of-equilibrium conformation (Fig. 2e). As a result, it will undergo an entropic
collapse, with its end-to-end distance decreasing towards a new equilibrium (Fig. 2f). This process generates a force that could
pull the membranes together (estimated ~3 pN (Methods). In some sense, the extended molecule is like a loaded spring that
rapidly recoils upon Rab5 binding.To provide experimental evidence for entropic collapse of EEA1, we made use of
high-resolution dual-trap optical tweezers (Methods). Two glass 2 µm microspheres coated with membranes were held in
optical traps (Fig. 3a). One trap was moved closer
to the other, in iterative cycles of approaching, pausing and retracting (Fig. 3b). At distances below 250 nm and at low
concentrations of EEA1 (5-40 nM) to ensure single molecule events, we observed transient
interactions as a decrease in mean and variance of the distance between the two beads
(Fig. 3b, red arrows; Fig. 3c; Extended Data Fig.
7a,d). Interactions were infrequent, as expected for single molecules and
non-existent without EEA1, whereas their frequency and duration increased at high
concentrations of EEA1 (400 nM) (Extended Data Fig.
7e, Methods). The interaction distance
was broad (Fig. 3d) with the mean 176±76 nm
comparing favorably to rigid EEA1 (Fig. 2b).
Figure 3
EEA1 collapse generates a force.
a, Scheme of bead-supported membranes harboring EAA1 or Rab5 captured by
dual-trap optical tweezers.
b, c Traps moved successively closer until interactions (arrows) were observed,
characterized by increase in force and decrease in variance (c).
d, Interaction distance consistent with length of extended EEA1. Silica
microspheres (negative control) in grey.
e, Persistence length distributions of EEA1 and variants from optical tweezers
measurements.
f, Force did not depend on GTP hydrolysis (p>0.15). n=39,
26 respectively.
g, Interaction duration was prolonged by GTPγS, p<1e-4.
Mann-Whitney-Wilcoxon test, e-g. Box-whisker with Tukey error bars, e-g.
Extended Data Figure 7
Supplemental data related to optical tweezer experiments
a, Changepoint analysis was used to identify changes in mean and
variance of combined force signal. An example plot of averaged force (linear
combination of signals from both traps) with respect to time. Data has been
collected at 1 kHz. Two long transient interactions can be clearly
identified.
b,c Cross-correlation of the force signals from each trap are not
sufficient to reveal stepwise interactions as they are time-averaged. By
applying cross-correlation over a correlation window of 0.8 s (b) or 0.3 s
(c), long transient interactions (i.e. at ~4 s) could be identified.
However, an unbiased identification of short transients (i.e. at ~9
s) by this method was not possible. All identified long transient
interactions showed characteristic changes in the cross-correlation:
anti-correlation as beads are pulled together, and correlation after
tethering was established.
d, Changepoint analysis was used to detect both changes in mean and
variance of the combined force signal, and thereby identify transient
interactions (red line). This procedure has the additional advantage of
defining clear boundaries to stepwise processes.
e, The possibility of multiple tethers taking part in the reaction
was observed. Averaged force trace for wild-type EEA1,occasionally showed
signals consistent with multiple interactions (cyan), in addition to single
transient interactions (red).
f, Zoom into time-series around the transient interaction identified
in previous panel. To a first approximation, the dynamic interactions were
fit as piecewise constant steps (red). Note also two very short (<10
ms) spikes of similar magnitude (to the left and right of identified
interaction) occurred but are not used in further analysis. Only transients
with a duration longer than 100 ms were analyzed.
g, To illustrate the sensitivity of the optical tweezer experiments,
a noise analysis was performed on the segment outlined in the top panel
(yellow, labeled Allan analysis). The Allan deviation (square root of Allan
variance, in pN) gives a threshold for detecting a signal change over
different averaging windows. All detected transients (blue) are at minimum
an order of magnitude above this threshold. To provide perspective, the
transient in the above example is indicated as a red dot.
h, The entropic collapse force is balanced in the tweezer
experiments below its peak value. The balance between the average restoring
force in the optical traps (brown) and the entropic collapse force of EEA1
(blue) in the bound state gives the measured equilibrium force and extension
(red dot). The schematic assumes the measured capture distance of 195 nm, a
persistence length in the Rab5:GTP-bound state of λb = 26
nm, and a contour length of 222 nm. The overall trap response of the
dual-trap system is treated as two springs in series with the mean trap
stiffness in trap 1 (κ1 = 0.035±0.007
pNnm−1) and the mean trap stiffness in trap 2 (κ2 =
0.029±0.007 pNnm-1), leading to an overall trap stiffness
of κT = 0.0159 pNnm−1 (brown line). Given these
parameters, the predicted equilibrium force in the optical trap for
Rab5-bound EEA1 is ~0.6 pN and the predicted equilibrium extension
~160 nm.
i, Force changes upon capture for Rab5:GTP-bound EEA1 and the
extended and swapped variants. Force was measured from change-point analysis
for transient interactions between EEA1 beads and Rab5:GTP beads. To test
binding per se, the force change for 10xHis-EEA1 beads
tethered to Ni-NTA beads was similarly determined from established
connections. For 10xHis-EEA1, no transient interactions could be observed.
Median change in force and 95% Confidence Interval from bootstrapping with
resampling (lower and upper bounds at [2.5%, 97.5%]) were determined. EEA1,
0.37 [0.31, 0.46] pN. Extended, 0.39 [0.35, 0.42] pN. Swapped, 0.45 [0.41,
0.56] pN. 10xHis, 0.19 [0.14, 0.22] pN.
j Capture distances defined at the proximal distance upon which
transient interactions were observed for Rab5 bound EEA1 and the extended
and swapped variants. Median capture distance and 95% Confidence Interval
from bootstrapping with resampling (lower and upper bounds at [2.5%, 97.5%])
were determined. EEA1, 168 [141, 182] nm. Extended, 195 [189, 199] nm.
Swapped, 183 [179, 189] nm. 10xHis, 157 [120, 196] nm. n = 60, 93, 27, 24
per condition respectively.
k, Mechanical work is performed as the tether collapses. The
mechanical work performed during the relaxation to the new equilibrium
extension is the integral under the force-extension curve. The exact value
of the extracted work depends both on the capture distance (the extension at
the moment of persistence length change), and on the release distance (the
extension at the moment when Rab5 unbinds). The uncertainties in these
extensions are different for the two positions, reflecting the different
longitudinal fluctuations of the rigid or the flexible tether
(λ = 26 nm [blue arrows],
λ = 300 nm [magenta
arrows]). For a relaxation between the capture distance,
d ≈ 195 nm, and the
release extension, d ≈ 122 nm, the
extracted mechanical work is W ≈ 14
k.
To test the prediction that EEA1 becomes flexible upon Rab5 binding, for each
tethered molecule we determined its effective persistence length from the capture
distance, measured force increase (Fig. 3c), and
bead displacements using the WLC model (Methods).
Strikingly, we obtained a median effective persistence length of 23±10 nm (Fig. 3e). For >80% of the molecules the
persistence length was ≤1/2 of the contour length, confirming that Rab5-bound
EEA1 is flexible. In contrast, the extended EEA1 mutant remained significantly more
rigid than EEA1 (Fig. 3e). Rab5 binding is
necessary to trigger structural and conformational changes on EEA1. When Rab5 was
bypassed by His-tag mediated tethering, EEA1 flexibility was significantly lower than
that of EEA1 with Rab5 (Fig. 3e).If EEA1 becomes flexible upon capture, an entropic pulling force will be
generated. This entropic force balances with the force exerted by the optical traps as
the molecule undergoes the collapse and as the system finds its new equilibrium (Extended Data Fig. 7h)19. For a capture distance of 195 nm and a peak collapse force of 3
pN, we predict a force balance at ~0.6pN (Methods), consistent with our tweezer measurements of 0.5±0.3 pN
(Fig. 3c). EEA1 binding to Rab5 requires the
GTP-bound form. No significant force differences were observed in the presence of the
non-hydrolysable analogue GTPγS or GTP (Fig.
