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Osmotic stress and water isotope effects in  kinesin-1 gliding motility assays Steve Koch, U. New Mexico Dept. Physics and  Center for High Technology Materials (CHTM) Thermodynamics and  kinetics of molecular  motors workshop Santa Fe, May 20, 2010 Open Notebook Science
Important corrections to talk SJK Note, May 28, 2010.  After presenting  our data in Santa Fe, Erik Schäffer pointed out to us that our slight increase in speed with time was surely due to a slow increase in the temperature of the microscope body due to the arc lamp.  This was initially counter-intuitive to me, but I finally understood his point.  This week, following the workshop, Andy did a few gliding assays which supported the notion.  He and I also did some temperature studies which showed that, indeed, the heating of the microscope continues over the course of many hours.  So, at this point we cannot say that there is any speed difference due to the type of surface passivation.  Andy’s purchasing components to stabilize the temperature so we can prove this and also eliminate the artifact from future assays.  A big thank you to Erik for taking the time to explain this to us and also to Stefan Diez who suggested the same thing to us at the Biophysical Society Annual Meeting, but it didn’t sink in at that point (we thought he meant the photons from arc lamp were causing the problem and we ruled that out). On the following slides, I’ll show our evidence from this week’s studies Speed differences seen in different caseins almost surely an artifact due to increase in microscope temperature over the course of many hours Slow increase in speed for each data set due to the same cause. See also: http://openwetware.org/wiki/User:Andy_Maloney/Notebook/Lab_Notebook_of_Andy_Maloney/2010/05/27/Casein_data_revisited http://friendfeed.com/stevekoch/e439fcd6/microscope-warming-study
Correction slide 1 Andy took the casein data all in the same morning.  First whole casein, then alpha, then beta.  Not sure about Kappa.  Andy plotted the data versus absolute time, and they support the notion of a heating effect http://openwetware.org/wiki/User:Andy_Maloney/Notebook/Lab_Notebook_of_Andy_Maloney/2010/05/27/Casein_data_revisited
Correction slide 2 Andy ran other experiments earlier this week to support the temperature effects, and the notion that it’s the microscope body, not the photons coming from lamp. A sample made from only coverglass shows same long-time speed increase, Without the initial extra-slow points This is the same kind of sample as on the left, observed after the sample on the left was done.  Consistent with microscope continuing to warm. http://openwetware.org/wiki/User:Andy_Maloney/Notebook/Lab_Notebook_of_Andy_Maloney/2010/05/25/More_on_kinesin_speed_effects_due_to_temperature
Correction slide 3 We also measured the temperature of our microscope.  After cooling overnight, upon turning on the arc lamp, it indeed continues increasing in temperature for many hours. The y-axis is 1 mV = 1 degree F.  So, temp increases from about 72 to almost 76 in 5+ hours.  Probably still rising. We measured the temperature with a probe in immersion oil on top of the objective, covered by a 1.2 mm thick slide. We’re very sure now that Erik Schaffer was correct.  Next week, we’ll confirm by using a temperature-controlled system.  See Andy’s notebook for design details http://friendfeed.com/stevekoch/e439fcd6/microscope-warming-study Lamp turned on at 45 mins
Acknowledgments Susan Atlas —Lead of the DTRA project UNM Physics / Cancer Center / Director of CARC Haiqing Liu (G. Mantano lab) —Microdevice applications of kinesin LANL & Center for Integrated Nanotechnology (CINT) Collaborations Funding DTRA —DTRA CB Basic Research Program under Grant No. HDTRA1-09-1-008 Larry Herskowitz Physics Ph.D. Student Anthony Salvagno Physics Ph.D. Student Andy Maloney Physics Ph.D. Student Brian Josey Physics B.S. Student Pranav Rathi Optics Ph.D. Student Postdoc training George Bachand— Microdevice applications of kinesin Sandia & Center for Integrated Nanotechnology (CINT)
[object Object],2.  Preliminary results isotope and osmotic  stress effects in  kinesin-1 gliding assays. See above correction slides.  These speed differences and the slow increase in speed with time are almost surely an artifact due to slowly increasing temperature of the microscope due to the arc lamp
Kinesin / MT introduction “ Kiney”
