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Detection of single-digit Bacillus anthracis spores
                               in ~12-min by SERS
           Frank E. Inscore, Atanu Sengupta, Chetan Shende
                    Mike Donahue, Hermes Huang,
                         Stuart Farquharson


                   Funding
                     NSF
                    DARPA
      Materials and BSL-2/3 Facilities
Prof. Sperry (Chair Cell & Molecular Biology)
   Center for Biotechnology and Life Sciences
           University of Rhode Island




                                                                                    Pittcon 2012
www.rta.biz                                                                         RTA Booth
inscore@rta.biz           Providing Chemical Information When & Where You Need It       #2110
The Overall Need/Problem
Detection of Bioagents                                       BA spores –almost perfect bioagent.
                                                          Most likely to be employed by terrorist :
   •   Intentional Dispersal by Terrorist              right size so can be inhaled – most lethal route.
   •   Domestic/Military Targets
   •   e.g. weaponized aerosols, contamination of water & food supplies
   •   B. anthracis, Y. pestis, F. tularensis, C. botulinum A, P. hanta
Detection of Waterborne Pathogens
   • Unintentional Water Contamination
   • Domestic/Military
   • Cryptosporidium, Giardia, V. cholerae, Campylobacter jejuni
Detection of Foodborne Pathogens
   • Unintentional Food Contamination
   • Domestic/Military
   • Listeria monocytogenes, E. coli (O157:H7), Salmonella enterica
Detection of Clinical Pathogens
   • Unintentional Spread of Infections
   • Domestic/Military Hospitals
   • S. aureus (MERSA), Tuberculosis, AIDs
                           RTA is developing complete package to
                           address each of these application areas.
The Challenge & Goal
                Detect bioagents and pathogens
      on surfaces, in aerosols, water, in biofluids, and food.
    (Category A agents 1 st priority: Bacillus anthracis spores)
          The device must provide the following:
• Sensitivity:               Detect 10,000 spores Anthrax LD50 ~10,000 spores (100 ng)
• Speed:                     Within 15 minutes
• Specificity:               Identify and discriminate pathogens
                                (No False Positives!)
• Reproducibility:           Accurate and Repeatable
                                (No False Negatives!)

• Current methods:
    • DNA or RNA enumeration: (Culture growth - 24 hours)
      or Polymerase Chain Reactions (PCR, >4 hours)
    • Test kits (limited shelf life, very high false positive rate)
The Solution: SERS
Inherent specificity: all chemicals (drugs/metabolites) produce a unique
Raman spectrum allowing unequivocal identification (no false-positives).

Improved sensitivity: Ag and Au nanoparticle substrates used to generate
SERS amplify Raman signals (increase scattering efficiency) by 1 million times
or more with potential detection at sub-ppb, i.e. 10-8 M (no false-negatives).
100 mW, 1-min   SERS 1ppm DPA (aq)
                                          SERS
                                                  1ppm DPA
290 mW, 5-min

                RS 20,000 ppm DPA (aq)

                                                                            DPA (dipicolinic acid)
100 mW, 5-min   RS 83,000 ppm DPA (KOH)                                       LMC = ~ 1 ppb

                                           RS
290 mW, 5-min                                    83,000 ppm DPA


                RS solid DPA

                                                 Enhancement Factor ~ 105

          FT-R 785 nm
Surface-enhanced Raman Spectroscopy




    Raman, although weak effect,
    provides molecular specificity
                                              hν                                   SERS
   BUT, when a molecule is within                       Ag
                                                                                  provides
    a laser induced plasmon field,                                               H


                                                                     N
                                                                         Single Molecule Detection
                                                                         H   N

                                                                                     N




  the efficiency of Raman scattering
                                                             H
                                                                     N       N           H
                                                                 H



                                                                          some argue this requires
 increase’s by 10 6 i.e. 1 million times! Plasmon Field
                                                         Surface-Enhanced enhancement factor (EF)
Sub part-per million detection possible                    Raman Photon         of 1012 -1014
    ALSO, chemical contribution
                                    3                                        Others say 105 -108
      can provide additional 10
              enhancement
    Sub part-per-billion detection
     becomes possible with SERS
Commercial SERS Substrates:
      Benzenethiol
             benzenethiol Conc. EF


                                          10-3M   102




                                          10-5M   104




                                          10-8M  107
                                          (~10ppb)



RTA: LMC ~10-11M (0.01 ng/mL or 10 ppt)
Approach: RTA SERS Patented Sampling Systems
           provide instant response in seconds as opposed to 30-min or more!