3f). In contrast, the duration of the interaction was much prolonged (Fig. 3g), as expected given that GTPγS
stabilizes Rab5 in the active form20. Finally,
replacing EEA1-Rab5 binding with 10xHis-EEA1 tethering to Ni-NTA-beads resulted in a
decreased collapse force (Extended Data Fig.
7i).To validate in vivo the mechanism observed in
vitro, we genome-edited HeLa cells to disrupt the EEA1 gene (HeLa EEA1-KO,
Fig. 4a, Extended Data Fig. 8c, Methods), and
analyzed the distribution of Rab5-positive endosomes and the uptake of cargo (LDL) by
confocal microscopy (Fig. 4a). HeLa EEA1-KO
displayed a significant reduction in Rab5 endosome size, particularly for the largest
endosomes (Fig. 4c), and a marked decrease in cargo
(LDL) uptake (Fig. 4f). Expression of EEA1 rescued
the normal, rounded morphology of endosomes (Fig.
4b, Extended Data Fig. 8f,i) and LDL
uptake (Fig. 4c). In contrast, the expression of
both extended and swapped EEA1 mutants generated enlarged endosomes and inhibited cargo
uptake (Fig. 4c-f).
a,b,d,e Confocal images of HeLa EEA1-KO cells (a), rescued with EEA1, Extended or
Swapped mutants (b, d, e). Uptake of LDL (green) and immunostaining for EEA1
(magenta). Inset, endosomes depicted at arrows. Representative of
n=30 images per condition (Methods). Scale bar 10 μm.
c, f Relative difference in number of large endosomes c), and LDL fluorescence
(f). Mean±s.d., representative experiment of 3, n=30
images. p<0.01 vs. HeLa, t-test, except Rescue.
Extended Data Figure 8
EEA1 mutants incapable of undergoing entropic collapse result in defects
in endosomal trafficking.
a, b Automated confocal immunofluorescence images
(n=30 each) of HeLa EEA1-KO and standard HeLa cells.
EEA1 (green) and Rab5 (magenta). Scale bar 10 μm.
c, Western blot of HeLa and HeLa EEA1-KO clonal cell line for EEA1
and Rab5.
d,e,g,h Automated confocal images (n=30 each) of
HeLa EEA1-KO cells expressing no EEA1 (KO, d), rescued with wild-type EEA1
(Rescue, e) or Extended and Swapped mutants (g,h). Cells were pulsed with
fluorescently labeled cargo (LDL) (green) for 10 minutes, fixed, and
immunostained for Rab5 (magenta) and EEA1 (for EEA1, see Figure 4). Magnified insets of endosomes
are depicted at arrows. Scale bar 10 μm.
f, Relative complexity of Rab5 endosomes per cell. Each Rab5
endosome is segmented, and the segmented object requires a defined number of
2D Gaussian functions, hereby referred to as complexity. Relative to
wild-type, HeLa EEA1-KOs (black line) had a significantly reduced number of
endosomes of high complexity (>3.0), but more endosomes defined
simply by 1 or 2 Gaussian functions. Rescue experiments (red) revealed no
significant difference in complexity. In contrast, both extended and swapped
mutants (blue and green respectively) had significantly fewer simple
endosomes of low complexity, and significantly more of higher complexity.
mean±s.d., n=30.
i, Histogram of fluorescence intensity of EEA1 per cell. KO cell
lines had a sharp peak of intensity at background levels, whereas wild-type
HeLa cells had a normal distribution. Grey box represents threshold levels
of EEA1 intensity per cell taken for analysis.
j-l EGF uptake experiments. Confocal images of HeLa EEA1-KOs
expressing wild-type EEA1 (Rescue, j) or Extended and Swapped mutants (g,h).
Cells were pulsed with fluorescently labeled EGF (green) for 10 minutes,
fixed, and immunostained for EEA1 (magenta). Images shown are maximum
intensity projections. Scale bar 5 μm.
m, HeLa EEA1-KO cells in which the Swapped EEA1 mutant was
reintroduced showed clusters of vesicles and more rarely the classical
endosomal morphology. The clusters were clearly delineated by a zone of
cytoplasm with a distinct density. Representative of n=19.
Scale bars, 2 µm.
n, Further quantifications, and the swapped mutant ultrastructural
phenotype. Fraction of endosomal surface containing filamentous material for
HeLa and HeLa EEA1-KOs. Box-whisker plot with minimum/maximum values,
n=22, 24 endosomes. **, p<0.01, two-tailed Students
t-test.
o, Distance measured between endosome and tethered vesicles (HeLa)
or between vesicles within large clusters (Extended) (surface-to-surface,
n=158 and 623 for HeLa and Extended respectively. ***,
p<10-4, two-tailed Students t-test.).
Because the size of endosomes is below the resolution limit of light microscopy,
we performed EM on the HeLa EEA1-KO cells (Fig. 5,
Extended Data Fig. 9). The filamentous
material on endosomes11 was much reduced in HeLa
EEA1-KO cells (Fig. 5a,b, and Extended Data Fig. 8n) and restored by the re-expression of EEA1 on
endosomes that appeared normal or enlarged, consistent with the light microscopy
analysis (Fig. 4b). Strikingly, cells expressing
the extended EEA1 mutant had large (>1 μm) clusters of small vesicles, within
areas filled with filamentous material (Fig. 5d,e),
suggesting that they are arrested in a tethered state (Fig. 4d-e). The distance between the tethered vesicles was significantly
longer than that between endosomes in control cells (Extended Data Fig. 8o), consistent with the mutant EEA1 being incapable of
undergoing entropic collapse to shorter distances (Fig.
2e, 3e). Similar endosomal clusters were
induced by the swapped mutant (Extended Data Fig.
8m).
Figure 5
Ultrastructural analysis of EEA1 KO and mutant rescue cells.
a, Dense filamentous network (arrowheads) around an early endosome (asterisks) in
HeLa. Many smaller vesicular or tubular profiles were consistently observed at
the network periphery. Representative of n=33.
b, A filamentous network was less prominent in HeLa EEA1-KO with no obvious
concentration of vesicles near the endosomal surface. Representative of
n=54.
c-e, HeLa EEA1-KO expressing the Extended EEA1 variant showed clusters of
vesicles throughout the cytoplasm and no classical endosomal morphology. The
clusters were clearly delineated by a zone of cytoplasm with distinct density
(circled areas). Higher magnification revealed fine wispy material surrounding
the clustered vesicles (d,e; arrowheads) and evidence of discrete filaments
(between the arrowheads in e). Representative of n=56. Scale
bars; panels a,b,d,e, 500 nm; c, 2 µm.
