SlideShare a Scribd company logo
1 of 18
Download to read offline
Nano-mixing of Dipyridamole Drug and
Excipient Nanoparticles by Sonication in
              Liquid CO2
                q


      Ganesh P Sanganwar and Ram B Gupta
             P.                       B.
        Department of Chemical engineering
           Auburn University, Auburn, AL
Poorly water soluble drugs



          Tablet                                               Granules




Stomach
                   Particles



                                                        Rate of Dissolution << Rate of absorption
                          ointestinal Tract




                                                                          Drug in
                                                                 systemic circulation
                     Gastro




                                                                                             2
                                              Transit
Dissolution rate enhancement

Noyes-Whitney Equation                                     A.D
                                     Di l ti n R t =
                                     Dissolutio Rate           × (Cs − Cb )
   Decreasing particle size                                 h
                                        A – Surface area
   Increasing surface area (by
                                        D –Diffusion coefficient
                                           Diff i       ffi i t
   solid dispersion, adsorption of
                                        h- Boundary layer thickness
   drug onto high surface area          Cs – Saturation solubility

   carrier)                             Cb – Bulk concentration

   Decreasing crystallinity

   Complexing with cyclodextrin

   Salt formation

                                                                       3
Improvement in bioavailability by nanosizing



                             100 nm



                     500 nm

                     2000 nm

                     5000 nm




          Bioavailability = % drug absorbed = Area under the curve
          Bi    il bilit      d     b   b d A        d th
                *ElanTechnologies                                4
http://www.elan.com/EDT/nanocrystal_technology/
Importance of deagglomeration and mixing
                                           Reason for agglomeration
       Van der Waals attractions +Electrostatic force +Capillary force > Gravitational force
                                                         p     y

                    Van der Waals attractions α d ; Gravitational force α d3

                                           Effect of agglomeration
                                                      gg
       Caking, poor flowability, segregation, content non homogeneity in tablets, loss in
       bioavailability of drugs , etc.
                                                                                  90

                                                                                  80
                                                                                                19-27 µm
                                                                                  70
                                                             Drug Dissolved (%)

                                                                                  60

                                                                                  50

                                                                                  40                   10-38 µm

                                                                                  30

                                                                                  20                 3-108 µm

                                                                                  10

                                                                                   0
                                                                                       0   10          20         30   40
                                                                                                                            5
                                                                                                  Time (minutes)
*De   Villiers, M. M., 1996.. Int. J. Pharm. 136, 175-179.
Available mixers

  Currently available mixers are not effective in deagglomeration
  of particles smaller than 10 micron

  Require very high shear or impaction

  Rotary and vibratory ball mill can be used for fine powders but
  may affect crystal lattice of particles.

  Tumbler, most common mixer, is not effective if
  deagglomeration is required.
     gg                q




                                                                    6
Method for deagglomeration and mixing

   Mechanism: Mixing by cavitation in liquid CO2




                                                   7
Materials

            Dipyridamole (Used as an anti-thrombosis agent)
        Dosage = 25 75 mg
        D         25-75
        Aqueous Solubility = 0.012 mg/ml
        Dose/Solubility = 5000 > 250 ml
        MP=
        MP 163 °C
        logP =1.5
        pKa =6.4



            Excipients

       Hydrophobic and Hydrophilic silica (primary particle size = 9-30 nm)
       Lactose monohydrate (D50 ≤ 5 µm , D90 ≤ 10 µm)


*   Wishart, et al., Nucleic Acids Res. 1(34), D668-D672.                     8
Dipyridamole Nano-flakes by bottom-up approach

    Supercritical antisolvent-enhanced mass transfer (SAS-EM)
                                                                  Drug Solution Flow rate – 1 ml/min
                                                                  Drug concentration – 5 mg/ml in DCM
                                                                  Antisolvent Flow rate (CO2) – 10-15
                                                                gm/min
                                                                g
                                                                  Ultrasound Amplitude – 25-40 %




                                                                                                   9
P. Chattopadhyay, R. B. Gupta. Int J Pharm. 228 (2001) 19-31.
Continued….
             Production of dipyridamole nanoflakes




