|
Advertisement | ||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||
J. Biol. Chem., Vol. 281, Issue 35, 25466-25474, September 1, 2006
Stepped Changes of Monovalent Ligand-binding Force during Ligand-induced Clustering of Integrin
| ||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||
| ABSTRACT |
|---|
|
|
|---|
IIb
3 (CHO
IIb
3), to the bead carrier coated with the snake venom rhodostomin that served as an activated ligand for integrin
IIb
3. A progressive increase of total binding force over time was noticed when the bead interacted with the CHO
IIb
3 cell; such an increase was due mainly to the recruitment of more integrin molecules to the bead-cell interface. When the binding strength exerted by a single ligand-receptor pair was derived from the "polyvalent" measurements, surprisingly, a stepped decrease of the "monovalent binding force" was noted (from 4.15 to 2.54 piconewtons (pN)); such decrease appeared to occur during the ligand-induced integrin clustering process. On the other hand, the mutant rhodostomin defective in clustering integrins exhibited only one (1.81 pN) unit binding strength. | INTRODUCTION |
|---|
|
|
|---|
IIb
3 proteins on the membrane of a resting platelet bind only loosely to fibrinogen (FBN).3 Stimulation (or activation) of the platelets with agonists (such as ADP or thrombin) induces an inside-out signaling process that confers on integrin
IIb
3 a stronger binding to FBN, resulting in the onset of platelet aggregation. Subsequent integrin clustering triggers complex intracellular signaling pathways that regulate the extent of the irreversible platelet aggregation and clot retraction (2). Using advanced structural biology techniques, several recent reports have provided convincing evidence that indicates the adoption of different molecular conformations by integrin heterodimers when the inside-out signaling pathway is invoked (3-5). Such structural changes are thought to be the mechanisms underlying increased ligand binding by an integrin during the activation process. Whether or not ligand binding affinity is further modulated during the subsequent integrin clustering process has remained largely elusive (6).
To focus this research on the ligand-receptor interaction during the receptor clustering, we utilized snake venom rhodostomin from Agkistrodon rhodostoma as the ligand for integrin
IIb
3. Rhodostomin is a member of the disintegrin super-family (7); it binds very strongly to integrin
IIb
3 (8, 9). Unlike the FBN and other extracellular matrix agonists, rhodostomin positively regulates outside-in signaling without prior inside-out activation of integrin
IIb
3 (9-11). The structure of rhodostomin has been solved (12). The binding of rhodostomin to the integrin is attributed to its Arg49-Gly50-Asp51 (RGD) sequence motif and changing RGD to RGE totally abolishes integrin binding (10). Sequences adjacent to the RGD motif are thought to play regulatory roles; for example, the mutant that has a mutation at Pro53 significantly affects the morphogenesis and aggregation activity of rhodostomin on platelets (13).
In this report, we utilize laser tweezers to quantify the binding force of the interacting ligand-receptor molecular pairs at a single-molecule resolution (usually in a force range of a few pNs) and to monitor the interaction dynamics over time. By focusing a laser beam to a diffraction-limited spot, the laser tweezers technique offers a unique way to manipulate targets and generate molecule-scaled forces (14-16). The use of light also allows the experiments to be performed in situ where the biological interactions occur. The measurements so done are much less invasive than techniques such as atomic force microscopy. In the present study, we successfully applied laser tweezers to systemically investigate the binding forces exerted by a live CHO cell that contained integrin
IIb
3 on its membrane to a microbead carrier coated with the integrin ligand, rhodostomin. By analyzing the data set that represented the ensemble binding force of more than one ligand-receptor pair (polyvalent), we were able to derive the "unit" binding force, which we believe representing the "monovalent" binding strength between a single molecular pair of rhodostomin and integrin.