                                   2001: Simple SERS Sample Vials
                                                    Molecules     Sol-Gel Matrix
                                                                                          Raman
                                                    in Solution
                                                                                         Scattering




                                                                                            Laser


                                                    Adsorbed
      silver            gold                        Molecules           Metal Particle


2003: SERS Microplate                        2004: SER-Active Capillary                               2005: SERS spin-coated Disk




                                         1               10


High Throughput Screening                Extraction and Pre-Concentration
                                       RTA Patents
6,623,977; 6,943,031; 6,943,032; 7,312,088; 7,393,691; 7,393,692; 7,462,492; and 7,462,493
2006: Functionalized Sol-Gel SERS
                 (affords greater selectivity and sensitivity)
 PC                                                                            OTC

                                          Std chromatographic media




    Primary chemically selective SER-active sol-gel (SG) sub-sets developed at RTA.
                             Chem.                     Type          Metal
                             cap/ 800 µ      Analyte Selectivity     M
                                                                     Ag
                             SG1             polar - negative        silver
                             SG2             non-polar - negative    silver
                             SG3             more non-pol - neg.     silver
                             SG6             very polar - neg.       Ag
                                                                     Ag
                             SG1-PDMS        less polar - neg.       silver
                             SG2-PEG         less non-polar - neg.   silver
                             SG2-PDMS        more non-pol - neg.     silver
                             SG3-PDMS        very non-pol - neg.     silver
                             SG4             very polar-positive     Au

Patents: 6623977, 6943031, 6943032, 7312088,
7393691, 7393692, 7462492, 7462493, 7713914
R&D: SERS Lab-On-Chip
Different wafer, glass and plastic LOC designs
RTA’s SERSID - Trace Chemical Analyzer’s for Field and Lab Use
                     2010
                               2011




                                                Providing Chemical Information When & Where You Need It
Preliminary Analysis: Raman Spectroscopy
                         B. cereus

                          B. subtilis                                                                 Core Wall
                                                                        Cortex                    (proteins-cysteine,
                           B. anthracis                             (peptidoglycan)                Ca dipicolinate)
                                                                         DNA                                                2-
                                                                      Ribosomes                     O             O

                                                                                      Ca 2+
                                                                                              O     C      N      C     O
                                CaDPA                                 Spore Coat

                                                                     Exosporium




Portable 1064 nm system: Chem ID, Hazmat & Hoax Material Analyzer


                             Caveat: no consensus spectra in literature.
                             Variability: growth/media conditions.
                             Limitations: sensitivity/sample issues.


J. Raman Spectrosc., 35, 82-86 (2004); Spectrosc., (2005)
Preliminary Analysis: Surface-Enhanced Raman Spectroscopy
              BC spores
           0.03 mg/mL(aq)                                      BS 0.01 mg/mL (aq) 80 mW 785nm 1-min
        80 mW 785nm 1-min
                                                               BS 0.01 mg/mL (aq) 160 mW 785nm 1-min


   Appl Spec, 58, 351 (2004)
                         BC in DDA (78C) ~2-min        BC in AA (22C) ~2-min
                                                                *               *
                         BC in DDA (22C) ~60-min



                                                                          BC in 0.02M HNO3
                                                                        (heat+sonicate) ~10-min



                        BC spores in nasal mucus                     IJHSES, 20, 12-18 (2007)
                        in AA




                         BC spores in saliva in AA   US Patent: 7713914 B2

                         SPIE, 5585, 53-57 (2005)
Microscope Image: Quantifying Spores in Counting Chamber

 Microscope Cell Counting: Counting Grid
                                         This Image = 60 spores




