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Virologic Monitoring
      during ART
        Davey Smith, M.D., M.A.S.
     Associate Professor of Medicine
Director CFAR Translational Virology Core
    University of California San Diego
Clinical Course of HIV Infection
           Anti-retroviral
              Therapy
                             CD4+ Cells




                             Viral Load


      Time After Infection
                                          2
Clinical Course of HIV Infection

            Anti-retroviral   Treatment Failure
               Therapy



                                         CD4+ Cells

                                          Viral Load




      Time After Infection
                                                       3
Consequences of HAART Failure
              Virologic Rebound
                   Increased Transmission
                   End Organ Damage (Nervous system,
                    Cardiovascular, Liver, Renal, etc.)
              Immune System Deterioration
                   OIs, Cancers
              Drug Resistance
                   Transmitted Resistance
Tuyama A, et al. CROI 2008. Abstract 57; Letendre S. CROI 2008. Abstract 68. Little et al. NEJM 2002;
Wawer, et al. JID 2005
Goals of Current HAART
   HAART really only works on the virus to
    decrease or ‘stop’ replication
       Measured by viral loads




                                              5
Goals of Current HAART
   HAART really only works on the virus to
    decrease or ‘stop’ replication
       Measured by viral loads
   Stopping viral replication hopefully stops or
    slows the destruction of CD4 cells, allowing
    them to rebound.
       Measured by CD4 counts




                                                    6
Goals of Current HAART
   HAART really only works on the virus to
    decrease or ‘stop’ replication
       Measured by viral loads
   Stopping viral replication hopefully stops or
    slows the destruction of CD4 cells, allowing
    them to rebound.
       Measured by CD4 counts
    Rebounding CD4 counts restores immune
    function.
       Measured by symptoms or presence of OIs
                                                    7
Monitoring Strategies
            Symptomatic

            Immunologic (CD4 counts)

            Virologic (Viral Loads)



Bendavid, E. et al. Arch Intern Med 2008;168:1910-1918.
                                                          8
WHO criteria for ART Failure:

   1) CD4 cell count falls below baseline in the
    absence of other concurrent infections,
   2) CD4 cell count falls to less than 50% of
    peak CD4 levels without concurrent
    infections, or
   3) CD4 cell count is ‘consistently’ below 100
    cells/ml.
The association between a falling CD4
    count and virological failure




   Changes in CD4 count correlated well with detectable
    viral load but had very poor sensitivity.
   “Thus, CD4 cell count measurements cannot be used
    as a substitute for early virological failure monitoring.”
                          Badri, Lawn and Wood. BMC Infect Dis. 2008 Jul 4;8:89
                                                                                  10
Risk of Delayed HAART Switch
                                                                                                                                1 new major PI mutation
                                                                                                                                1 new NRTI mutation*




                                                                      Proportion Without
                                                                                            1.00                                Any new mutation
       SCOPE cohort of ART-experienced




                                                                        New Mutation
        subjects (n = 106)[1]                                                               0.75
               Stable HAART for  120 days                                                 0.50
               HIV-1 RNA > 1000 c/mL                                                       0.25
                1 resistance mutation                                                                *PI-treated subjects (n = 71)
                                                                                               0
               Resistance testing every 4 mos                                                     0         4         8        12     16      20       24
                until HAART modification
                                                                       Proportion Without
                                                                                            1.00
                                                                         Loss of 1 Drug
       Emergence of new RAMs at 1 yr                                                                                                     Time to loss of
                                                                                            0.75                                       1 drug equivalent
               Any: 44% (95% CI: 33%-56%)
                                                                                            0.50
               NAMs: 23% (95% CI: 15%-34%)
                                                                                            0.25   Number of available antiretrovirals from the following: ZDV,
               PI: 18% (95% CI: 9%-34%)
                                                                                                   3TC, ddI, ABC,TDF, EFV, IDV, NFV, SQV, RTV, APV, LPV
                                                                                              0
                                                                                                   0          4        8    12   16            20       24
                                                                                                                        Time (Mos)
1. Hatano H, et al. CROI 2006. Abstract 615. 2. Lafeuillade A, et al. IAC 2004. Abstract WeOrB1293.
3. Margot NA, et al. JAIDS. 2003;33:15-21.   4. Napravnik S, et al. JAIDS. 2005;40:34-40. 5. Eron J. IAS Strategies for Antiretroviral Failure
Probability of Drug Resistance in
  First-line HAART Failure