Extended Data Figure 9
Unlabeled version of Figure 5
Our data suggest a new mechanochemical cycle of EEA1 regulated by Rab5:GTP
binding and GTP hydrolysis. On early endosomes, EEA1 is in the extended state (Fig. 2e) and increases the probability of capturing a
vesicle bearing Rab5. Similarly, it forms a Rab5-selectivity barrier (analogous to a
polymer brush)21. When Rab5 on an incoming
vesicle binds EEA1, it induces an allosteric conformational change, from extended to
flexible (Fig. 2f). This shows a new function of
Rab proteins beyond effector recruitment. The reduction in persistence length of EEA1
causes its entropic collapse, releasing up to ~14 kBT of mechanical
energy (Extended Data Fig. 7k) and generating up
to 3 pN of force that could pull the vesicle closer to its target membrane where it may
diffuse22 or be brought by other Rab5
effectors23,24 within the range of trans-SNARE pairing. This mechanism explains why the
Rab5 machinery dramatically increases the efficiency of SNARE-mediated membrane
fusion23. The mechanical energy released by
EEA1 is on the order of the free energy released by GTP hydrolysis. However, the energy
required to complete the cycle could potentially also come from chaperones.A key question is how Rab5 can induce such a long-range allosteric effect. This
is not uncommon among coiled-coil proteins25,26. The entropic collapse
mechanism is different however for other membrane tethering factors27. In the course of this study, the GCC185 tether was shown to
bend through central joints27. For EEA1, instead,
1) the arrangement and structure of the coiled-coils, and 2) Rab5 binding are critical
for the propagation of allosteric conformational changes (Extended Data Fig. 10). We can envisage different mechanisms (see Supplementary Discussion), such
as local register shifts. In dynein, dynamics in the heptad register prove critical to
functionally link ATP binding and microtubule binding at opposite ends of its
coiled-coil stalk28,29. Further ad hoc structural studies are
necessary to resolve this outstanding problem. The entropic collapse upon stiffness
reduction could be an effective and general mechanism used not only by membrane tethers
but also by many coiled-coil proteins for generating an attractive force in diverse
biological processes.
Extended Data Figure 10
Bouquet plots of EEA1 and variants. EEA1 in the absence of Rab5 is
predominantly extended. The initial five segments of the curves from rotary
shadowing EM were aligned and the curves plotted with the end position
highlighted (dots). Grey concentric hemispheres demarcate 50, 100, 150 and
200 nm extensions from the origin. The end positions therefore resulted in a
cloud of empirical positions for the EEA1 N-terminus of EEA1 (left), and
reveal the overall change in conformational space that can be occupied by
EEA1 when bound to Rab5:GTPγS (right).
b, Bouquet plots for the extended EEA1 variant.
c, Bouquet plots for the swapped EEA1 variant.
Methods
Statistics
Sample size was not predetermined. Box-whiskers plots all show median,
25/75 quartiles by box boundaries, and min/max values by errors with exception
of Fig. 3 and Extended Data Fig. 7 which use Tukey–defined error bars.
Cloning, expression, and purification of proteins
Human Rab5-6xHis and GFP-Rab5-6xHis were expressed and purified
essentially as previously described in the E. coli expression
system6. Human Rabex-5 amino acid
residues 131-394 were PCR and restriction cloned into a pGST-parallel2 vector
containing a TEV cleavable N-terminal glutathione-S-transferase (GST)29, 30. Expression and purification was
performed essentially as described31.
Briefly, E. coli expressed proteins were transformed into
BL21(DE3) cells and grown at 37°C until an OD600=0.8, whereupon the
incubator was reduced to 18°C. After 30 minutes, cultures were induced
with 0.1 mM IPTG and grown overnight (16 hours). Cell pellets were resuspended
in standard buffer (20 mM Tris pH7.4, 150 mM NaCl, 0.5 mM TCEP) and flash frozen
in liquid nitrogen. All subsequent steps performed at 4°C or on ice. Cell
pellets were resuspended in standard buffer supplemented with 1 mM MgCl2 for
GTPases, and protease inhibitor cocktail (chymostatin 6 μg/mL, leupeptin
0.5 μg/mL, antipain-HCl 10 μg/mL, aprotinin 2 μg/mL,
pepstatin 0.7 μg/mL, APMSF 10 μg/mL), homogenized and lysed by
sonication. Histidine-tagged proteins were bound in batch to Ni-NTA resin in the
presence of 20 mM imidazole, and eluted with 200 mM imidazole. GST tagged
proteins were purified on GS resin (GS-4B, GE Healthcare) by 2 hour binding
followed by stringent washing, and cleavage from resin overnight.
Imidazole-containing samples were immediately diluted after elution and tags
cleaved during overnight dialysis. Following dialysis and tag cleavage, samples
were concentrated and TEV or HRV 3C protease was removed by reverse purification
through Ni-NTA or GS resin. Samples were then purified by size-exclusion
chromatography on Superdex 200 columns in standard buffer.Human EEA1 was purified as a GST fusion in a pOEM series vector (Oxford
Expression Technologies) modified to contain a HRV 3C-cleavable N-terminal GST
and protease cleavage site or from a modified pFastbac1 vector (Thermo Fisher
Scientific)23. Some samples were also
purified as 6xHis-MBP and 10xHis fusions from a modified pOEM vector (rotary
shadowing for N-to-C terminus alignment, and optical tweezer control,
respectively; all other experiments performed with tags removed). Mutants were
purified identically to wild-type EEA1.SF9 cells growing in ESF921 media (Expression Systems) were
co-transfected with linearized viral genome and the expression plasmid and
selected for high infectivity. P1 and P2 virus was generated per
manufacturer’s protocol, and expression screens and time-courses
performed to optimize expression yield. Best viruses were used to infect 1-2 L
SF9 cells at 106 cells/mL at 1% vol/vol and routinely harvested after
40-48 hours at about 1.5x106 cells/mL, suspended in standard buffer,
and flash frozen in liquid nitrogen. Pellets were thawed on ice and lysed by
Dounce homogenizer. Purification took place rapidly in standard buffer at
4°C on GS resin in batch format. Bound protein was washed thoroughly and
cleaved from resin by HRV 3C protease overnight. Proteins retaining 6xHis-MBP
tags were purified on amylose resin and eluted with 10 mM maltose. Protein
retaining 10xHis were eluted from Ni-NTA resin in standard buffer supplemented
with 200 mM imidazole. All EEA1 and mutants were immediately further purified by
Superose 6 size-exclusion chromatography where they eluted as a single peak. All
experiments were performed with a preparation confirmed for Rab5 and PI(3)P
binding. Concentrations were determined by UV280 and Bradford assay. All
proteins were aliquoted and flash frozen in liquid nitrogen and stored at
-80° C.EEA1 variants extended and swapped were synthesized genes optimized for
insect cell expression (Genscript). The extended mutant has regions of low
coiled-coil prediction removed, resulting in an EEA1 construct 1286 amino acids
in length (versus 1411 in wild-type EEA1) (see Extended Data Fig. 3). The swapped mutant has the C-terminal portion
of the coiled-coil rearranged to follow the N-terminal Zn2+-finger
domains, and the N-terminal portion of the coiled-coil therefore rearranged to
the C-terminal region of EEA1. Variants were treated identically to wild-type
EEA1 in purification.
Static light scattering
An autosampler equipped Viskotek TDAMax system was used to analyze the
light-scattering from purified EEA1. Sample was loaded the autosampler and
passed through a TSKGel G5000PW column (Tosoh Biosciences) and fractions were
subjected to scattering data acquisition. Data obtained were averaged across the
protein elution volume and molecular weights determined in OmniSEC software
package.
Lipids
The following lipids were purchased and used directly: DOPC, DOPS,
DOGS-NiNTA, RhoDPPE (Avanti), DiD (Invitrogen), and PI(3)P (Echelon
Biosciences). Lipids were dissolved in chloroform, except PI(3)P in 1:2:0.8
CHCl3:MeOH:H2O. All were stored at -80 °C.