Gliding motility assay Andy Maloney Gliding motility assays Caseins Heavy Water Osmotic Stress 110 microns Assay details Dmk401 30 ug / ml MTs 29% TRITC cytoskeleton bovine Room temp. (See Andy’s poster for more details) Video: Beta casein 6x speed; false-colored Glass surface microtubule kinesin casein
Gliding motility assay Andy can finish one sample in 1 hour from start to finish 30 minutes of data, ~9,000 images Primary measurement: speed Also other qualitative measurements Advantage: lots of data quickly;   robust  assay Glass surface microtubule casein
We’ve developed an open-source,  automated microtubule tracking  and speed analysis platform 1. Automated Tracking of MTs Larry Herskowitz Image tracking   Stochastic Simulation Image Simulation MTs identified with NI Vision 7.1  Segmenting Routines Position and Angle of MT ends  found via image  pattern matching X,Y position versus time recorded for all MTs in folder heirarchy 30 minutes of raw data processed  in approx. 1 hour using 4 cores See Larry’s poster today for details Template for  pattern matching
2.  Automated Speed Analysis A. Track smoothing X, Y data are noisy; dominated by  Brownian motion of MT ends Smoothed with Gaussian-weighted 2 second window (microns) (microns)
2. Automated speed analysis B. Instantaneous speed Speed i  = |∆r i |/  ∆  t i Alternative to fitting paths to simple shapes Careful for smoothing errors -> What is gliding speed anyway?
2. Automated speed analysis C. Kernel density estimation of speed probability distribution function (PDF) Gaussian kernel, bandwidth 50 nm / s Silverman 1986 Density Estimations
2. Automated speed analysis C. Kernel density estimation of speed probability distribution function (PDF) We checked our algorithm using simulated microtubule image series * constant gliding speed w/ pause of random duration * Herskowitz and Koch (2010) Nature Precedings http://dx.doi.org/10.1038/npre.2010.4374.1
2. Automated speed analysis C. Kernel density estimation of speed probability distribution function (PDF) We checked our algorithm using simulated microtubule image series * constant gliding speed w/ pause of random duration Calculated speed 805.4 +/- 0.2 nm/s  (N=15)  Actual gliding speed 807 nm/s Pauses probably bias data a bit … more significant with wider bandwidth
2. Automated speed analysis C. Speed PDF analysis not greatly affected by pauses or tracking errors Permits automated speed determination for pooled MT tracks for given condition Most likely speed 670 +/- 5 nm / s N = 46 microtubule tracks Two minutes, 600 images, alpha casein data
2. Automated speed analysis C. Speed PDF analysis not greatly affected by pauses or tracking errors Permits automated speed determination for pooled MT tracks for given condition Alpha casein passivation N=710 MT tracks  ~30 minutes assay time Analysis time ~10 minutes on  one core See above correction slides.  The slow increase in speed is almost surely due to slow Increase in speed of the microscope, due to the arc lamp
2. Automated speed analysis Speed gradually increases with time for all casein varieties Intrinsic speed differences between varieties See also: Verma, V., Hancock, W. O., & Catchmark, J. M. (2008).  Journal of biological engineering ,  2 , 14. doi: 10.1186/1754-1611-2-14. See above correction slides.  These speed differences and the slow increase in speed with time are almost surely an artifact due to slowly increasing temperature of the microscope due to the arc lamp
Varying the properties of water may be a useful knob for studying kinesin Water isotope effects Heavy-hydrogen water (D 2 O) Heavy-oxygen water (H 2 18 O) Osmotic stress Betaine, Future work: other osmolytes: proline, sucrose, etc.   Future: denaturants May be a method for probing large-surface area interactions between kinesin and tubulin
Osmotic stress dramatically increases lifetime of bound molecular complexes An example from protein-DNA interactions Off rate reduced by >100 fold ln(Fraction bound) Sidorova and Rau No kinesin studies yet; A few myosin studies
Heavy-hydrogen water (D2O) has been used to probe the actomyosin system Chaen, S., et al (2001). Effect of deuterium oxide on actomyosin motility in vitro.  Biochimica et biophysica acta ,  1506 (3), 218-23. Pub med: 11779555. The authors list among many possible explanations, an effect on myosin-actin affinity. How should water isotopes affect kinesin motility? Answers from molecular dynamics?