Harrigan et al. J Infect Dis. 2005;191:339-347.
Disclosure
   I am completely biased that
  virologic monitoring should be
       used during HAART.
Bendavid, E. et al. Arch Intern Med 2008;168:1910-1918.


 CD4-based strategies resulted in higher life expectancy and
  were less costly than the symptom-based approaches.



                                                                14
Bendavid, E. et al. Arch Intern Med 2008;168:1910-1918.

   Adding viral load to CD4 count monitoring was associated with further increase in life
    expectancy.
      VL every 6 months was associated with a 2-month gain in life expectancy.
      VL was associated with an increased lifetime cost of $899 per person
      VL every 3 months vs. every 6 months was associated with modest increases in life
        expectancy and significant increases in lifetime costs.

                                                                                        15
And the data keep coming in-
Rawizza CID Dec. 2011




                           16
Mermin et al. Utility of routine viral load, CD4 cell
count, and clinical monitoring among adults with
HIV receiving antiretroviral therapy in Uganda:
randomised trial BMJ 2011




                                                        17
Mermin et al. Utility of routine viral load, CD4 cell
count, and clinical monitoring among adults with
HIV receiving antiretroviral therapy in Uganda:
randomised trial. BMJ 2011




                     The issues are:
                     •Morbidity lags behind both VL
                     and CD4
                     •Does not take into account
                     transmitted resistance



                                                        18
Projected costs of Viral Load
       Monitoring
                                                  Annual Cost          Percent of
                                                    (US$)*             Total HIV
                                                                       Spending§
Low and Middle Income Countries
VL every 3 months (already on ART)               $540,000,000             5.4%
VL every 6 months (already on ART)               $270,000,000             2.7%
VL every 3 months + ART (all eligible)          $3,667,741,801           36.7%
VL every 6 months + ART (all eligible)          $2,796,774,091            28%
VL = viral load; *Based on estimated cost of US$45 per viral load assay (Bendavid et
al.12); §Figures for global and Mozambican spending for 2007 and 2008 from UNAIDS11
and UNGASS14 respectively




                                                  From M. Tilghman 2011                19
If we are going to measure
viral replication during
HAART, can we do it
efficiently?
Virologic Monitoring
       Method            Parameter Measured      Expensive   Needs Clinical
                                                               Validation
   Roche Molecular            HIV-1 RNA             X
  Systems (Amplicor
  Monitor, RealTime)
   Abbott RealTime            HIV-1 RNA             X
     Bayer bDNA               HIV-1 RNA             X
Biomerieux (Nuclisens)        HIV-1 RNA             X
    Perkin Elmer                 p24                               X
    Cavidi ExaVir        Reverse Transcriptase                     X
                               Activity
Homebrew RealTime             HIV-1 RNA                            X
    Flowcytometry             HIV-1 RNA                            X
                                                                       21
Can we make currently
validated methods cheaper?




                             22
Pooling Methods Rationale
   Viral loads can identify people with acute infection.
   Because testing for HIV RNA in each blood
    sample would be expensive, they pooled blood
    samples and performed one viral load assay on a
    pooled sample.
   If the sample was negative, then most likely all
    individuals in the pool were negative.
   Can be used with any quantitative viral load
    method.
                                                     23
Methods: Quantitative Monitoring
    Eligibility: HIV-infected patients receiving ART x 6 months
    Pooling: Minipools or Matrix of samples
    Quantify: Standard viral loads of pools


                     Negative        Positive
All samples
                             At least one sample with
with viral loads
                             viral load above threshold
<500 copies/ml

                    Negative       Pooling Algorithm

                                     Positive

                     Samples with virologic failure= deconvolute
                                                                  24
Minipools