Rab5/PI(3)P binding by EEA1
Early endosome fusion assay was performed as previously described32. To assess the ability of EEA1 to bind
competently in a GTP-dependent manner to Rab5, Rab5 was bound to GS resin and
subsequently loaded with nucleotide (GDP, GTPγS) as previously
described6. Binding of EEA1 and all
variants to immobilized Rab5 proceeded for one hour at room temperature, and the
washed Rab5 resin was evaluated for EEA1 binding by Western blot. Similarly, the
binding of EEA1 to PI(3)P containing liposomes was evaluated as previously
described by formation of liposomes composed of DOPC:DOPS or DOPC:DOPS:PI(3)P
(85:15 or 80:15:5 respectively)33.
Briefly, liposomes were formed from the hydration of lipids at 1 mM in standard
buffer, and combined with EEA1 for 1 hour before ultracentrifugation to separate
supernatant and pellet for Western blotting to evaluate EEA1 sedimentation.
Rabbit anti-EEA1 antibody was made in our lab.
Preparation of liposomes
Liposomes were formed by extrusion as previously described34. Liposome compositions for fluorescence
microscopy tethering assays were: DOPC:DOPS:DOGS-NiNTA, DOPC:DOPS:PI(3)P,
DOPC:DOPS:biotin-DPPE, with RhoDPPE and DiD where applicable. Liposome
compositions for bead-supported membranes were DOPC:DOPS:DOGS-NiNTA,
DOPC:DOPS:PI(3)P. Solvent was evaporated under nitrogen and vacuum overnight.
The resulting residue was suspended in standard buffer, rapidly vortexed,
freeze-thawed five times by submersion in liquid N2 followed by water at 40
°C, and extruded by 11 passes through two polycarbonate membranes with a
pore diameter of 100 nm (Avestin). Vesicles stored at 4°C were used
within 5 days.
Bead-supported bilayer preparation
Silica beads (2 μm NIST-traceable size-standards for optical
tweezers, or 10 μm standard microspheres for microscopy; Corpuscular)
were thoroughly cleaned in pure ethanol and Hellmanex (1% sol., Hellma
Analytics) before storage in water. Supported bilayers were formed as previously
described with modifications35. Liposomes
composed of DOPC:DOPS 85:15 (with 5% PI(3)P and DOGS-NiNTA where applicable)
were added to a solution containing 250 mM NaCl for tethering assays (10
μm) and 100 mM for optical tweezers (2 μm), and 5x106
beads. Liposomes were added to final concentration of 100 μM and
incubated for 30 minutes (final volume 100 μL). Samples were washed with
20 mM Tris pH7.4 three times by addition of 1 mL followed by gentle
centrifugation (380 x g). Final wash was with standard buffer. Salt
concentrations were optimized by examination of homogeneity at the transverse
plane followed by examination of the excess membrane at the coverslip plane (see
Extended Data Fig. 2a-d). We found that
the membranes were extremely robust in conditions where the bilayer is fully
formed, and could be readily pipetted and washed, consistent with previous
reports36. Membrane-coated beads were
used within 1 hour of production and always stored prior to use on a rotary
suspension mixer.
Confocal microscopy of vesicle-vesicle tethering assay
Glass coverslips were cleaned in ethanol, Hellmanex, and thoroughly
rinsed in water. In these experiments, the following concentrations were used: 1
nM Rabex-5(131-394), 100 nM Rab5-6xHis, 120 nM EEA1. Experiments were performed
in standard buffer with 5 mM MgCl2 and 1 μM nucleotide. Liposomes and
proteins were pre-mixed in low-binding tubes at concentrations indicated,
incubated for five minutes, and imaged immediately upon addition to the
coverslip. Images were acquired with a Nikon TiE equipped with a 60x
plan-apochromat 1.2NA W objective and Yokagawa CSU-X1 scan head. Images were
acquired on an Andor DU-897 back-illuminated CCD. Acquired images were processed
by the SQUASH package for Fiji37.
Confocal microscopy of bead-supported membrane tethering assay
A 200 μL observation chamber (u-Slide 8 well, uncoated, #1.5,
ibidi) was pre-blocked with BSA (1 mg/mL in standard buffer) for 1.5-2 hours and
washed thoroughly. Finally, 180 μL of standard buffer containing beads
was added to the sample chamber. In these experiments, the following
concentrations were used: 1 nM Rabex-5(131-394), 100 nM GFP-Rab5-6xHis, and the
given EEA1 concentrations (between 30 and 400 nM). Nucleotide control
experiments were performed at 190 nM EEA1. Experiments were performed in
standard buffer with 2 mM MgCl2 and 1 mM nucleotide. Altogether Rab5, Rabex5,
nucleotide, EEA1, and buffer were mixed in low-binding tubes at concentrations
indicated, and were added to 240 μL final volume to assure mixing
throughout the chamber volume.Images for colocalization analysis were acquired with a Nikon TiE
equipped with a 60x plan-apochromat 1.2NA W objective and Yokagawa CSU-X1 scan
head. Images were acquired on an Andor DU-897 back-illuminated CCD. Acquired
images were processed by the SQUASH package for Fiji37.Data obtained for distance measurements was acquired in the same way and
processed in Fiji by determining line profiles 8 pixels wide from the center of
the bead outwards over an observed vesicle. These profiles were fit with a
Gaussian distribution. The alignment of the microscope was confirmed by imaging
of sub-diffraction beads, revealing no clear systematic shift and a maximum
positional error of 21 nm determined in Motion Tracking16. Controls with sub-diffraction-sized multicolor
particles (Methods) and distance
measurements between Rab5 itself and its resident membrane were within the
measurement error of the technique (approximately 15 nm)38.
Super-resolution imaging of EEA1 termini
HeLa cells were stained using primary antibodies against EEA1 N-terminus
(610457, prepared in mouse, BD Biosciences) and EEA1 C-terminus (2900, prepared
in rabbit, Abcam). The secondary antibodies were anti-mouse Alexa568 antibody
(A-11004, prepared in goat, Life Technologies) and anti-rabbit Alexa647
(A-21244, prepared in goat, Life Technologies). Coverslips were mounted in STORM
buffer (100mM Tris-HCl pH8.7, 10mM NaCl, 10% glucose, 15% glycerol, 0.5mg/ml
glucose oxidase, 40ug/ml catalase, 1% BME) and sealed with nail polish. Cells
were imaged on a Zeiss Eclipse Ti microscope equipped with a 150mW 561nm laser
and a 300mW 647 laser. For imaging, lasers intensities were set to achieve 50mW
at the rear lens of the objective. Illumination was applied at a sub-TIRF angle
through the objective to improve the signal to noise ratio. Videos of 24000
frames (12000 frames per channel) were acquired by groups of 6 consecutive
frames using the NIS Elements software (Nikon). Images were aligned using 100 nm
Tetraspeck beads (Thermo Fisher). This software was also used for peak detection
and image reconstruction. The localization of the EEA1 termini could be
distorted a maximum of approximately 20 nm due to the size of the antibodies.
The localization accuracy of the secondary antibody was ~25 nm. Measured
distances were determined in Fiji and represent distances between respective
centers-of-mass. Representative experiment is shown, n=3.
Sample preparation for optical trap experiments
Bead-supported membranes were prepared as described. The concentrations
used were as in the microscopy experiments: 1 nM Rabex-5(131-394), 100 nM
Rab5-6xHis, and EEA1 concentrations (between 30 and 400 nM). Most experiments
were performed at 40 nM EEA1, with additional trials taking place at 4 and 400
nM. At lowest concentrations, single transient events became difficult to
observe (<5% had interactions). At the highest concentrations, events
were often non-transient or repeated.