Another reason we’re looking at water effects is our partnership with Atlas / Valone labs Susan Atlas (UNM; PI of our DTRA project) and Steve Valone (LANL) are developing the “Charge-Transfer Embedded-Atom Model (CT-EAM)” force field for MD simulations of kinesin and other biomolecules. Incorporates “correct” quantum mechanics so that charge transfer can be handled. One of the first benefits of CT-EAM will be better simulation of water dynamics…including for differing isotopes. Big disconnect between length and time scales for gliding assay and MD But both can look at water dynamics. MD: How many hydrating water molecules? How do water dynamics change with isotope?
Stochastic simulation can help us understand how water might affect kinesin motility Larry Herskowitz has developed an agent-based stochastic simulation to help us interpret and guide experiments more info at his poster We can ask question:  “What will happen if Kinesin-MT off rate decreases?” The answers aren’t always obvious when pathway  can branch.
Stochastic simulation can help us understand how water might affect kinesin motility Stochastic simulations tentatively indicate that increased osmotic pressure or increased water mass would decrease kinesin speed.
Heavy-hydrogen water reduces MT gliding speed. As with regular water, speed gradually increases with time Mean and SEM for last 8 points of each set. See above correction slides.  The slow increase in speed is almost surely due to slow Increase in speed of the microscope, due to the arc lamp.  The differences between isotopes is real, and potentially differences are greater than we see.
Heavy-hydrogen water reduces MT gliding speed. Speed steadily decreases as deuterium conc. Increases. Also, noticed other features (preliminarily): Reduced photobleaching Longer-lasting MTs MT-MT sticking
Other features seen in D2O assays Also, noticed other features (preliminarily): Reduced photobleaching Longer-lasting MTs MT-MT sticking It turns out there is existing literature to support all of these observations
Heavy-hydrogen water has significantly different properties from “regular” water ,[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object]
Heavy-oxygen water See above correction slides.  The slow increase in speed is almost surely due to slow Increase in speed of the microscope, due to the arc lamp.  The differences between isotopes is real, and potentially differences are greater than we see.
Surprisingly, heavy-oxygen water has similar effect on gliding speed Chemistry of oxygen-18 water similar to regular water Viscosity of oxygen-18 water only 5% higher than regular water (23% for D2O) * . Heavy-O water much less confusing, possibly more tractable theoretically. Expensive, though ($1,000 / gram) Possible that Heavy-O water is a good probe of kinesin-MT surface interaction * Viscosity: Kudish et al.  J. Chem. Soc., Faraday Trans. 1 , 1972,  68 , 2041 - 2046,  DOI:  10.1039/F19726802041
Betaine (osmolyte) substantially reduces gliding speed Unsure how important viscosity increase is. Need to repeat with other osmolytes See above correction slides.  The slow increase in speed is almost surely due to slow Increase in speed of the microscope, due to the arc lamp.  The differences between osmolyte concentrations is real.
Current conclusions from water and other experiments Heavy-oxygen water looks like promising probe of hydration effects Heavy-hydrogen water may also be interesting probe, but more complicated.  May have benefits for stabilization of protein in the lab or in microdevices. Betaine has strong effect on gliding speed.  Viscosity a confounding variable.  Need to compare with other osmolytes. Need a better grasp of solution thermodynamics and kinetics and effect on motor proteins. Type of surface passivation affects gliding speed.  Gliding speed also increases with time.
Open Data, Open-source Software All data presented here is CC0-licensed and available online: http://openwetware.org/wiki/Koch_Lab:Data/MT_Gliding_Assay_Readme_File We’re still working on the organization and how to best share.  In the meantime: If useful to you, get in touch and we can help you with the software and / or figuring out the data sets!