            May et al. JAIDS 2009
Matrix Strategy
                                   1 2 3 4 5 6 7 8 9 10
   Individual samples are     A
    pooled (hexagons)          B
    vertically (A-J) and       C
    horizontally (1-10), and   D
    viral load tests are run                              Pools A-J
                               E
    first on the pooled
                               F
    samples only.
                               G
   Ambiguous samples
    would then have to be      H
    resolved.                  I
                               J



                                         Pools 1-10
Example VL Output                             Matrix       NAT Viral
                                                  Position     Load
    from a Pooled Matrix                          Row 1=                0
                                                  Row 2=             2700
                                                  Row 3=             1500
               1 2 3 4 5 6 7 8 9 10               Row 4=                0
           A                                      Row 5=                0
Ambigu                                            Row 6=                0
           B
   ous     C
                                                  Row 7=                0
                                                  Row 8=                0
samples    D                                      Row 9=                0
 in gray   E
                                      Pools A-J   Row 10=               0
           F
                                                  Column 1=             0
           G                                      Column 2=             0
           H                                      Column 3=             0
           I                                      Column 4=          2200
                                                  Column 5=             0
           J                                      Column 6=             0
                                                  Column 7=          2000
                                                  Column 8=             0
                                                  Column 9=             0
                     Pools 1-10
                                                  Column 10=            0
Resolving the ambiguous
     samples is kind of like Sudoku….

Matrix Formula
(=If Ax1>0,”A+1”/2 based
on the previous VL output)

Re-test
Individually test the
samples with the largest
estimated viral loads
                                   28
Example VL Output                             Matrix       NAT Viral
                                                  Position     Load
    from a Pooled Matrix                          Row 1=                0
                                                  Row 2=             2700
                                                  Row 3=             1500
               1 2 3 4 5 6 7 8 9 10               Row 4=                0
           A                                      Row 5=                0
Ambigu                                            Row 6=                0
           B
   ous     C
                                                  Row 7=                0
                                                  Row 8=                0
samples    D                                      Row 9=                0
 in gray   E
                                      Pools A-J   Row 10=               0
           F
                                                  Column 1=             0
           G                                      Column 2=             0
           H                                      Column 3=             0
           I                                      Column 4=          2200
                                                  Column 5=             0
           J                                      Column 6=             0
                                                  Column 7=          2000
                                                  Column 8=             0
                                                  Column 9=             0
                     Pools 1-10
                                                  Column 10=            0
Resolve Ambiguities
   The ambiguous samples would be
       A4, A7, B4, B7
   Perform a viral load test on the
    individual sample with the highest viral
    load in the matrix formula (A4)
   The actual viral load for this sample is
    700 copies/ml.
Resolve                   Matrix     NAT Viral

Ambiguities               Position
                          1=
                                     Load
                                              0
                          2=                  0
                          3=                  0
   Now, subtract the     4=               2000
                          5=                  0
    viral load value of   6=                  0
                          7=               1500
    A4 (700) from         8=                  0
    column A and row 4.   9=                  0
                          10=                 0
   The output is now:
                          A=               1500
                          B=               2000
                          C=                  0
                          D=                  0
                          E=                  0
                          F=                  0
                          G=                  0
                          H=                  0
                          I=                  0
                          J=                  0
Resolve Ambiguities
   The ambiguous samples would be
       A7, B4, B7
   Again, perform a viral load test on the
    individual sample with the highest viral
    load in the matrix formula (B4)
   The actual viral load for this sample is
    2000 copies/ml.
Resolve                    Matrix     NAT Viral

    Ambiguities                Position
                               1=
                                          Load
                                                   0
                               2=                  0
                               3=                  0
                               4=                  0
                               5=                  0
   Now, subtract the viral    6=                  0
                               7=               1500
    load value of B4 (2000)    8=                  0
    from column B and row 4.   9=
                               10=
                                                   0
                                                   0
   The output is now:         A=               1500
                               B=                  0
   Last VL of a sample is     C=                  0
    1500.                      D=                  0
                               E=                  0
                               F=                  0
                               G=                  0
                               H=                  0
                               I=                  0
                               J=                  0
34
Matrix       NAT Viral
Position     Load
Row 1=                0
Row 2=                0
Row 3=                0
Row 4=             2700
Row 5=                0
Row 6=                0
Row 7=             1500
Row 8=                0
Row 9=                0
Row 10=               0