Electron microscopy
Samples were rotary-shadowed essentially as described39. Briefly, samples were diluted in a
spraying buffer, consisting of 100mM Ammonium acetate and 30% Glycerol. Diluted
samples are sprayed via a capillary onto freshly cleaved mica chips. These mica
chips are mounted in the high vacuum evaporator (MED 020, Baltec) and dried.
Specimens are platinum coated (5-7.5 nm) and carbon is evaporated. Following
deposition, the replica was floated off and examined at 71,000x magnification
and imaged onto a CCD (Morgagni 268D, FEI; Morada G2, Olympus).
Analysis of electron microscopy
Images obtained were processed in ImageJ by skeletonizing the particles.
Lengths were determined directly from this data and represent an overestimation
due to the granularity of the platinum shadowing (5-7.5 nm granules). The
bouquet plots were generated by aligning the initial five segments of the
molecules and the entire population set was plotted.To determine the curvature measure, we first took the skeletonized
curves and smoothed them with a window of 8.2 nm. These curves were then
segmented with 301 equally spaced points, and these smoothed curves were used
for the curvature calculation. We first attempted to define curvature at 1
segment length (~0.75 nm) but this analysis was too noisy to obtain
meaningful description of the curves. We therefore determined the curvature by
taking the difference of the tangents and diving it by the arc length at a
distance of ~15 nm (20 points). The variance of this measure was
determined, and bootstrapping with resampling was used to determine errors over
the whole population and for 1000 iterations.Although proteins are not homogeneous polymers, the WLC model captures
essential aspects of the physics underlying their shape fluctuations40,41. Calculation of fits to all mean tangent-correlations and the
equilibration analysis, were performed using Easyworm source code in Matlab42. First, the original skeletonized curves
were segmented with 301 equally spaced points. This data was then used to
calculate the tangent-correlations and the kurtosis plots. We fitted the regime
whereby the kurtosis measurement defined that the molecules were
equilibrated18,43,44. This distance
therefore varied (see Extended Data Fig.
6, kurtosis plots), but the estimation of persistence length was only
weakly dependent on this distance. The fitting routines were then implemented up
to the thermal equilibration distance with bootstrapping with resampling, which
was run for the whole population and 1000 times to obtain errors. These are
given as mean±standard deviation. For values and fit statistics, please
refer to Table 1. We did not apply the WLC model to the swapped mutant (Extended Data Fig. 4h) due to the lack of
significant structural changes upon Rab5 binding (Fig. 2f, Extended Data Fig.
4f).The analytical fit to the radial distribution functions were performed
in Python18. The radial distribution
function for a worm-like chain is the probability density for finding the end
points of the polymer. The polymers are considered as embedded in a
two-dimensional space in this scheme. This treatment adopts the continuum model
of the polymer, thereby defining the statistical properties via free energy
calculation. Fit to analytical solution of the WLC yielded a mean effective
persistence length of 270±14 nm for EEA1 alone (mean±error of
fit), and two populations of effective persistence lengths (26±2 nm [67%]
and 300±14 nm [33%]) for EEA1 in the presence of Rab5:GTPγS.
Optical tweezer experiments
A custom-built high-resolution dual-trap optical tweezer microscope was
used45,46. A single stable solid-state laser (Spectra-Physics, 5W)
is split by polarization into two traps that can be independently maneuvered.
Forces were measured independently in both traps by back-focal plane
interferometry. Absolute distances between the two traps were determined by
template-based video microscopy analysis (43±2 nm px-1) and
offset-corrected for each microsphere pair by repeatedly contacting the
microspheres after each experiment. The template detection algorithm has
subpixel accurate, at an estimated uncertainty in absolute distance measurements
to be not more than ±20 nm. Bead displacement was calculated according to
ΔF = - κ Δy. Extended Data Fig. 7g demonstrates the sensitivity of the
instrument via the Allan deviation47 for
averaging times greater than 100 ms.All optical tweezer experiments were performed with 2 μm silica
size-standard microspheres (Corpuscular), at a temperature of 26±2 C in a
laminar flow chamber with buffers containing 35 % glycerol to prevent
sedimentation of the silica microspheres. Thermal calibration of the optical
traps was performed with the power spectrum method using a dynamic viscosity of
3.1 mPas48 (mean trap stiffness, trap 1:
κ1 = 0.035 ± 0.007 pN/nm, trap 2:
κ2 = 0.029 ± 0.007 pN/nm), leading
to an overall trap stiffness of κ = 0.0159
pN/nm (yellow response curve in Extended Data
Fig. 7h). Data was acquired at 1 kHz and further processed using
custom written software in R. Spurious electronic noise at 50 Hz was filtered
using a 5th-order Butterworth notch filter from 49 to 51 Hz.For probing the interactions of EEA1 with Rab5 without any assumptions
on the shape of EEA1, a distance agnostic protocol with consecutive cycles of
approaching, waiting (20 s) and retraction was used, approaching closer in each
iteration (Fig. 3b). The stationary
segments were then subjected to automatic changepoint analysis to identify
regions of the time series longer than 100 ms with significantly different mean
and variance49. Events thus identified
were classified as transient if the mean and variance went back to base levels
within the stationary segment (see examples in force traces in Fig. 3c, Extended Data Fig. 7). Mean times of interactions were
3.4±0.6 s for GTPγS and 0.9±0.2 s for GTP. A fluctuation
analysis of the differential distance signal during these events gave an
estimated tether misalignment of less than 30° in all interactions. Only
transient events were further processed50. Silica beads alone as a negative control measured a mean contact
distance of 22 nm (Fig. 3d , grey).To calculate the persistence length for individual captured molecules we
determined the equilibrium extension, Z, from the
capture distance D [nm], the average measured force increase
upon tethering ΔF [pN] and the known displacements from
each trap Δx1 =
ΔF/κ1 and
Δx2 =
ΔF/κ2 as
z = D −
Δx1 −
Δx2. With this distance, the persistence
length was calculated according to51:
Similarly, to estimate the magnitude of the entropic collapse force, this
formula was applied to the equilibrium extensions of EEA1, as estimated by the
end-to-end distances of the molecules from electron microscopy. Values determine
were EEA1, 23 [14, 33] nm. Extended, 73 [60, 88] nm. Swapped, 26 [21, 30] nm.
10xHis, 78 [35, 140] nm, median and bounds at [2.5%, 97.5%]. Values reported are
median and 95% confidence interval determined from bootstrapping
Generation of HeLa EEA1-KO cell line
HeLa EEA1-KO lines were generated using CRISPR-Cas9 technology52 on HeLa-Kyoto cell lines obtained from
the BAC recombineering facility at MPI-CBG. Cell lines were tested for
mycoplasma, and authenticated (Multiplexion, Heidelberg). pSpCas9(BB-2A-GFP
(PX458) and pSpCas9(BB)-2A-Puro (PX459) were a gift from Feng Zhang (Addgene
plasmid #48138, 48139). A PX458 plasmid encoding a GFP-labeled Cas9 nuclease and
the sgRNA sequence (from GECKO52 library
#17446, GTGGTTAAACCATGTTAAGG, targeting first exon) was transfected into
standard HeLa Kyoto cells with Lipofectamine 2000 following manufacturers
instructions. Cells were cultured in DMEM media supplemented with 10% FBS and 1%
penicillin-streptomycin at 37 °C and 5% CO2. After three days,
the transfected cells were FACS sorted by their GFP fluorescence into 96-well
plates to obtain single clones and visually inspected53. These clones were then screened by Western blotting and
in-del formation confirmed sequencing of genomic DNA (primer forward
AGCGGCCGTCGCCACCG, reverse, TAAGCGCCTGCCGGGCTG). Note the region is extremely
GC-rich (75%, +/- 250 nt from targeted indel region). Additionally, a
mixed-clonal line was obtained by transfection of HeLa Kyoto with PX459 with the
above sgRNA sequence. After 72 hours from transfection, cells were exchanged
into media supplemented with 0.5 μg/mL puromycin (concentration
determined in separated experiment) and selected for 3 days. All imaging
experiments were confirmed on this secondary line.