                        10 µm                                                      2 µm




Drug from supplier (Sigma-Aldrich)   Dipyridamole flakes produced by SAS-EM
                                                      45       Drug  from SAS‐EM method
                                                      40
                                                      35
                                        Length (µm)   30
                                                      25
                                                      20
                                                      15
                                                      10
                                                      5
                                                      0
                                                                                               10
                                                           0   5         10               15        20
                                                                      Width (µm)
Apparatus for nanomixing

            Sonication in Liquid CO2


                                       Pressure = 1100 psig
                                       Temperature = 5-10 °C
                                       T      t      5 10




                                                        11
Deagglomeration
   gg
              Deagglomeration and Mixing by Sonication
Agglomerated Dipyridamole flakes

                                        Deagglomeration and mixing of
                                        dipyridamole with lactose

                                              Drug Particles

                    2 µm
                           Sonication

          Lactose




                                                                  12
Drug homogeneity
           g     g     y

         5
                               Sample weight = 10 mg
                               S   l    i ht
         4                     Silica
                                            n=10
                                                                            n
         3
                                                                       1
                                                                           ∑ (C − Ci )
                                                                           i =1
RSD %




                                                               RSD =
                                                                       C          n −1
         2


         1


         0
             0       1     2            3          4   5   6
                          Drug content (wt%)

                                                                                  13
                 Low RSD is indicator of better mixing quality!
Drug Dissolution
   g
                        120

                        100
   Drug Dissolved (%)



                         80

                         60
        D




                         40
                                                Nanomixed -drug nanoflakes/lactose (5 wt%)

                                                Physical Mixture - drug nanoflakes/lactose (5 wt% drug)
                         20
                                                Drug Nanoflakes

                                                Supplier Drug
                          0
                              0   15   30     45           60              75               90
                                        Time (minutes)
                                                                                                          14
     Higher dissolution rate for nanomixed mixture!
Deagglomeration and mixing by sonication
   gg                    g y
      Silica                         Nanomixed-silica/drug nanoflakes




                                           Drug Particles
                        Sonication

  Dipyridamole flakes




                 2 µm                                          15
Handling Properties
       g    p

  Component or Mixture         Aerated         Tapped     C.I. (%)   Hausner
                               Density         Density                Ratio
                               (mg/ml)         (mg/ml)

      Silica (Hydrophobic)      37.13           45.97       19.2         1.23
   Dipyridamole ( SAS-EM)        36.4           55.7        52.9         1.53
   Sonication-Dipyridamole
    (SAS-EM) and silica         150.3            167        10.0         1.11


Flow Character      C.I. (%)   Hausner Ratio       Compressibility Index (%)
   Excellent          < 10       1.00-1.11
     Good            11-15       1.12-1.18
      Fair           16-20       1.19-1.25
   Passable          21-25       1.26-1.34
      Poor           36-31       1.35-1.45               Hausner Ratio
   Very poor         32-37       1.46-1.59
 Very Very poor       >38          >1.60



                        Better handling properties !                            16
Conclusions

   Effective deagglomeration and mixing of drug nanoparticles
   with excipients

   Potential use of this method in deagglomeration and mixing
   for low drug strength dosage (
              g       g       g (RSD of 3.8 % for 0.14 wt%
   drug)

   Nanomixed drug-lactose mixture shows higher dissolution
               drug lactose
   rate than agglomerated drug nanoflakes

   Drug-silica
   Drug silica mixture has better flowability as compared to pure
   drug nanoflakes

   Presence of excipient particles b t
   P         f    i i t       ti l between nanoflakes can
                                               fl k
   improve physical stability or shelf life                         17
Acknowledgement
         g

   The National Science Foundation
      NIRT grant DMI-0506722
   Technical discussion on sonication with Prof. Rajesh
   N.
   N Dave (NJIT Newark)
           (NJIT,




                    Thank you !



                                                      18

More Related Content

What's hot

Comparative Studies on Growth & Biochemical Characteristics of Gerbera Grown ...
Comparative Studies on Growth & Biochemical Characteristics of Gerbera Grown ...Comparative Studies on Growth & Biochemical Characteristics of Gerbera Grown ...
Comparative Studies on Growth & Biochemical Characteristics of Gerbera Grown ...Othima Sharma
 
miniemulsion polymerization of butadiene 2015
miniemulsion polymerization of butadiene 2015miniemulsion polymerization of butadiene 2015
miniemulsion polymerization of butadiene 2015Ahmed Moustafa
 