                                            Average for 10 grids
                                                = 87 spores                Diluted by 10
      Area is 0.2 mm x 0.2 mm
         Depth is 0.1 mm                       87 spores/4 nl           =2200 spores/microL
       Volume = 0.004 mm3                     =21,725/microL
                = 4 nL                                             220 spores in actual volume measured
IJHSES, 20, 12-18 (2007)
Bioterrorism, S. Morse, Ed., ISBN 978-953-307-636-2 (2012)
SERS: sensitivity great! 220 Spores detected ~2-min!
                                   1 spore = 10 pg, DPA =10% spore weight

                 220 BC spores with AA on SG1PDMS




                                         100 pg/microL (ppb)
                               *     DPA in AA reference spectrum




            Internal AA
        *
             Reference

                          IJHSES, 20, 12-18 (2007)
Problem: need both high specificity & sensitivity
                        10^9 spores/mL + AA
                        BC

                        BS

                        BAS




   RS                           SERS 1 mg/mL
   DPA (s)                      DPA (aq)

                                Na2DPA (aq)
   Na2DPA (s)

                                CaDPA (aq)
   CaDPA (s)
16

    The Proposal: SERS-Active Capture Assay
Incorporate Molecular Recognition Elements for Specificity

                           Pathogens



                     Target Specific
                       Molecular
                      Recognition                                          Proof of Concept:
                       Elements
                    Ag Nanoparticles                                        NSF (July 2008)
                       Sol-Gel Layer                                          IJAC (March 2012)
                       Glass Surface
                                                                              SPIE (March 2012)
        Dipicolinic acid
                                                            25 ppm B.

                                                             cereus


                                                                        Patent Application: (2011)
         cysS-Ag                  250 ppm

                                  B. subtilis

                 No DPA           spectrum same as before
                 signature!       adding BS
Peptide-Functionalized Silver Sol-gel
 •   Ag nanoparticles immobilized within porous sol-gel in a glass capillary were successfully functionalized
     with a short peptide that specifically binds Bacillus anthracis spores.
 •   Peptide functionalization and spore binding are verified by SERS.
 •   The functionalized spectrum dominated by sulfur of the pep-cys-Ag bond (660 cm-1 ).


                                                             tf = 0.5-72 hrs
functionalize               wash                Use Immediately or Seal (stable >6-months)

                                                                                     SERS of
                                                                                BA specific peptide
                                                                                   pep-cys-Ag
                  Peptide




                                                                                         cys-Ag



                                                                Cysteine-Ag
              Ag
             Sol-Gel
       Glass Capillary Wall


pictures are not to scale
Assay: Spore Capture: Incubation and Wash
              A 5-step SERS assay was successfully developed.

  1) Draw 10 µL sample into a peptide functionalized capillary, wait 5-15 minutes.

  2) Perform washes to minimize non-specific interactions (40 sec)
  3) Treat sol-gel capture matrix with new proprietary reagent wash (10-sec)
  4) Perform additional treatment using AA wash (10-sec)
    incubation              cleaning washes          sol-gel & spore treatments
               Spore




                                      washes applied after spore incubation:
                              minimize non-specific interactions within capture matrix
                                                       while
                               treatments amplify spore signal via DPA enhancement
             Peptide




            Ag
           Sol-Gel
     Glass Capillary Wall
Spore Detection & Sensitivity: SERS
            A 5-step SERS assay for BA was successfully developed.
                       (also similar BC and BS assays)
     5) Place capillary in Raman analyzer, measure spectrum (1 minute).

                               Sensitivity:
                           10 spore spectrum!
                           NO False Negatives!
   measure
t = 60 seconds
                                                                 Total Assay: 7-17 min
                                                                   depends on spore
                                                                    incubation time
                                                                       (5-15 min)



                  1/100th of 1000 spores/mL sample is in capillary
Spore Assay Specificity
A 5-step SERS assay for BA was successfully developed.

                 Selectivity:
        BA 100 spore assay challenged:
       10-100X [higher] BC, BM, & BS.
             NO False Positives!

                BA-S                         BC
                                             BM
                                             BS




     1/100th of 10000 BA spores/mL sample is in capillary
Spore Assay Repeatability
A 5-step SERS assay for BA was successfully developed.

                     Repeatability:
                100 BA spores - 12 for 12
                      Capillaries!
                  No False Negatives!