Endocytosis rescue assays
Wild-type EEA1 and the extended and swapped variants (Extended Data Fig. 3) were cloned into
customized mammalian expression plasmids under the CMV promoter resulting in
untagged proteins. HeLa or HeLa EEA1-KO cells were seeded into 96-well plates
and transfected (or mock transfected) after 48 hours. Following 48 hours after
transfection, cells were exchanged into serum-free media containing 8.2
μg/mL LDL-Alexa 488 (prepared as previously described16) or 100 ng/mL EGF-Alexa 488 (E13345,
Thermo Fisher) for 10 minutes at 37 °C , and washed in PBS then fixed in
4% paraformaldehyde.
Automated confocal immunofluorescence microscopy and analysis
Fixed cells were stained with antibodies against EEA1 (lab-made rabbit)
and Rab5 (610724, prepared in mouse, BD Biosciences) as previously
described24. DAPI was used to stain
the nuclei. Not all early endosomes harbor EEA154 and other tethering factors could compensate for EEA124,55. All imaging was performed on a Yokogawa CV7000s automated
spinning disc confocal using a 60x 1.2NA objective. 15 images were acquired per
well and each condition was duplicated at least twice per plate, resulting in 30
or more images per condition.Image analysis was performed in home-made software, MotionTracking, as
previously described56,57. Images were first corrected for
illumination, chromatic aberration and physical shift using multicolor beads.
All cells, nuclei, and cell objects in corrected images were then segmented and
their size, content, and complexity calculated. The intensity of EEA1 in
wild-type HeLa cells was measured to determine a wild-type intensity
distribution. In the rescue experiments, an intensity threshold for the
transfections was set at ~2 times the mean of wild-type cells (Extended Data Fig. 8i). Experiments were
repeated at different seeding densities with similar results. Given a cell
density threshold between 10 and 100 per image, we obtained an average of more
than 300 cells per condition after filtering for the transfection level of EEA1,
and more than 15000 endosomes per experiment. Two-tailed t-test was used for
significance calculations.
Cell electron microscopy
Cells in 3 cm diameter plastic dishes were processed for electron
microscopy using a method58 to provide
particularly heavy staining of cellular components. Briefly cells were fixed by
addition of 2.5% glutaraldehyde in PBS for 1h at RT and then washed with PBS.
The cells were then processed as described58 with sequential incubations in solutions containing potassium
ferricyanide/osmium tetroxide, thiocarbohydrazide, osmium tetroxide, uranyl
acetate and lead nitrate in aspartic acid before dehydration and flat embedding
in resin. Sections were cut parallel to the substratum and analysed unstained in
a Jeol1011 transmission electron microscope (Tokyo, Japan). Images for
quantitation were collected from coded samples (double blind) to avoid bias.Distance analysis was performed in ImageJ. To correct for thickness of
slices (60 nm), the following equation was used:
where P0 (r) is the apparent 2D
distance distribution; R is the 3D distance, H
is the thickness of the slice, and Z is the normalization
constant. Uncorrected distance was measured at 119.8±78.2 nm
(mean±SD), which resulted in 130.0±76.8 nm corrected.
EEA1 is a predicted extended coiled-coil dimer that binds Rab5 in a GTP
dependent manner and extends outward from endosomes
a, Human EEA1 in COILS prediction reveals a clear coiled-structure
flanked by the Rab5-binding Zn2+-finger on the N-terminus and
PI(3)P binding FYVE domain on the C-terminus.b, Coomassie-stained gel of human EEA1 expressed as a GST fusion in
SF+ insect cells and purified by GS affinity, cleaved on resin, and
subsequently concentrated and separated from smaller contaminants by
size-exclusion chromatography on a Superose 6 column.c, Static light scattering in line with size-exclusion
chromatography reveals a molecular weight of 323 kDa, compared to a
theoretical molecular weight of 326 kDa for a dimeric protein.d, Purified protein binds Rab5 in both standard and optical tweezers
conditions (35% glycerol) in a GTP-dependent manner. GST or GST-Rab5 was
purified and conjugated to GS resin, and subsequently nucleotide was
exchanged to either GTPγS or GDP using EDTA-Mg2+ mediated
exchange and subsequent wash. The GST resin was then incubated with EEA1 in
either the standard or optical tweezers buffer, washed 3 times, and beads
were then blotted for EEA1.e, Recombinant EEA1 binds specifically to PI(3)P liposomes. When
mixed with POPC:POPS 85:15 liposomes, no EEA1 is observed in the liposome
pellet (CTRL). In contrast, EEA1 is pelleted with control POPC:POPS:PI(3)P
80:15:5 liposomes (PI3P).f, The N-terminal Zn2+-finger and C-terminal FYVE domain
of EEA1 were differentially labeled with specific antibodies and STORM
microscopy performed to define their localization in HeLa cells.
Representative STORM images of EEA1 radial extension from endosome of
n=22. Scale bar 500 nm.g,h Primary antibody binding controls for N- and C-termini. Primary
antibodies for the N- (g) and C- (h) termini were left out of the staining,
resulting in no unspecific secondary staining for each. Representative of
n=5. Scale bar 500 nm.
Validation of bead-supported lipid bilayers for optical tweezers, and
bead tethering experiment controls and methods
To optimize the conditions for forming supported lipid bilayers on
the 2-10 µm beads, we systematically investigated the dependence of
membrane formation on salt and liposome concentration.a, Fluorescent profiles of supported lipid bilayer bead cross
sections. At high liposome concentration (100 µM, solid line) during
formation of the bilayer on the silica bead, the bead-supported membrane
fluorescence intensity is circumferentially homogenous. At lower lipid
concentrations (10 and 1 µM, dashed and dotted lines), less than full
coverage is achieved and the supported bilayer is inhomogeneous.b, Consistent with previous reports, increasing salt concentrations
result in more homogenous membrane coverage.c, Representative examples of the “spilled-out”
membrane of beads prepared at 100 mM (top, blue) and 250 mM (bottom, red)
NaCl salt and 100 µm liposomes, of n=5.d, Histogram of the size of membrane spilled from the beads onto the
substrate when prepared at 100 and 250 mM NaCl (blue and red, respectively).
This indicated that the lower salt samples (blue) were homogenously covered
with membrane and that they had little excess present, and therefore the
optimal conditions for formation of membrane on the silica beads used in
tethering and in optical tweezer experiments.e, Segmentation of beads and vesicles by the SQUASH method.
Bead-supported bilayers and vesicles (green and magenta, respectively) were
segmented as illustrated by red outlines to determine their colocalization.