Tour HP Science of Supplies 2010
Tour HP Science of Supplies 2010Tour HP Science of Supplies 2010
Tour HP Science of Supplies 2010Silvio De Rossi
 
International Journal of Computational Engineering Research(IJCER)
International Journal of Computational Engineering Research(IJCER)International Journal of Computational Engineering Research(IJCER)
International Journal of Computational Engineering Research(IJCER)ijceronline
 
Characterizing Nanoparticles used in Bio Applications
Characterizing Nanoparticles used in Bio ApplicationsCharacterizing Nanoparticles used in Bio Applications
Characterizing Nanoparticles used in Bio ApplicationsHORIBA Particle
 
Cyto gi ingekort
Cyto gi ingekortCyto gi ingekort
Cyto gi ingekortmichielvds
 
MethaneDigester Design
MethaneDigester DesignMethaneDigester Design
MethaneDigester Designhkhandker
 
Bio manufacturing summit croughan et al jan 2010
Bio manufacturing summit croughan et al jan 2010Bio manufacturing summit croughan et al jan 2010
Bio manufacturing summit croughan et al jan 2010cellculturedish2
 
Reaxis waterborne presentation acs2012
Reaxis waterborne presentation acs2012Reaxis waterborne presentation acs2012
Reaxis waterborne presentation acs2012Reaxis
 
Welcome to International Journal of Engineering Research and Development (IJERD)
Welcome to International Journal of Engineering Research and Development (IJERD)Welcome to International Journal of Engineering Research and Development (IJERD)
Welcome to International Journal of Engineering Research and Development (IJERD)IJERD Editor
 
Dr. Charles Clanton - Progress on Pit Foam
Dr. Charles Clanton - Progress on Pit FoamDr. Charles Clanton - Progress on Pit Foam
Dr. Charles Clanton - Progress on Pit FoamJohn Blue
 
Production and evaluation of biodiesel from palm oil and ghee (clarified butter)
Production and evaluation of biodiesel from palm oil and ghee (clarified butter)Production and evaluation of biodiesel from palm oil and ghee (clarified butter)
Production and evaluation of biodiesel from palm oil and ghee (clarified butter)Alexander Decker
 
Landfill gas as a source of fuel
Landfill gas as a source of fuelLandfill gas as a source of fuel
Landfill gas as a source of fuelAvick Sil
 
Particle Size Analysis for Homogenization Process Development
Particle Size Analysis for Homogenization Process Development Particle Size Analysis for Homogenization Process Development
Particle Size Analysis for Homogenization Process Development HORIBA Particle
 

What's hot (16)

Comparative Studies on Growth & Biochemical Characteristics of Gerbera Grown ...
Comparative Studies on Growth & Biochemical Characteristics of Gerbera Grown ...Comparative Studies on Growth & Biochemical Characteristics of Gerbera Grown ...
Comparative Studies on Growth & Biochemical Characteristics of Gerbera Grown ...
 
miniemulsion polymerization of butadiene 2015
miniemulsion polymerization of butadiene 2015miniemulsion polymerization of butadiene 2015
miniemulsion polymerization of butadiene 2015
 
Tour HP Science of Supplies 2010
Tour HP Science of Supplies 2010Tour HP Science of Supplies 2010
Tour HP Science of Supplies 2010
 
International Journal of Computational Engineering Research(IJCER)
International Journal of Computational Engineering Research(IJCER)International Journal of Computational Engineering Research(IJCER)
International Journal of Computational Engineering Research(IJCER)
 
Characterizing Nanoparticles used in Bio Applications
Characterizing Nanoparticles used in Bio ApplicationsCharacterizing Nanoparticles used in Bio Applications
Characterizing Nanoparticles used in Bio Applications
 
Cyto gi ingekort
Cyto gi ingekortCyto gi ingekort
Cyto gi ingekort
 
MethaneDigester Design
MethaneDigester DesignMethaneDigester Design
MethaneDigester Design
 
Bio manufacturing summit croughan et al jan 2010
Bio manufacturing summit croughan et al jan 2010Bio manufacturing summit croughan et al jan 2010
Bio manufacturing summit croughan et al jan 2010
 
Reaxis waterborne presentation acs2012
Reaxis waterborne presentation acs2012Reaxis waterborne presentation acs2012
Reaxis waterborne presentation acs2012
 
Spherical agglomeration
Spherical agglomerationSpherical agglomeration
Spherical agglomeration
 