        1/100th of 10000 spores/mL sample is in capillary
Reproducibility Assessed: ROC Curve Analysis
                                15-min incubation K=4.8
                                                          5-min incubation K=2.3




                                                                                50/50 probability line




                                 Concentration      Number of     Mean 1007     Standard    Mean Standard   K Value
                                                    Capillaries   Peak Height   Deviation   Deviation (σ)

                               Blank (BC,BM,BS)         9                         0.02          0.18
                                                                     0.1
                                104   BAS (5-min)       12           0.52          0.4                       2.3
                               104 BAS (15-min)         3            0.96         0.12                       4.8

        Goal is a 95% confidence level (bioagent concentration that can be detected 95% of time).
   Determine K-value (indicates a statistically significant separation between a true and false response).
  K > 3.29 meet Army’s requirement (of 95% probability of detection & 5% probability of false alarm).
Since some non-specificity of other Bacillus spores with sol-gel,
use of BC blank as opposed to water blank is more realistic!
BA Assay Goal: IMPROVE PERFORMANCE
Specific goal of this ROC analysis: determine if modifications reduce spore incubation time from 15 to 10 min, without
compromising sensitivity & specificity of the assay, i.e. detecting 10,000 BAS spores with 95% specificity (K value greater than 3.29).


                                                                               ACCOMPLISHED!
     K = 3.43                                                           New Silver Sol-Gel Chemistry
                                                                 New Additional Post-Functionalization Wash
                                                             New Spore Incubation Time 10-min @95% Confidence

                                                          t = 10-min + 40-sec + 20-sec + 60-sec = 12-min
                                                             Concentration     Number of     Mean 1007     Standard    Mean Standard    K
                                                                               Capillaries   Peak Height   Deviation   Deviation (σ)   Value
                                                             Blank (105 BC)        7             0.02       0.0161        0.047
                                                            104 BAS (10-min)       7            0.181       0.078                      3.43
                                                                                              ~12-min, Assay Specificity: 96%
                                                                   No False Positives/Negatives
     K = 4.19                                                Concentration     Number of
                                                                               Capillaries
                                                                                             Mean 1007
                                                                                             Peak Height
                                                                                                           Standard
                                                                                                           Deviation
                                                                                                                       Mean Standard
                                                                                                                       Deviation (σ)
                                                                                                                                        K
                                                                                                                                       Value
                                                              Blank (Water)        5            0.025       0.0064        0.037
                                                            104 BAS (10-min)       7            0.181        0.078                     4.19
                                                                                             ~12-min, Assay Specificity: 98.5%

                                                              This clearly indicates that the non-specific interaction of BC
                                                               with the BA assay substrate is around 2.5%. (∆=4%-1.5%)
Executive Summary

Proposed device (SERS analyzer/BA assay) provides the following:
• Sensitivity:          Detect < 10,000 BA spores (as low as 10 BA-S spores)
• Speed:                Less than 15 minutes (within 12 minutes)

  Possible assay time = 8.5-min + 40-sec + 20-sec + 30-sec = 10-min!

• Specificity:          Identify and discriminate BA (against BC, BS, BM)
                                 (No False Positives!)
• Reproducibility:      Accurate and Repeatable (95% confidence 100 spores)
                                 (No False Negatives!)


          Complete publication for BA assay (ames and sterne) pending (2012).
             Assay validation at US Army Edgewood facilities (June 2012)

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Pitt Conn 2012 Fi Cs As Invited Sers Talks Ba Assay