Representative of n=1 generated for schematic.f, Methodology comparison for colocalization in GDP and GTPγS
conditions. All methods give p<0.01 in two-tailed
Student’s t-test. Colocalization by signal is better than size or
object, as vesicles become undercounted at high concentrations.
mean±s.d., n=5.g, Colocalization of liposomes (PI(3)P, magenta) to the
bead-supported membrane (GFP-Rab5, green) was strictly dependent on
GTPγS. Box-whisker with min/max error, n=5.h, The colocalization of liposomes to the supported membrane was
dependent on EEA1 concentration. At higher concentrations of EEA1,
colocalization approached 100%. These concentrations are within the range of
the concentration of endogenous protein23. mean±s.d., n=5.i, Time-lapse micrographs of the bead-supported bilayer labeled with
GFP-Rab5 (green), and a dynamically tethered vesicle (magenta). Vesicles
were observed to tether and reversibly leave the membrane, as well as
diffuse about its surface. Images displayed were acquired at 350 ms
intervals as z-stacks. Representative of n=1 to acquire
video. Scale bar 2 μm.j, Example fits for radial line-profile data.
Structure prediction and sequence description of EEA1 mutants
a, COILS prediction for extended EEA1 mutant, revealing removal of
most of the discontinuities in the coiled-coil.b, c The swapped EEA1 mutant has a rearranged coiled-coil. The
coiled-coil was split as indicated by red triangles in the original EEA1-WT
(b), and the two regions a (shaded green) and
b (shaded magenta) were rearranged in a synthetic gene,
producing the swapped EEA1 variant maintaining the features and sequence of
the original coiled-coil, but in an alternative location (c).d, Full sequence alignment for human EEA1 and the extended and
swapped mutants used in the study. The crystal structure (PDB: 3MJH) for the
Zn2+-finger domain is marked in dark blue close to the
N-terminus. Segment a of the coiled-coil region is marked
in green, and segment b in magenta. The crystal structure
(PDB: 1JOC) of the C-terminal FYVE domain and portion of the coiled-coil is
marked in cyan. Details of the mutant constructs are found in the Methods.
Extended and Swapped EEA1 mutants exhibit limited changes in the presence
of Rab5:GTPγS
a,e Rotary-shadowed EEA1-Extended particles and EEA1-Swapped mutants
were skeletonized and analyzed in ImageJ for contour length (top), resulting
in normally distributed contour length histograms. The end-to-end length
histograms (bottom) are similarly distributed. These data were collected on
N-terminally MBP-tagged samples. Compare with wild-type in Fig. 2b,d. n=212 for the
extended and n=93 for the swapped variants.b-d,f-g,The mutant EEA1s revealed limited changes to their curvature
in the presence of Rab5:GTPγS (b,f; compare Fig. 2i,j), and therefore minor changes to their contour
and end-to-end length histograms (c,g), and radial distribution plots (d,h).
n=80 for the extended and n=47 for the
swapped variants.i-j, Rotary-shadowing electron microscopy of EEA1 in the presence of
Rab5:GDP (n=90), N-terminally MBP-tagged, revealed no
change in appearance compared to the absence of Rab5 entirely (Fig. 2a), and no effect of N-terminal
tagging relative to wild-type EEA1.k, Radial distribution function of EEA1 in the presence of Rab5:GDP
(compare d, h; Fig. 2g).
n=90.
Representative segmentation, smoothing, and signed curvature measures for
EEA1, and averages for EEA1 and mutants.
EEA1 and EEA1 mutants were skeletonized and smoothed using a moving
average filter with a window of 8.2 nm, segmented to 300 equally spaced
segments, and aligned N-terminal to C- by recognition of an N-terminal
MBP-tag. Their curvature was calculated at 15 nm distances along the length
of the proteins and plotted.a-c Representative examples of rotary shadowing derived EEA1 curves.
The original data appears in the first panel, with the second panel
revealing the data after smoothing for comparison (Methods). The curvature measure, determined by how the
tangents to the contour change at a distance of 15 nm along the contour is
plotted below. Note that the choice of sign for the curvature measure is
arbitrary for each molecule.d,e Curvature measure and
variance of this measure for EEA1 in the presence of Rab5:GDP (green) and
EEA1 in the presence of Rab5:GTPγS (magenta). Alignment of EEA1 curvature from the electron microscopy data
reveals an increase in curvature over the length of the molecule upon Rab5
binding, whereas the extended and swapped EEA1 variants show no change. All
curvature values were taken to be positive given that the N-terminal MBP
could be recognized but the handedness of the molecule adsorbed to the grid
could not be inferred. Bootstrapping with resampling at full population size
was performed for 1000 iterations to determine errors. n=90,
n=145, respectively.f,g Extended EEA1 variant in the absence (green) and in the presence
of Rab5:GTPγS (magenta). n=212,
n=80, respectively.h,i Swapped EEA1 variant in the absence (green) and in the presence
of Rab5:GTPγS (magenta). n=93,
n=47, respectively.
Detailed persistence length and equilibration analysis for EEA1 and
variants
To validate the methodology used for analysis of the persistence
lengths, and to assure internal consistency in analysis methods, we
systematically applied the analysis to EEA1 (and mutants, see Extended Data
Table 1). The skeletonized curves were segmented to 300 equally spaced
segments, where θ describes the angle between segments. The
tangent-tangent correlations were then determined for the entire
ensembles.a-h To determine the molecular equilibration of EEA1 and variants
from 3D to 2D, the kurtosis of the theta distribution (top) was calculated.
Full equilibration to 2D gives a value of 3.0, and for 3D is the expected
value is 1.8 as the angle distributions become Gaussian. As expected, the
measured kurtosis is approximately 3.0 until lengths above the persistence
length of the molecule, where the equilibration begins to fail. The value at
which the kurtosis began to diverge from 2D was taken as the limit for
subsequent measurements, as beyond this limit (red shaded region) 3D
fluctuations are not retained and as such the consequences of surface
adsorption are uncertain. Next, the tangent-tangent correlation was
calculated across the ensemble and fit up to the divergence of the kurtosis
(red shaded region).
Supplemental data related to optical tweezer experiments
a, Changepoint analysis was used to identify changes in mean and
variance of combined force signal. An example plot of averaged force (linear
combination of signals from both traps) with respect to time. Data has been
collected at 1 kHz. Two long transient interactions can be clearly
identified.b,c Cross-correlation of the force signals from each trap are not
sufficient to reveal stepwise interactions as they are time-averaged. By
applying cross-correlation over a correlation window of 0.8 s (b) or 0.3 s
(c), long transient interactions (i.e. at ~4 s) could be identified.
However, an unbiased identification of short transients (i.e. at ~9
s) by this method was not possible. All identified long transient
interactions showed characteristic changes in the cross-correlation:
anti-correlation as beads are pulled together, and correlation after
tethering was established.d, Changepoint analysis was used to detect both changes in mean and
variance of the combined force signal, and thereby identify transient
interactions (red line). This procedure has the additional advantage of
defining clear boundaries to stepwise processes.e, The possibility of multiple tethers taking part in the reaction
was observed. Averaged force trace for wild-type EEA1,occasionally showed
signals consistent with multiple interactions (cyan), in addition to single
transient interactions (red).f, Zoom into time-series around the transient interaction identified
in previous panel. To a first approximation, the dynamic interactions were
fit as piecewise constant steps (red). Note also two very short (<10
ms) spikes of similar magnitude (to the left and right of identified
interaction) occurred but are not used in further analysis. Only transients
with a duration longer than 100 ms were analyzed.g, To illustrate the sensitivity of the optical tweezer experiments,
a noise analysis was performed on the segment outlined in the top panel
(yellow, labeled Allan analysis). The Allan deviation (square root of Allan
variance, in pN) gives a threshold for detecting a signal change over
different averaging windows. All detected transients (blue) are at minimum
an order of magnitude above this threshold. To provide perspective, the
transient in the above example is indicated as a red dot.h, The entropic collapse force is balanced in the tweezer
experiments below its peak value. The balance between the average restoring
force in the optical traps (brown) and the entropic collapse force of EEA1
(blue) in the bound state gives the measured equilibrium force and extension
(red dot). The schematic assumes the measured capture distance of 195 nm, a
persistence length in the Rab5:GTP-bound state of λb = 26
nm, and a contour length of 222 nm. The overall trap response of the
dual-trap system is treated as two springs in series with the mean trap
stiffness in trap 1 (κ1 = 0.035±0.007
pNnm−1) and the mean trap stiffness in trap 2 (κ2 =
0.029±0.007 pNnm-1), leading to an overall trap stiffness
of κT = 0.0159 pNnm−1 (brown line). Given these
parameters, the predicted equilibrium force in the optical trap for
Rab5-bound EEA1 is ~0.6 pN and the predicted equilibrium extension
~160 nm.i, Force changes upon capture for Rab5:GTP-bound EEA1 and the
extended and swapped variants. Force was measured from change-point analysis
for transient interactions between EEA1 beads and Rab5:GTP beads. To test
binding per se, the force change for 10xHis-EEA1 beads
tethered to Ni-NTA beads was similarly determined from established
connections. For 10xHis-EEA1, no transient interactions could be observed.