Welcome to International Journal of Engineering Research and Development (IJERD)
Welcome to International Journal of Engineering Research and Development (IJERD)Welcome to International Journal of Engineering Research and Development (IJERD)
Welcome to International Journal of Engineering Research and Development (IJERD)
 
Dr. Charles Clanton - Progress on Pit Foam
Dr. Charles Clanton - Progress on Pit FoamDr. Charles Clanton - Progress on Pit Foam
Dr. Charles Clanton - Progress on Pit Foam
 
Production and evaluation of biodiesel from palm oil and ghee (clarified butter)
Production and evaluation of biodiesel from palm oil and ghee (clarified butter)Production and evaluation of biodiesel from palm oil and ghee (clarified butter)
Production and evaluation of biodiesel from palm oil and ghee (clarified butter)
 
Landfill gas as a source of fuel
Landfill gas as a source of fuelLandfill gas as a source of fuel
Landfill gas as a source of fuel
 
Chitosan for chili plant-Gatot Trimulyadi, Dr,Ir
Chitosan for chili plant-Gatot Trimulyadi, Dr,IrChitosan for chili plant-Gatot Trimulyadi, Dr,Ir
Chitosan for chili plant-Gatot Trimulyadi, Dr,Ir
 
Particle Size Analysis for Homogenization Process Development
Particle Size Analysis for Homogenization Process Development Particle Size Analysis for Homogenization Process Development
Particle Size Analysis for Homogenization Process Development
 

Similar to Dipyridamole Nanomixing- AIChE\' 08

Preformulation
PreformulationPreformulation
Preformulationlahari522
 
Development and validation of new rp hplc method for analysis of capecitabine...
Development and validation of new rp hplc method for analysis of capecitabine...Development and validation of new rp hplc method for analysis of capecitabine...
Development and validation of new rp hplc method for analysis of capecitabine...IJSIT Editor
 
Controlled release oral drug delivery
Controlled release oral drug deliveryControlled release oral drug delivery
Controlled release oral drug deliveryGaurav Kr
 
Application of molecular interaction engineering in nanoscience and drug design
Application of molecular interaction engineering in nanoscience and drug design Application of molecular interaction engineering in nanoscience and drug design
Application of molecular interaction engineering in nanoscience and drug design Man Singh
 
Direct aesthetic restorative materials
Direct aesthetic restorative materialsDirect aesthetic restorative materials
Direct aesthetic restorative materialsIAU Dent
 
Particle Size Analysis for Pharmaceutical Homogenization Process Development
Particle Size Analysis for Pharmaceutical Homogenization Process DevelopmentParticle Size Analysis for Pharmaceutical Homogenization Process Development
Particle Size Analysis for Pharmaceutical Homogenization Process DevelopmentHORIBA Particle
 
An Approach for Mapping the Vulnerability of European Union Soils to Antibiot...
An Approach for Mapping the Vulnerability of European Union Soils to Antibiot...An Approach for Mapping the Vulnerability of European Union Soils to Antibiot...
An Approach for Mapping the Vulnerability of European Union Soils to Antibiot...Esri
 
Sagar Goda dissolution studies
Sagar Goda dissolution studies Sagar Goda dissolution studies
Sagar Goda dissolution studies Sagar Goda
 
Tributyrin against melanoma
Tributyrin against melanomaTributyrin against melanoma
Tributyrin against melanomaFei Xiang
 
Pre-Formulation.pdf
Pre-Formulation.pdfPre-Formulation.pdf
Pre-Formulation.pdfHamedaltaj
 
Introduction to Powder Size Analysis for Cell Culture Media
Introduction to Powder Size Analysis for Cell Culture MediaIntroduction to Powder Size Analysis for Cell Culture Media
Introduction to Powder Size Analysis for Cell Culture MediaKurt Sundgren
 
MICROMERITICS & PRECIPITATION
MICROMERITICS & PRECIPITATIONMICROMERITICS & PRECIPITATION
MICROMERITICS & PRECIPITATIONAsra Hameed
 

Similar to Dipyridamole Nanomixing- AIChE\' 08 (13)

Preformulation
PreformulationPreformulation
Preformulation
 
Development and validation of new rp hplc method for analysis of capecitabine...
Development and validation of new rp hplc method for analysis of capecitabine...Development and validation of new rp hplc method for analysis of capecitabine...
Development and validation of new rp hplc method for analysis of capecitabine...
 