| EXPERIMENTAL PROCEDURES |
|---|
|
|
|---|
IIb
3 cells were a gift from Dr. Yoshikazu Takada of the Scripps Research Institute (17) and were grown in Dulbecco's modified Eagle's medium supplemented with 10% fetal bovine serum, 0.1 mM non-essential amino acids, 2 mM L-glutamine, and 50 µM G418 (Invitrogen). CHO
IIb
3 cells were incubated in 5% CO2 at 37 °C. The rhodostomin gene was a gift from Dr. SJ Lo of Chang-Gung University, Tao-Yuan, Taiwan. The parental CHO K1 cells, which contained no integrin
IIb
3, were purchased from ATCC and grown in F-12 medium supplemented with 10% fetal bovine serum, 0.1 mM non-essential amino acids. Generation and purification of the recombinant rhodostomin proteins were done according to a previous report (18). All beads used in this study were polystyrene beads (Bangs Laboratories); the coating with recombinant rhodostomin proteins was done by the hydrophobic adsorption method (19). Essentially, beads were incubated with 10 µg/ml proteins in phosphate-buffered saline at 4 °C overnight with gentle mixing, washed with phosphate-buffered saline for three times, and further blocked with 5% heat-treated bovine serum albumin at 4°C for 2 h.
Cell Adhesion AssayThe cell adhesion assay was performed as described previously (20, 21). The adhesion substrates were coated with different concentrations of recombinant rhodostomin as indicated at 37 °C for 2 h, followed by 1% heat-treated bovine serum albumin at 4 °C overnight. CHO
IIb
3 and parental CHO K1 cells were harvested and then plated on the substrates at the density of 5 x 104 cells/well at 37 °C for 30 min. The cells that remained adhering to the substrate after a standard wash procedure were determined by the methylthiazolyldiphenyltetrazolium bromide assay. Absorbance was read at 570 nm.
Focal Adhesion Kinase (FAK) Phosphorylation AssayThe FAK phosphorylation experiments were done according to the method described previously (22). Briefly, cells were incubated with 100 µg/ml recombinant rhodostomin proteins, fibrinogen, or mock solution for 30 min, then lysed and immunoprecipitated with anti-FAK antibodies (Upstate%20Biotechnology">Upstate Biotechnology). The resulting immuno-complexes were blotted with anti-FAK and anti-phosphotyrosine antibodies (Upstate%20Biotechnology">Upstate Biotechnology) and detected by the chemiluminescence assay (PerkinElmer Life Sciences).
Immunofluorescence StainingImmunofluorescence staining was done as described previously (22). Briefly, suspended cells were incubated with 200 µg/ml Rho-RGD, Rho-P53N, or mock solution for 30 min, then fixed, permeabilized, and labeled with monoclonal antibodies made against human integrin
3 or integrin
IIb (Chemicon), followed by fluorochrome-conjugated secondary antibodies. The resulting slides were observed using a Leica TCS SP2 confocal microscope and a Leica DM IRBE epifluorescence microscope.
Laser Tweezers ConstructionThe assembly of laser tweezers was done in the laboratory (23, 24). A 100-milliwatt CW TEM00 mode diode laser at
= 830 ± 10 nm (JDS Uniphase Corp.) was used for trapping; the power was controlled by Lab-VIEW (National Instrument) through a current driver (Newport). A probing He-Ne laser (JDS Uniphase Corp.) was also directed to the trapped object to generate a forward scattering image which was used to better position or monitor the displacement of the trapped object.
Trapping Force CalibrationThe dragging force method was applied to calibrate the trapping force of the laser tweezers. The trapping force of the laser tweezers exerted on the bead positioned at the 2 µm off-center position (in the
P mode measurements) was measured and calculated using the modified form of Stoke's Law,
![]() |
was the viscosity of the medium,
was the velocity of the laminar flow, r was the radius of the polystyrene bead (3.75 µm), and h was the distance of the trapped bead from the wall of laminar flow. The maximum and minimum trapping forces of laser tweezers at the 2 µm off-center position are 21 and 1.5 pN, respectively.