  • 1. Detection of single-digit Bacillus anthracis spores in ~12-min by SERS Frank E. Inscore, Atanu Sengupta, Chetan Shende Mike Donahue, Hermes Huang, Stuart Farquharson Funding NSF DARPA Materials and BSL-2/3 Facilities Prof. Sperry (Chair Cell & Molecular Biology) Center for Biotechnology and Life Sciences University of Rhode Island Pittcon 2012 www.rta.biz RTA Booth inscore@rta.biz Providing Chemical Information When & Where You Need It #2110
  • 2. The Overall Need/Problem Detection of Bioagents BA spores –almost perfect bioagent. Most likely to be employed by terrorist : • Intentional Dispersal by Terrorist right size so can be inhaled – most lethal route. • Domestic/Military Targets • e.g. weaponized aerosols, contamination of water & food supplies • B. anthracis, Y. pestis, F. tularensis, C. botulinum A, P. hanta Detection of Waterborne Pathogens • Unintentional Water Contamination • Domestic/Military • Cryptosporidium, Giardia, V. cholerae, Campylobacter jejuni Detection of Foodborne Pathogens • Unintentional Food Contamination • Domestic/Military • Listeria monocytogenes, E. coli (O157:H7), Salmonella enterica Detection of Clinical Pathogens • Unintentional Spread of Infections • Domestic/Military Hospitals • S. aureus (MERSA), Tuberculosis, AIDs RTA is developing complete package to address each of these application areas.
  • 3. The Challenge & Goal Detect bioagents and pathogens on surfaces, in aerosols, water, in biofluids, and food. (Category A agents 1 st priority: Bacillus anthracis spores) The device must provide the following: • Sensitivity: Detect 10,000 spores Anthrax LD50 ~10,000 spores (100 ng) • Speed: Within 15 minutes • Specificity: Identify and discriminate pathogens (No False Positives!) • Reproducibility: Accurate and Repeatable (No False Negatives!) • Current methods: • DNA or RNA enumeration: (Culture growth - 24 hours) or Polymerase Chain Reactions (PCR, >4 hours) • Test kits (limited shelf life, very high false positive rate)
  • 4. The Solution: SERS Inherent specificity: all chemicals (drugs/metabolites) produce a unique Raman spectrum allowing unequivocal identification (no false-positives). Improved sensitivity: Ag and Au nanoparticle substrates used to generate SERS amplify Raman signals (increase scattering efficiency) by 1 million times or more with potential detection at sub-ppb, i.e. 10-8 M (no false-negatives). 100 mW, 1-min SERS 1ppm DPA (aq) SERS 1ppm DPA 290 mW, 5-min RS 20,000 ppm DPA (aq) DPA (dipicolinic acid) 100 mW, 5-min RS 83,000 ppm DPA (KOH) LMC = ~ 1 ppb RS 290 mW, 5-min 83,000 ppm DPA RS solid DPA Enhancement Factor ~ 105 FT-R 785 nm
  • 5. Surface-enhanced Raman Spectroscopy Raman, although weak effect, provides molecular specificity hν SERS BUT, when a molecule is within Ag provides a laser induced plasmon field, H N Single Molecule Detection H N N the efficiency of Raman scattering H N N H H some argue this requires increase’s by 10 6 i.e. 1 million times! Plasmon Field Surface-Enhanced enhancement factor (EF) Sub part-per million detection possible Raman Photon of 1012 -1014 ALSO, chemical contribution 3 Others say 105 -108 can provide additional 10 enhancement Sub part-per-billion detection becomes possible with SERS
  • 6. Commercial SERS Substrates: Benzenethiol benzenethiol Conc. EF 10-3M 102 10-5M 104 10-8M 107 (~10ppb) RTA: LMC ~10-11M (0.01 ng/mL or 10 ppt)
  • 7. Approach: RTA SERS Patented Sampling Systems provide instant response in seconds as opposed to 30-min or more! 2001: Simple SERS Sample Vials Molecules Sol-Gel Matrix Raman in Solution Scattering Laser Adsorbed silver gold Molecules Metal Particle 2003: SERS Microplate 2004: SER-Active Capillary 2005: SERS spin-coated Disk 1 10 High Throughput Screening Extraction and Pre-Concentration RTA Patents 6,623,977; 6,943,031; 6,943,032; 7,312,088; 7,393,691; 7,393,692; 7,462,492; and 7,462,493