Acknowledgments Susan Atlas —Lead of the DTRA project UNM Physics / Cancer Center / Director of CARC Haiqing Liu (G. Mantano lab) —Microdevice applications of kinesin LANL & Center for Integrated Nanotechnology (CINT) Collaborations Funding DTRA —DTRA CB Basic Research Program under Grant No. HDTRA1-09-1-008 Larry Herskowitz Physics Ph.D. Student Anthony Salvagno Physics Ph.D. Student Andy Maloney Physics Ph.D. Student Brian Josey Physics B.S. Student Pranav Rathi Optics Ph.D. Student Postdoc training George Bachand— Microdevice applications of kinesin Sandia & Center for Integrated Nanotechnology (CINT)

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Osmotic stress and water isotope effects in kinesin gliding assays

  • 1. Osmotic stress and water isotope effects in kinesin-1 gliding motility assays Steve Koch, U. New Mexico Dept. Physics and Center for High Technology Materials (CHTM) Thermodynamics and kinetics of molecular motors workshop Santa Fe, May 20, 2010 Open Notebook Science
  • 2. Important corrections to talk SJK Note, May 28, 2010. After presenting our data in Santa Fe, Erik Schäffer pointed out to us that our slight increase in speed with time was surely due to a slow increase in the temperature of the microscope body due to the arc lamp. This was initially counter-intuitive to me, but I finally understood his point. This week, following the workshop, Andy did a few gliding assays which supported the notion. He and I also did some temperature studies which showed that, indeed, the heating of the microscope continues over the course of many hours. So, at this point we cannot say that there is any speed difference due to the type of surface passivation. Andy’s purchasing components to stabilize the temperature so we can prove this and also eliminate the artifact from future assays. A big thank you to Erik for taking the time to explain this to us and also to Stefan Diez who suggested the same thing to us at the Biophysical Society Annual Meeting, but it didn’t sink in at that point (we thought he meant the photons from arc lamp were causing the problem and we ruled that out). On the following slides, I’ll show our evidence from this week’s studies Speed differences seen in different caseins almost surely an artifact due to increase in microscope temperature over the course of many hours Slow increase in speed for each data set due to the same cause. See also: http://openwetware.org/wiki/User:Andy_Maloney/Notebook/Lab_Notebook_of_Andy_Maloney/2010/05/27/Casein_data_revisited http://friendfeed.com/stevekoch/e439fcd6/microscope-warming-study
  • 3. Correction slide 1 Andy took the casein data all in the same morning. First whole casein, then alpha, then beta. Not sure about Kappa. Andy plotted the data versus absolute time, and they support the notion of a heating effect http://openwetware.org/wiki/User:Andy_Maloney/Notebook/Lab_Notebook_of_Andy_Maloney/2010/05/27/Casein_data_revisited
  • 4. Correction slide 2 Andy ran other experiments earlier this week to support the temperature effects, and the notion that it’s the microscope body, not the photons coming from lamp. A sample made from only coverglass shows same long-time speed increase, Without the initial extra-slow points This is the same kind of sample as on the left, observed after the sample on the left was done. Consistent with microscope continuing to warm. http://openwetware.org/wiki/User:Andy_Maloney/Notebook/Lab_Notebook_of_Andy_Maloney/2010/05/25/More_on_kinesin_speed_effects_due_to_temperature
  • 5. Correction slide 3 We also measured the temperature of our microscope. After cooling overnight, upon turning on the arc lamp, it indeed continues increasing in temperature for many hours. The y-axis is 1 mV = 1 degree F. So, temp increases from about 72 to almost 76 in 5+ hours. Probably still rising. We measured the temperature with a probe in immersion oil on top of the objective, covered by a 1.2 mm thick slide. We’re very sure now that Erik Schaffer was correct. Next week, we’ll confirm by using a temperature-controlled system. See Andy’s notebook for design details http://friendfeed.com/stevekoch/e439fcd6/microscope-warming-study Lamp turned on at 45 mins
  • 6. Acknowledgments Susan Atlas —Lead of the DTRA project UNM Physics / Cancer Center / Director of CARC Haiqing Liu (G. Mantano lab) —Microdevice applications of kinesin LANL & Center for Integrated Nanotechnology (CINT) Collaborations Funding DTRA —DTRA CB Basic Research Program under Grant No. HDTRA1-09-1-008 Larry Herskowitz Physics Ph.D. Student Anthony Salvagno Physics Ph.D. Student Andy Maloney Physics Ph.D. Student Brian Josey Physics B.S. Student Pranav Rathi Optics Ph.D. Student Postdoc training George Bachand— Microdevice applications of kinesin Sandia & Center for Integrated Nanotechnology (CINT)
  • 7.