Force Measurements: the
T and
P ModeBinding force measurements between the bead and the cell were done in two ways, the
T and
P modes (Fig. 3A). In the
T mode, a bead was guided to contact a cell. After a certain interaction period (
T; from 10 to 100 s in a 10-s increment), a constant force (21 pN) was applied to hold the bead while the cell was moved away from the trapped bead by the motorized stage at a constant velocity of 1 µm/s. The percentage of the beads that resisted such detaching manipulation was plotted as a function of
T (Fig. 3B). In the
P mode, the range of the binding force distribution after a fixed period of molecular interaction was determined. A bead was held in contact with a cell by laser tweezers for 40 s (in Rho-RGD bead experiments) or 80 s (in Rho-P53N bead experiments). The laser trap was turned off and displaced off the bead-center by 2 µm. The laser was then turned on and increased the power at a steady rate (the loading rate of the trapping force is estimated 1.74 pN/s). The bead was released then retrapped twice; the minimal force just enough to "retrap" the bead was recorded. All the adjustments mentioned above were automated by computer program.
|
P mode experiments (Figs. 4 and 5) were subjected to statistical analyses starting with non-parametric methods, including generalized cross-validation (GCV)-Loess (25, 26) method, GCV-Spline method, minimal frequency selection, and maxima frequency selection method. In essence, the entire data set was first viewed as a continuous process and then categorized into separate groups by dichotomizing the length of duration (the distance between the means of groups) without making any assumption. The best optimization was determined by equality of durations and tested by the nonparametric Willcoxon rank sum test under the "obeying small sample size" hypothesis. From the non-parametric results, a hypothetical (grouping) model was built up, which was then subjected to the parametric (p-median) analysis (27). The significance level was set at p < 0.1. All statistical analyses were performed by Microsoft EXCEL and SAS 8.2 versions. | RESULTS |
|---|
|
|
|---|
IIb
3 Expressed on CHO
IIb
3 CellsBoth integrin
IIb and
3 genes were co-transfected to CHO K1 cells that contained no endogenous integrin
IIb
3 protein of their own. As shown in Fig. 1A, the resulting CHO
IIb
3 cells contained the exogenous proteins on the plasma membranes when visualized by immunofluorescence staining. Immunoprecipitation experiments (Fig. 1B) demonstrated that integrin
IIb was present in the immunocomplexes "pulled down" by the anti-integrin
3 antibody, and vice versa, suggesting that indeed the two subunits formed heterodimers in CHO
IIb
3 cells.
When plated a surface coated with the wild-type rhodostomin (Rho-RGD), CHO
IIb
3 cells adhered tightly to the substrate in a dose-dependent manner (closed circles, Fig. 1C). In contrast, the parental CHO K1 cells adhered poorly to the Rho-RGD substrate (open circles) and neither did the substrate that coated with mutant rhodostomin whose RGD domain had been changed to RGE (Rho-RGE) support the adhesion of CHO
IIb
3 cells (data not shown). These results indicated that the adhesion of CHO
IIb
3 cells to the rhodostomin substrate was mediated by the interactions between the rhodostomin ligand and the integrin
IIb
3 proteins. Interesting results were noticed when the CHO
IIb
3 cells were plated on the substrate coated with the mutant rhodostomin whose proline (Pro53) had been changed to asparagine (Rho-P53N) (closed triangles). At low concentrations (<6.25 µg/ml), the Rho-P53N substrates supported the adherence of CHO
IIb
3 cells almost equally good as the wild-type Rho-RGD. Increased coating of Rho-P53N did not further increase the cell adherence. In fact, at 25 µg/ml, only about half of the cell adhesion was observed in the Rho-P53N group, compared with Rho-RGD. This finding suggested that certain promoting effects (on cell adhesion) elicited by the wild type rhodostomin were disrupted by the P53N mutation, although the initial binding event appeared to remain intact.
|
IIb
3 and Triggering Downstream SignalingSince the cell adhesion is regulated initially by ligand-receptor binding and further enhanced by receptor clustering. We tested whether the mutant rhodostomin Rho-P53N was defective in clustering integrin or in triggering the downstream signaling. As shown in Fig. 2A, integrin
IIb
3 proteins were evenly distributed on the cell membrane of a control CHO
IIb
3 cell. After the addition of soluble Rho-RGD to the cell for 30 min, a patchy integrin
IIb
3 pattern was revealed under both an epifluorescence microscope and a confocal microscope. In contrast, treatments with the Rho-P53N mutant failed to cause any integrin clustering or membrane patch formation. Since integrin clustering has been shown to trigger the occurrence of downstream tyrosine phosphorylation (pTyr) of FAK (28), we set up experiments to examine the level of FAK phosphorylation following various ligand treatments. As shown in Fig. 2B, treating CHO
IIb
3 cells with FBN caused only little FAK phosphorylation, since most of the cellular integrin
IIb
3 proteins were not activated (and therefore could not be clustered). On the other hand, exposure of the CHO
IIb
3 cells to wild-type Rho-RGD was enough to cause a very significant increase of FAK phosphorylation, while treating the same cells with the mutant Rho-P53N had only a minor effect. These results indicated that mutant Rho-P53N was less effective than the wild-type Rho-RGD in clustering integrin
IIb
3 and was unable to trigger the downstream signaling processes.