Vivek_Thesis
Vivek_ThesisVivek_Thesis
Vivek_Thesis
 
Controlled release oral drug delivery
Controlled release oral drug deliveryControlled release oral drug delivery
Controlled release oral drug delivery
 
Application of molecular interaction engineering in nanoscience and drug design
Application of molecular interaction engineering in nanoscience and drug design Application of molecular interaction engineering in nanoscience and drug design
Application of molecular interaction engineering in nanoscience and drug design
 
Direct aesthetic restorative materials
Direct aesthetic restorative materialsDirect aesthetic restorative materials
Direct aesthetic restorative materials
 
Particle Size Analysis for Pharmaceutical Homogenization Process Development
Particle Size Analysis for Pharmaceutical Homogenization Process DevelopmentParticle Size Analysis for Pharmaceutical Homogenization Process Development
Particle Size Analysis for Pharmaceutical Homogenization Process Development
 
An Approach for Mapping the Vulnerability of European Union Soils to Antibiot...
An Approach for Mapping the Vulnerability of European Union Soils to Antibiot...An Approach for Mapping the Vulnerability of European Union Soils to Antibiot...
An Approach for Mapping the Vulnerability of European Union Soils to Antibiot...
 
Sagar Goda dissolution studies
Sagar Goda dissolution studies Sagar Goda dissolution studies
Sagar Goda dissolution studies
 
Tributyrin against melanoma
Tributyrin against melanomaTributyrin against melanoma
Tributyrin against melanoma
 
Pre-Formulation.pdf
Pre-Formulation.pdfPre-Formulation.pdf
Pre-Formulation.pdf
 
Introduction to Powder Size Analysis for Cell Culture Media
Introduction to Powder Size Analysis for Cell Culture MediaIntroduction to Powder Size Analysis for Cell Culture Media
Introduction to Powder Size Analysis for Cell Culture Media
 