  • 8. 2006: Functionalized Sol-Gel SERS (affords greater selectivity and sensitivity) PC OTC Std chromatographic media Primary chemically selective SER-active sol-gel (SG) sub-sets developed at RTA. Chem. Type Metal cap/ 800 µ Analyte Selectivity M Ag SG1 polar - negative silver SG2 non-polar - negative silver SG3 more non-pol - neg. silver SG6 very polar - neg. Ag Ag SG1-PDMS less polar - neg. silver SG2-PEG less non-polar - neg. silver SG2-PDMS more non-pol - neg. silver SG3-PDMS very non-pol - neg. silver SG4 very polar-positive Au Patents: 6623977, 6943031, 6943032, 7312088, 7393691, 7393692, 7462492, 7462493, 7713914
  • 9. R&D: SERS Lab-On-Chip Different wafer, glass and plastic LOC designs
  • 10. RTA’s SERSID - Trace Chemical Analyzer’s for Field and Lab Use 2010 2011 Providing Chemical Information When & Where You Need It
  • 11. Preliminary Analysis: Raman Spectroscopy B. cereus B. subtilis Core Wall Cortex (proteins-cysteine, B. anthracis (peptidoglycan) Ca dipicolinate) DNA 2- Ribosomes O O Ca 2+ O C N C O CaDPA Spore Coat Exosporium Portable 1064 nm system: Chem ID, Hazmat & Hoax Material Analyzer Caveat: no consensus spectra in literature. Variability: growth/media conditions. Limitations: sensitivity/sample issues. J. Raman Spectrosc., 35, 82-86 (2004); Spectrosc., (2005)
  • 12. Preliminary Analysis: Surface-Enhanced Raman Spectroscopy BC spores 0.03 mg/mL(aq) BS 0.01 mg/mL (aq) 80 mW 785nm 1-min 80 mW 785nm 1-min BS 0.01 mg/mL (aq) 160 mW 785nm 1-min Appl Spec, 58, 351 (2004) BC in DDA (78C) ~2-min BC in AA (22C) ~2-min * * BC in DDA (22C) ~60-min BC in 0.02M HNO3 (heat+sonicate) ~10-min BC spores in nasal mucus IJHSES, 20, 12-18 (2007) in AA BC spores in saliva in AA US Patent: 7713914 B2 SPIE, 5585, 53-57 (2005)
  • 13. Microscope Image: Quantifying Spores in Counting Chamber Microscope Cell Counting: Counting Grid This Image = 60 spores Average for 10 grids = 87 spores Diluted by 10 Area is 0.2 mm x 0.2 mm Depth is 0.1 mm 87 spores/4 nl =2200 spores/microL Volume = 0.004 mm3 =21,725/microL = 4 nL 220 spores in actual volume measured IJHSES, 20, 12-18 (2007) Bioterrorism, S. Morse, Ed., ISBN 978-953-307-636-2 (2012)
  • 14. SERS: sensitivity great! 220 Spores detected ~2-min! 1 spore = 10 pg, DPA =10% spore weight 220 BC spores with AA on SG1PDMS 100 pg/microL (ppb) * DPA in AA reference spectrum Internal AA * Reference IJHSES, 20, 12-18 (2007)
  • 15. Problem: need both high specificity & sensitivity 10^9 spores/mL + AA BC BS BAS RS SERS 1 mg/mL DPA (s) DPA (aq) Na2DPA (aq) Na2DPA (s) CaDPA (aq) CaDPA (s)
  • 16. 16 The Proposal: SERS-Active Capture Assay Incorporate Molecular Recognition Elements for Specificity Pathogens Target Specific Molecular Recognition Proof of Concept: Elements Ag Nanoparticles NSF (July 2008) Sol-Gel Layer IJAC (March 2012) Glass Surface SPIE (March 2012) Dipicolinic acid 25 ppm B. cereus Patent Application: (2011) cysS-Ag 250 ppm B. subtilis No DPA spectrum same as before signature! adding BS
  • 17. Peptide-Functionalized Silver Sol-gel • Ag nanoparticles immobilized within porous sol-gel in a glass capillary were successfully functionalized with a short peptide that specifically binds Bacillus anthracis spores. • Peptide functionalization and spore binding are verified by SERS. • The functionalized spectrum dominated by sulfur of the pep-cys-Ag bond (660 cm-1 ). tf = 0.5-72 hrs functionalize wash Use Immediately or Seal (stable >6-months) SERS of BA specific peptide pep-cys-Ag Peptide cys-Ag Cysteine-Ag Ag Sol-Gel Glass Capillary Wall pictures are not to scale