A Typical Ensemble Interaction between Rhodostomin and Integrin Was Characterized by a Progressive Increase in Total Binding Force Over TimeIn addition to the biochemical methods, we utilized laser tweezers to measure the binding strength between the rhodostomin bead and the CHO
IIb
3 cell. As described under "Experimental Procedures," the binding force between the bead and the cell could be measured by either
T or
P assay (Fig. 3A). The
T assay was designed to quantify the dynamic change of the total binding force over time. The beads were held to contact with the CHO
IIb
3 cells for a fixed interaction period; the percentage of the bead (30 measurements for each curve, three repeats) that remained bound to the cells (or resisted the 21-pN detaching force) was determined. As shown in Fig. 3B, the percentage of bound bead progressively increased in the first 50 s of interaction then reached a plateau (closed circles). There was not significant binding between Rho-RGE bead and the CHO
IIb
3 cell (open circles). The binding of Rho-P53N beads (closed triangles) increased much slower than the wild-type Rho-RGD beads and never reached plateau even after a 10 min interaction period (data not shown). Furthermore, neither the Rho-RGD bead, nor the Rho-P53N bead could bind to the parental CHO K1 cells (data not shown). These control experiments indicated that the bead-cell interactions studied here were mediated by the rhodostomin protein on the bead and the engineered integrin
IIb
3 on the CHO
IIb
3 cell.
Quantification of the Trapping Force Exerted by the Laser TweezersTo perform the
P experiments, we need to first calibrate the trapping force exerted by the laser tweezers. As shown in Fig. 3C, we first determined that the output of laser illumination power was in a stable linear relationship to the input current and such linear relationship was maintained over a wide range of current-loading rates (30, 3, and 0.3 mA/s) and that the illumination output responded almost instantaneously to the change of the input current. We then measured the actual trapping force by using the drag force assay (29). From these calibrations, we determined that the trapping force exerted by our system could range from 1.5 to 21 pN. When the "trapping force" (in pN) is plotted as a function of laser current (mA), a linear relationship with a slope of 0.58 pN/mA was found (R2 = 0.9812; Fig. 3D). The force was limited by the 100-milliwatt diode laser employed here.
Two Monovalent Binding Forces Were Derived from the Ensemble Measurements of the Bead-Cell Interactions Using Wild-type RhodostominThe binding force exerted by a single Rho-RGD bead and a CHO
IIb
3 cell was determined after a 40-s interaction period by the
P experiment (see Fig. 3A and "Experimental Procedures"). The histogram of 210 measurements is shown in Fig. 4A. Increase of the interaction period made the histogram shift to the right, while the decrease of the interaction period made the pattern shift to the left (data not shown). Moreover, the histogram pattern suggested a distribution with several clusters (or groups). To test whether such a non-random pattern is a feature of the entire data set, or simply reflected insufficient sampling, we analyzed the data accumulation trend as the sample size increased. As shown in Fig. 4B, the pattern of cumulative data taken from 25, 50, or 75 measurements were very different. When the measurements exceeded 100, the cumulative plots appeared to reach a very significant overlap, indicating that the experimental measurements performed here (n = 210), and the features obtained from this sampling could well represent the entire data set.
|
|
We then performed the parametric analyses using partition around medoids (also known as p-median methods (27)) to identify the clustering sectors. Random grouping was first set with each group represented by the center point. The quality of clustering was indicated by the sum of the distance between the center point and another closest center. The solution to the p-median problem is to set the p center so the total distance could be minimized. We implemented a dynamic computer program to solve the p-median problem using p values from 2 to 15. The results revealed that p = 7 was a sensible choice, since the reduction in the total distance by adding one more clustering group (p = 8) was not significant. The means of the seven sectors grouped by the p-median method were (in pN): 2.234, 3.731, 6.328, 10.784, 13.730, 16.678, and 20.236. There was again a large duration (4.01 pN) across the first three means and a small duration (2.50 pN) across the last four means; these durations were comparable with those obtained by the nonparametric methods described above (4.15 and 2.54 pN).