MICROMERITICS & PRECIPITATION
MICROMERITICS & PRECIPITATIONMICROMERITICS & PRECIPITATION
MICROMERITICS & PRECIPITATION
 

Dipyridamole Nanomixing- AIChE\' 08

  • 1. Nano-mixing of Dipyridamole Drug and Excipient Nanoparticles by Sonication in Liquid CO2 q Ganesh P Sanganwar and Ram B Gupta P. B. Department of Chemical engineering Auburn University, Auburn, AL
  • 2. Poorly water soluble drugs Tablet Granules Stomach Particles Rate of Dissolution << Rate of absorption ointestinal Tract Drug in systemic circulation Gastro 2 Transit
  • 3. Dissolution rate enhancement Noyes-Whitney Equation A.D Di l ti n R t = Dissolutio Rate × (Cs − Cb ) Decreasing particle size h A – Surface area Increasing surface area (by D –Diffusion coefficient Diff i ffi i t solid dispersion, adsorption of h- Boundary layer thickness drug onto high surface area Cs – Saturation solubility carrier) Cb – Bulk concentration Decreasing crystallinity Complexing with cyclodextrin Salt formation 3
  • 4. Improvement in bioavailability by nanosizing 100 nm 500 nm 2000 nm 5000 nm Bioavailability = % drug absorbed = Area under the curve Bi il bilit d b b d A d th *ElanTechnologies 4 http://www.elan.com/EDT/nanocrystal_technology/
  • 5. Importance of deagglomeration and mixing Reason for agglomeration Van der Waals attractions +Electrostatic force +Capillary force > Gravitational force p y Van der Waals attractions α d ; Gravitational force α d3 Effect of agglomeration gg Caking, poor flowability, segregation, content non homogeneity in tablets, loss in bioavailability of drugs , etc. 90 80 19-27 µm 70 Drug Dissolved (%) 60 50 40 10-38 µm 30 20 3-108 µm 10 0 0 10 20 30 40 5 Time (minutes) *De Villiers, M. M., 1996.. Int. J. Pharm. 136, 175-179.
  • 6. Available mixers Currently available mixers are not effective in deagglomeration of particles smaller than 10 micron Require very high shear or impaction Rotary and vibratory ball mill can be used for fine powders but may affect crystal lattice of particles. Tumbler, most common mixer, is not effective if deagglomeration is required. gg q 6
  • 7. Method for deagglomeration and mixing Mechanism: Mixing by cavitation in liquid CO2 7
  • 8. Materials Dipyridamole (Used as an anti-thrombosis agent) Dosage = 25 75 mg D 25-75 Aqueous Solubility = 0.012 mg/ml Dose/Solubility = 5000 > 250 ml MP= MP 163 °C logP =1.5 pKa =6.4 Excipients Hydrophobic and Hydrophilic silica (primary particle size = 9-30 nm) Lactose monohydrate (D50 ≤ 5 µm , D90 ≤ 10 µm) * Wishart, et al., Nucleic Acids Res. 1(34), D668-D672. 8
  • 9. Dipyridamole Nano-flakes by bottom-up approach Supercritical antisolvent-enhanced mass transfer (SAS-EM) Drug Solution Flow rate – 1 ml/min Drug concentration – 5 mg/ml in DCM Antisolvent Flow rate (CO2) – 10-15 gm/min g Ultrasound Amplitude – 25-40 % 9 P. Chattopadhyay, R. B. Gupta. Int J Pharm. 228 (2001) 19-31.
  • 10. Continued…. Production of dipyridamole nanoflakes 10 µm 2 µm Drug from supplier (Sigma-Aldrich) Dipyridamole flakes produced by SAS-EM 45 Drug  from SAS‐EM method 40 35 Length (µm) 30 25 20 15 10 5 0 10 0 5 10 15 20 Width (µm)
  • 11. Apparatus for nanomixing Sonication in Liquid CO2 Pressure = 1100 psig Temperature = 5-10 °C T t 5 10 11
  • 12. Deagglomeration gg Deagglomeration and Mixing by Sonication Agglomerated Dipyridamole flakes Deagglomeration and mixing of dipyridamole with lactose Drug Particles 2 µm Sonication Lactose 12
  • 13. Drug homogeneity g g y 5 Sample weight = 10 mg S l i ht 4 Silica n=10 n 3 1 ∑ (C − Ci ) i =1 RSD % RSD = C n −1 2 1 0 0 1 2 3 4 5 6 Drug content (wt%) 13 Low RSD is indicator of better mixing quality!
  • 14. Drug Dissolution g 120 100 Drug Dissolved (%) 80 60 D 40 Nanomixed -drug nanoflakes/lactose (5 wt%) Physical Mixture - drug nanoflakes/lactose (5 wt% drug) 20 Drug Nanoflakes Supplier Drug 0 0 15 30 45 60 75 90 Time (minutes) 14 Higher dissolution rate for nanomixed mixture!
  • 15. Deagglomeration and mixing by sonication gg g y Silica Nanomixed-silica/drug nanoflakes Drug Particles Sonication Dipyridamole flakes 2 µm 15
  • 16. Handling Properties g p Component or Mixture Aerated Tapped C.I. (%) Hausner Density Density Ratio (mg/ml) (mg/ml) Silica (Hydrophobic) 37.13 45.97 19.2 1.23 Dipyridamole ( SAS-EM) 36.4 55.7 52.9 1.53 Sonication-Dipyridamole (SAS-EM) and silica 150.3 167 10.0 1.11 Flow Character C.I. (%) Hausner Ratio Compressibility Index (%) Excellent < 10 1.00-1.11 Good 11-15 1.12-1.18 Fair 16-20 1.19-1.25 Passable 21-25 1.26-1.34 Poor 36-31 1.35-1.45 Hausner Ratio Very poor 32-37 1.46-1.59 Very Very poor >38 >1.60 Better handling properties ! 16
  • 17. Conclusions Effective deagglomeration and mixing of drug nanoparticles with excipients Potential use of this method in deagglomeration and mixing for low drug strength dosage ( g g g (RSD of 3.8 % for 0.14 wt% drug) Nanomixed drug-lactose mixture shows higher dissolution drug lactose rate than agglomerated drug nanoflakes Drug-silica Drug silica mixture has better flowability as compared to pure drug nanoflakes Presence of excipient particles b t P f i i t ti l between nanoflakes can fl k improve physical stability or shelf life 17
  • 18. Acknowledgement g The National Science Foundation NIRT grant DMI-0506722 Technical discussion on sonication with Prof. Rajesh N. N Dave (NJIT Newark) (NJIT, Thank you ! 18