Median change in force and 95% Confidence Interval from bootstrapping with
resampling (lower and upper bounds at [2.5%, 97.5%]) were determined. EEA1,
0.37 [0.31, 0.46] pN. Extended, 0.39 [0.35, 0.42] pN. Swapped, 0.45 [0.41,
0.56] pN. 10xHis, 0.19 [0.14, 0.22] pN.j Capture distances defined at the proximal distance upon which
transient interactions were observed for Rab5 bound EEA1 and the extended
and swapped variants. Median capture distance and 95% Confidence Interval
from bootstrapping with resampling (lower and upper bounds at [2.5%, 97.5%])
were determined. EEA1, 168 [141, 182] nm. Extended, 195 [189, 199] nm.
Swapped, 183 [179, 189] nm. 10xHis, 157 [120, 196] nm. n = 60, 93, 27, 24
per condition respectively.k, Mechanical work is performed as the tether collapses. The
mechanical work performed during the relaxation to the new equilibrium
extension is the integral under the force-extension curve. The exact value
of the extracted work depends both on the capture distance (the extension at
the moment of persistence length change), and on the release distance (the
extension at the moment when Rab5 unbinds). The uncertainties in these
extensions are different for the two positions, reflecting the different
longitudinal fluctuations of the rigid or the flexible tether
(λ = 26 nm [blue arrows],
λ = 300 nm [magenta
arrows]). For a relaxation between the capture distance,
d ≈ 195 nm, and the
release extension, d ≈ 122 nm, the
extracted mechanical work is W ≈ 14
k.
EEA1 mutants incapable of undergoing entropic collapse result in defects
in endosomal trafficking.
a, b Automated confocal immunofluorescence images
(n=30 each) of HeLa EEA1-KO and standard HeLa cells.
EEA1 (green) and Rab5 (magenta). Scale bar 10 μm.c, Western blot of HeLa and HeLa EEA1-KO clonal cell line for EEA1
and Rab5.d,e,g,h Automated confocal images (n=30 each) of
HeLa EEA1-KO cells expressing no EEA1 (KO, d), rescued with wild-type EEA1
(Rescue, e) or Extended and Swapped mutants (g,h). Cells were pulsed with
fluorescently labeled cargo (LDL) (green) for 10 minutes, fixed, and
immunostained for Rab5 (magenta) and EEA1 (for EEA1, see Figure 4). Magnified insets of endosomes
are depicted at arrows. Scale bar 10 μm.f, Relative complexity of Rab5 endosomes per cell. Each Rab5
endosome is segmented, and the segmented object requires a defined number of
2D Gaussian functions, hereby referred to as complexity. Relative to
wild-type, HeLa EEA1-KOs (black line) had a significantly reduced number of
endosomes of high complexity (>3.0), but more endosomes defined
simply by 1 or 2 Gaussian functions. Rescue experiments (red) revealed no
significant difference in complexity. In contrast, both extended and swapped
mutants (blue and green respectively) had significantly fewer simple
endosomes of low complexity, and significantly more of higher complexity.
mean±s.d., n=30.i, Histogram of fluorescence intensity of EEA1 per cell. KO cell
lines had a sharp peak of intensity at background levels, whereas wild-type
HeLa cells had a normal distribution. Grey box represents threshold levels
of EEA1 intensity per cell taken for analysis.j-l EGF uptake experiments. Confocal images of HeLa EEA1-KOs
expressing wild-type EEA1 (Rescue, j) or Extended and Swapped mutants (g,h).
Cells were pulsed with fluorescently labeled EGF (green) for 10 minutes,
fixed, and immunostained for EEA1 (magenta). Images shown are maximum
intensity projections. Scale bar 5 μm.m, HeLa EEA1-KO cells in which the Swapped EEA1 mutant was
reintroduced showed clusters of vesicles and more rarely the classical
endosomal morphology. The clusters were clearly delineated by a zone of
cytoplasm with a distinct density. Representative of n=19.
Scale bars, 2 µm.n, Further quantifications, and the swapped mutant ultrastructural
phenotype. Fraction of endosomal surface containing filamentous material for
HeLa and HeLa EEA1-KOs. Box-whisker plot with minimum/maximum values,
n=22, 24 endosomes. **, p<0.01, two-tailed Students
t-test.o, Distance measured between endosome and tethered vesicles (HeLa)
or between vesicles within large clusters (Extended) (surface-to-surface,
n=158 and 623 for HeLa and Extended respectively. ***,
p<10-4, two-tailed Students t-test.).Unlabeled version of Figure 5Bouquet plots of EEA1 and variants. EEA1 in the absence of Rab5 is
predominantly extended. The initial five segments of the curves from rotary
shadowing EM were aligned and the curves plotted with the end position
highlighted (dots). Grey concentric hemispheres demarcate 50, 100, 150 and
200 nm extensions from the origin. The end positions therefore resulted in a
cloud of empirical positions for the EEA1 N-terminus of EEA1 (left), and
reveal the overall change in conformational space that can be occupied by
EEA1 when bound to Rab5:GTPγS (right).b, Bouquet plots for the extended EEA1 variant.c, Bouquet plots for the swapped EEA1 variant.
Authors: A Simonsen; R Lippé; S Christoforidis; J M Gaullier; A Brech; J Callaghan; B H Toh; C Murphy; M Zerial; H Stenmark Journal: Nature Date: 1998-07-30 Impact factor: 49.962
Authors: Karolina Peplowska; Daniel F Markgraf; Clemens W Ostrowicz; Gert Bange; Christian Ungermann Journal: Dev Cell Date: 2007-05 Impact factor: 12.270
Authors: Inna Kalaidzidis; Marta Miaczynska; Marta Brewińska-Olchowik; Anna Hupalowska; Charles Ferguson; Robert G Parton; Yannis Kalaidzidis; Marino Zerial Journal: J Cell Biol Date: 2015-10-12 Impact factor: 10.539
Authors: Timothy D Mackie; Bo-Young Kim; Arohan R Subramanya; Daniel J Bain; Allyson F O'Donnell; Paul A Welling; Jeffrey L Brodsky Journal: J Biol Chem Date: 2018-01-08 Impact factor: 5.157
Authors: Frauke Ackermann; Kay Oliver Schink; Christine Bruns; Zsuzsanna Izsvák; F Kent Hamra; Christian Rosenmund; Craig Curtis Garner Journal: Elife Date: 2019-05-10 Impact factor: 8.140