|
IIb
3 cell (Fig. 5). Since the binding of Rho-P53N to integrin
IIb
3 was much weaker than Rho-RGD, the bead-cell interaction period was extended to 80 s, as compared with 40 s used in the wild-type rhodostomin (Rho-RGD) experiments. A total of 176 measurements were made and their histogram is shown in Fig. 5A. The data accumulation pattern suggested that such a sampling size was enough to represent the entire data set (Fig. 5B). The GCV-Loses smooth plot supported the use of 5% local regression curve (cyan curve) with R2 = 0.654, MSE = 5.73 (Fig. 5C) and led to the grouping into 12 sectors (alternative shadings in Fig. 5C). In Fig. 5D, the plot of mean ± S.D. values revealed only one single duration of 1.81 pN. Subsequent parametric p-median analyses reached a similar conclusion of a 12-sector grouping and the presence of a single duration of 1.77 pN. | DISCUSSION |
|---|
|
|
|---|
IIb
3 receptors. From the results shown in Fig. 4D, it appears that the high monovalent binding force (4.15 pN) is likely associated with the interaction that involves a lower number of molecular pairs, while the low monovalent binding force (2.54 pN) is derived from data involving more molecular pairs. These results suggest strongly that the activated integrin receptor exhibits high binding strength at the initial or early phase of interaction with the ligand. When more ligand-receptor pairs participate in such interaction, as may occur during the receptor-clustering phase, the total binding effectively increases (due to the polyvalence), while the monovalent binding force contributed by the individual ligand-receptor pair actually decreases. Of course this conclusion is an inference based on the current experimental data. Further independent measures of the unit binding force are needed.
The rhodostomin-coating procedures employed here allowed a very low density of ligand on the bead surface such that only a few ligand-receptor interactions were actually measured. In the experiments shown in Figs. 4 and 5, there were originally
2,000 measurement attempts; however, only <10% of them (210 in Fig. 4 and 176 in Fig. 5) are "informative," while the majority of the beads either fail to bind to the cell or only exhibit <1.5 pN binding strength (the minimal reliable trapping force exerted by our laser tweezers) and were not included in the statistic analysis. We believe that to limit the number of interacting pairs being quantified are essential for deriving the monovalent binding force from the ensemble measurements, otherwise the force distribution histogram would become too complicated to analyze. When the bead-cell interaction time increases, the force distribution (as the one shown in Fig. 4A or 5A) significantly shifts to the right, while decrease of the interaction time makes the pattern shift to the left (data not shown).
The binding strength and the function to trigger downstream signaling are very different between the wild-type rhodostomin and the Rho-P53N mutant. It takes twice as much interaction time to obtain the force distribution histogram shown in Fig. 5 than the wild-type rhodostomin shown in Fig. 4. Rho-RGD can support adhesion of CHO
IIb
3 cells and form large integrin patch when add to the medium. It could also effectively trigger tyrosine phosphorylation of FAK. On the other hand, the Rho-P53N mutant supports only basic cell adhesion function but never reach the same level of cell adhesion potency as the wild-type protein. Soluble Rho-P53N causes no integrin clustering or patch formation and does not elicit FAK phosphorylation (Figs. 1 and 2). The total binding strength between Rho-P53N and integrin
IIb
3 increases in a much slower rate and never reaches the plateau as the wild-type rhodostomin (Fig. 3B). To link these differences in functions to their difference in possessing two or one monovalent binding unit, we reason that Rho-P53N (and maybe other mutations surrounding the RGD integrin-binding motif) may lose the ability to further strengthen the binding between the ligand-receptor pair or to effectively trigger downstream events of integrin signaling.