  • 8. Kinesin / MT introduction “ Kiney”
  • 9. Gliding motility assay Andy Maloney Gliding motility assays Caseins Heavy Water Osmotic Stress 110 microns Assay details Dmk401 30 ug / ml MTs 29% TRITC cytoskeleton bovine Room temp. (See Andy’s poster for more details) Video: Beta casein 6x speed; false-colored Glass surface microtubule kinesin casein
  • 10. Gliding motility assay Andy can finish one sample in 1 hour from start to finish 30 minutes of data, ~9,000 images Primary measurement: speed Also other qualitative measurements Advantage: lots of data quickly; robust assay Glass surface microtubule casein
  • 11. We’ve developed an open-source, automated microtubule tracking and speed analysis platform 1. Automated Tracking of MTs Larry Herskowitz Image tracking Stochastic Simulation Image Simulation MTs identified with NI Vision 7.1 Segmenting Routines Position and Angle of MT ends found via image pattern matching X,Y position versus time recorded for all MTs in folder heirarchy 30 minutes of raw data processed in approx. 1 hour using 4 cores See Larry’s poster today for details Template for pattern matching
  • 12. 2. Automated Speed Analysis A. Track smoothing X, Y data are noisy; dominated by Brownian motion of MT ends Smoothed with Gaussian-weighted 2 second window (microns) (microns)
  • 13. 2. Automated speed analysis B. Instantaneous speed Speed i = |∆r i |/ ∆ t i Alternative to fitting paths to simple shapes Careful for smoothing errors -> What is gliding speed anyway?
  • 14. 2. Automated speed analysis C. Kernel density estimation of speed probability distribution function (PDF) Gaussian kernel, bandwidth 50 nm / s Silverman 1986 Density Estimations
  • 15. 2. Automated speed analysis C. Kernel density estimation of speed probability distribution function (PDF) We checked our algorithm using simulated microtubule image series * constant gliding speed w/ pause of random duration * Herskowitz and Koch (2010) Nature Precedings http://dx.doi.org/10.1038/npre.2010.4374.1
  • 16. 2. Automated speed analysis C. Kernel density estimation of speed probability distribution function (PDF) We checked our algorithm using simulated microtubule image series * constant gliding speed w/ pause of random duration Calculated speed 805.4 +/- 0.2 nm/s (N=15) Actual gliding speed 807 nm/s Pauses probably bias data a bit … more significant with wider bandwidth
  • 17. 2. Automated speed analysis C. Speed PDF analysis not greatly affected by pauses or tracking errors Permits automated speed determination for pooled MT tracks for given condition Most likely speed 670 +/- 5 nm / s N = 46 microtubule tracks Two minutes, 600 images, alpha casein data
  • 18. 2. Automated speed analysis C. Speed PDF analysis not greatly affected by pauses or tracking errors Permits automated speed determination for pooled MT tracks for given condition Alpha casein passivation N=710 MT tracks ~30 minutes assay time Analysis time ~10 minutes on one core See above correction slides. The slow increase in speed is almost surely due to slow Increase in speed of the microscope, due to the arc lamp
  • 19. 2. Automated speed analysis Speed gradually increases with time for all casein varieties Intrinsic speed differences between varieties See also: Verma, V., Hancock, W. O., & Catchmark, J. M. (2008). Journal of biological engineering , 2 , 14. doi: 10.1186/1754-1611-2-14. See above correction slides. These speed differences and the slow increase in speed with time are almost surely an artifact due to slowly increasing temperature of the microscope due to the arc lamp
  • 20. Varying the properties of water may be a useful knob for studying kinesin Water isotope effects Heavy-hydrogen water (D 2 O) Heavy-oxygen water (H 2 18 O) Osmotic stress Betaine, Future work: other osmolytes: proline, sucrose, etc. Future: denaturants May be a method for probing large-surface area interactions between kinesin and tubulin
  • 21. Osmotic stress dramatically increases lifetime of bound molecular complexes An example from protein-DNA interactions Off rate reduced by >100 fold ln(Fraction bound) Sidorova and Rau No kinesin studies yet; A few myosin studies
  • 22. Heavy-hydrogen water (D2O) has been used to probe the actomyosin system Chaen, S., et al (2001). Effect of deuterium oxide on actomyosin motility in vitro. Biochimica et biophysica acta , 1506 (3), 218-23. Pub med: 11779555. The authors list among many possible explanations, an effect on myosin-actin affinity. How should water isotopes affect kinesin motility? Answers from molecular dynamics?