  • 18. Assay: Spore Capture: Incubation and Wash A 5-step SERS assay was successfully developed. 1) Draw 10 µL sample into a peptide functionalized capillary, wait 5-15 minutes. 2) Perform washes to minimize non-specific interactions (40 sec) 3) Treat sol-gel capture matrix with new proprietary reagent wash (10-sec) 4) Perform additional treatment using AA wash (10-sec) incubation cleaning washes sol-gel & spore treatments Spore washes applied after spore incubation: minimize non-specific interactions within capture matrix while treatments amplify spore signal via DPA enhancement Peptide Ag Sol-Gel Glass Capillary Wall
  • 19. Spore Detection & Sensitivity: SERS A 5-step SERS assay for BA was successfully developed. (also similar BC and BS assays) 5) Place capillary in Raman analyzer, measure spectrum (1 minute). Sensitivity: 10 spore spectrum! NO False Negatives! measure t = 60 seconds Total Assay: 7-17 min depends on spore incubation time (5-15 min) 1/100th of 1000 spores/mL sample is in capillary
  • 20. Spore Assay Specificity A 5-step SERS assay for BA was successfully developed. Selectivity: BA 100 spore assay challenged: 10-100X [higher] BC, BM, & BS. NO False Positives! BA-S BC BM BS 1/100th of 10000 BA spores/mL sample is in capillary
  • 21. Spore Assay Repeatability A 5-step SERS assay for BA was successfully developed. Repeatability: 100 BA spores - 12 for 12 Capillaries! No False Negatives! 1/100th of 10000 spores/mL sample is in capillary
  • 22. Reproducibility Assessed: ROC Curve Analysis 15-min incubation K=4.8 5-min incubation K=2.3 50/50 probability line Concentration Number of Mean 1007 Standard Mean Standard K Value Capillaries Peak Height Deviation Deviation (σ) Blank (BC,BM,BS) 9 0.02 0.18 0.1 104 BAS (5-min) 12 0.52 0.4 2.3 104 BAS (15-min) 3 0.96 0.12 4.8 Goal is a 95% confidence level (bioagent concentration that can be detected 95% of time). Determine K-value (indicates a statistically significant separation between a true and false response). K > 3.29 meet Army’s requirement (of 95% probability of detection & 5% probability of false alarm). Since some non-specificity of other Bacillus spores with sol-gel, use of BC blank as opposed to water blank is more realistic!
  • 23. BA Assay Goal: IMPROVE PERFORMANCE Specific goal of this ROC analysis: determine if modifications reduce spore incubation time from 15 to 10 min, without compromising sensitivity & specificity of the assay, i.e. detecting 10,000 BAS spores with 95% specificity (K value greater than 3.29). ACCOMPLISHED! K = 3.43 New Silver Sol-Gel Chemistry New Additional Post-Functionalization Wash New Spore Incubation Time 10-min @95% Confidence t = 10-min + 40-sec + 20-sec + 60-sec = 12-min Concentration Number of Mean 1007 Standard Mean Standard K Capillaries Peak Height Deviation Deviation (σ) Value Blank (105 BC) 7 0.02 0.0161 0.047 104 BAS (10-min) 7 0.181 0.078 3.43 ~12-min, Assay Specificity: 96% No False Positives/Negatives K = 4.19 Concentration Number of Capillaries Mean 1007 Peak Height Standard Deviation Mean Standard Deviation (σ) K Value Blank (Water) 5 0.025 0.0064 0.037 104 BAS (10-min) 7 0.181 0.078 4.19 ~12-min, Assay Specificity: 98.5% This clearly indicates that the non-specific interaction of BC with the BA assay substrate is around 2.5%. (∆=4%-1.5%)
  • 24. Executive Summary Proposed device (SERS analyzer/BA assay) provides the following: • Sensitivity: Detect < 10,000 BA spores (as low as 10 BA-S spores) • Speed: Less than 15 minutes (within 12 minutes) Possible assay time = 8.5-min + 40-sec + 20-sec + 30-sec = 10-min! • Specificity: Identify and discriminate BA (against BC, BS, BM) (No False Positives!) • Reproducibility: Accurate and Repeatable (95% confidence 100 spores) (No False Negatives!) Complete publication for BA assay (ames and sterne) pending (2012). Assay validation at US Army Edgewood facilities (June 2012)