The presence of two monovalent binding forces is not due to the involvement of the other endogenous integrin heterodimers of the CHO
IIb
3 cells or nonspecific binding force, since neither Rho-RGD nor Rho-P53N exhibits any binding interaction with the parental CHO K1 cell. It is unlikely that the rupture force measured in our system resulted from the separation of ligands from the polystyrene beads, because the nonspecific adsorption force between proteins and the polystyrene bead is greater than 100 pN, which is several orders of magnitude greater than monovalent binding force derived here (32, 33). We have also carefully ruled out the possibility that membrane tether formation takes place in our measurements (data not shown).
The monovalent binding force derived here are comparable with previous data using micropipette method (34) to measure FBN-integrin
IIb
3 binding, which reported a unit binding force of 2.1 pN for antibody-activated integrin
IIb
3 and 0.57 pN for the inactivated integrin. In another series of study using laser tweezers with a force loading rate of 200 pN/s, Arya et al. (35) demonstrated a unit force between FBN and integrin
IIb
3 to be 2.4 pN for inactivated integrin and 6.3 pN for the MnCl2-activated integrin. Note that the unit binding force derived from these measurements ((34) (35) and this study) are much smaller than the single FBN-integrin
IIb
3 bond strength reported by Litvinov et al. (80
100 pN; Ref. 36). The difference may result from the different types of cell models (CHO cell versus platelets), different force loading rates (<200 pN/s versus 20,000 pN/s), as well as the possible involvement of membrane tether.
Taken together, we propose the following mechanisms when a ligand encounters an activated integrin. An activated integrin binds tightly to the ligand; such high affinity is essential to initiate the interaction with the ligand. Subsequent clustering of the receptors then enables the polyvalent binding. Although the total binding strength increases over time (due mainly to the recruitment of more interacting molecular pairs), the monovalent binding contributed by individual molecular pair actually decreases. In support of this model, recent evidence has revealed two conformations that are adopted by activated integrin
IIb
3 in CHO cells (3). The high affinity form initiated platelet function but is energy unfavorable. Platelet cells solve this energy hurdle by adopting the low affinity or energy favorable form during the later (clustering) phase of the ligand-receptor interaction (37). The nature of the underlying observed stepped reduction of monovalent binding force is currently unknown but could be due to further conformational changes of the integrin (38), signaling complex formation, the interactions with the cytoskeleton (39-41), or the combination of all.
| FOOTNOTES |
|---|
1 These two authors contributed equally to this paper. ![]()
2 To whom correspondence should be addressed: Institute of Microbiology and Immunology, Institute of Biophotonics Engineering, National Yang-Ming University, Taipei, Taiwan. Tel.: 886-2-28267219; Fax: 886-2-28212880; E-mail: linch{at}ym.edu.tw.
3 The abbreviations used are: FBN, fibrinogen; Rho-RGD, recombinant wild-type rhodostomin containing R49G50D51 motif; Rho-RGE, recombinant mutant rhodostomin containing RGE motif (whose Asp51 is substituted by Glu); Rho-P53N, recombinant mutant rhodostomin whose Pro53 is substituted by Asn; FAK, focal adhesion kinase; CHO K1, Chinese hamster ovary K1 cell; CHO
IIb
3, Chinese hamster ovary K1 cell expressing exogenous integrin
IIb
3 proteins; N, newton(s); GCV, generalized cross-validation; MSE, mean square error. ![]()
| ACKNOWLEDGMENTS |
|---|
| REFERENCES |
|---|
|
|
|---|
This article has been cited by other articles:
![]() |
Y.-H. Yi, P.-Y. Ho, T.-W. Chen, W.-J. Lin, V. Gukassyan, T.-H. Tsai, D.-W. Wang, T.-S. Lew, C.-Y. Tang, S. J. Lo, et al. Membrane Targeting and Coupling of NHE1-Integrin{alpha}IIb{beta}3-NCX1 by Lipid Rafts following Integrin-Ligand Interactions Trigger Ca2+ Oscillations J. Biol. Chem., February 6, 2009; 284(6): 3855 - 3864. [Abstract] [Full Text] [PDF] |
||||
| ||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||
| HOME | HELP | FEEDBACK | SUBSCRIPTIONS | ARCHIVE | SEARCH | TABLE OF CONTENTS |
| All ASBMB Journals | Molecular and Cellular Proteomics |
| Journal of Lipid Research | ASBMB Today |