  • 23. Another reason we’re looking at water effects is our partnership with Atlas / Valone labs Susan Atlas (UNM; PI of our DTRA project) and Steve Valone (LANL) are developing the “Charge-Transfer Embedded-Atom Model (CT-EAM)” force field for MD simulations of kinesin and other biomolecules. Incorporates “correct” quantum mechanics so that charge transfer can be handled. One of the first benefits of CT-EAM will be better simulation of water dynamics…including for differing isotopes. Big disconnect between length and time scales for gliding assay and MD But both can look at water dynamics. MD: How many hydrating water molecules? How do water dynamics change with isotope?
  • 24. Stochastic simulation can help us understand how water might affect kinesin motility Larry Herskowitz has developed an agent-based stochastic simulation to help us interpret and guide experiments more info at his poster We can ask question: “What will happen if Kinesin-MT off rate decreases?” The answers aren’t always obvious when pathway can branch.
  • 25. Stochastic simulation can help us understand how water might affect kinesin motility Stochastic simulations tentatively indicate that increased osmotic pressure or increased water mass would decrease kinesin speed.
  • 26. Heavy-hydrogen water reduces MT gliding speed. As with regular water, speed gradually increases with time Mean and SEM for last 8 points of each set. See above correction slides. The slow increase in speed is almost surely due to slow Increase in speed of the microscope, due to the arc lamp. The differences between isotopes is real, and potentially differences are greater than we see.
  • 27. Heavy-hydrogen water reduces MT gliding speed. Speed steadily decreases as deuterium conc. Increases. Also, noticed other features (preliminarily): Reduced photobleaching Longer-lasting MTs MT-MT sticking
  • 28. Other features seen in D2O assays Also, noticed other features (preliminarily): Reduced photobleaching Longer-lasting MTs MT-MT sticking It turns out there is existing literature to support all of these observations
  • 29.
  • 30. Heavy-oxygen water See above correction slides. The slow increase in speed is almost surely due to slow Increase in speed of the microscope, due to the arc lamp. The differences between isotopes is real, and potentially differences are greater than we see.
  • 31. Surprisingly, heavy-oxygen water has similar effect on gliding speed Chemistry of oxygen-18 water similar to regular water Viscosity of oxygen-18 water only 5% higher than regular water (23% for D2O) * . Heavy-O water much less confusing, possibly more tractable theoretically. Expensive, though ($1,000 / gram) Possible that Heavy-O water is a good probe of kinesin-MT surface interaction * Viscosity: Kudish et al. J. Chem. Soc., Faraday Trans. 1 , 1972, 68 , 2041 - 2046, DOI: 10.1039/F19726802041
  • 32. Betaine (osmolyte) substantially reduces gliding speed Unsure how important viscosity increase is. Need to repeat with other osmolytes See above correction slides. The slow increase in speed is almost surely due to slow Increase in speed of the microscope, due to the arc lamp. The differences between osmolyte concentrations is real.
  • 33. Current conclusions from water and other experiments Heavy-oxygen water looks like promising probe of hydration effects Heavy-hydrogen water may also be interesting probe, but more complicated. May have benefits for stabilization of protein in the lab or in microdevices. Betaine has strong effect on gliding speed. Viscosity a confounding variable. Need to compare with other osmolytes. Need a better grasp of solution thermodynamics and kinetics and effect on motor proteins. Type of surface passivation affects gliding speed. Gliding speed also increases with time.
  • 34. Open Data, Open-source Software All data presented here is CC0-licensed and available online: http://openwetware.org/wiki/Koch_Lab:Data/MT_Gliding_Assay_Readme_File We’re still working on the organization and how to best share. In the meantime: If useful to you, get in touch and we can help you with the software and / or figuring out the data sets!
  • 35. Acknowledgments Susan Atlas —Lead of the DTRA project UNM Physics / Cancer Center / Director of CARC Haiqing Liu (G. Mantano lab) —Microdevice applications of kinesin LANL & Center for Integrated Nanotechnology (CINT) Collaborations Funding DTRA —DTRA CB Basic Research Program under Grant No. HDTRA1-09-1-008 Larry Herskowitz Physics Ph.D. Student Anthony Salvagno Physics Ph.D. Student Andy Maloney Physics Ph.D. Student Brian Josey Physics B.S. Student Pranav Rathi Optics Ph.D. Student Postdoc training George Bachand— Microdevice applications of kinesin Sandia & Center for Integrated Nanotechnology (CINT)