Column 1=          2200
Column 2=          2000
Column 3=             0
Column 4=             0
Column 5=             0
Column 6=             0
Column 7=             0
Column 8=             0
Column 9=             0
Column 10=            0
                 35
Re-Test Value-1




                  36
Re-Test Value-2




                  37
Re-Test Value-3




                  38
39
40
41
Modeling Study




                 May et al. AIDS 2009.
Modeling Study




                 May et al. AIDS 2009.
San Diego Pooled VL Study
   We compared performing viral loads on:
       individual samples,10x10 matrix, minipools of 5
   Pooling algorithm thresholds for detecting
    HAART failure were set at:
       Minipools of 5 : <250 and <500 copies/mL
       10x10 Matrix: <500 and <1500 copies/mL
   150 individuals on HAART with a prevalence
    of HAART failure of 23%
                                                     44
San Diego Pooled Study




                 Smith et al. AIDS 2009.
Turn Around Time
               Even though it took 17
               days on average to
               completely resolve the
               matrix, 66% of all
               samples were resolved
               the first day




                                 46
Mexico Pooled Study
                                                           •700 patients
 Test characteristics of 10x10 matrix pooling platform
        compared to individual viral load testing
                           Negative Predictive Value (%)   •Unknown HAART use
                                   All Matrices
*VF = 500 c/mL
>50 c/mL                               90%                 •22% with detectable VL
>500 c/mL                              90%
>1,000 c/mL                            90%
                                                           some with high VL
>1,500 c/mL                            91%

*VF = 1500 c/mL
                                                           •One matrix identified
>50 c/mL                              89%                  with contamination
>500 c/mL                             89%
>1,000 c/mL                           90%
>1,500 c/mL                           91%                  •Still with 33% cost
                                                           savings ($14,000)
            Tilghman et al. JAIDS 2010                                            47
South Africa Pooled Study
  Method       Prevalence of failure      Negative        Relative efficiency   Cost savings per

               (> 1000 copies/ml )     predictive value   (reduction in tests   100 specimens

                                                               needed)


 3 matrices
                     11%                   98%                 41%              US$ 1640
  (n=300)

80 minipools
                    9.50%                 100%                30.5%             US$ 1220
  (n=400)




                                              Van Zyl et al. CID 2011
                                                                                              48
Issues
   Viral loads are better to detect HAART failure than
    symptoms or CD4 trajectory but VLs are expensive
   Unrecognized HAART failure can lead to drug resistance
    for the patient and the population

   Clinically-relevant level of VL detection
   Prevalence of HAART failure in the local population
   Viral load assay variability



                        Haubrich R and Saag M. IAS Workshop 2008   49
Maybe a new test?
A Combined Screening Platform for HIV
   Treatment Failure and Resistance
    Tilghman et al. PLoS One 2012.



                                        50
Methods: Qualitative Monitoring
    Eligibility: HIV-infected patients receiving ART x 6 months
    Pooling: Minipools of 5 samples O+O+O+O+O→ [O]
    PCR: RT-PCR of HIV-1 RT in pool → cDNA → PCR of RT


                     Negative        Positive
All samples
                            At least one sample with
with viral loads
                            viral load >500 copies/ml
<500 copies/ml

                   Negative     PCR each sample

                                     Positive
Sequence PCR
 product for        Samples with viral loads <500 copies/ml
  genotype                                                        51
Table 1. Patient demographic data (for n = 171 patients).




Tilghman MW, May S, Pérez-Santiago J, Ignacio CC, et al. (2012) A Combined Screening Platform for HIV Treatment Failure and Resistance.
PLoS ONE 7(4): e35401. doi:10.1371/journal.pone.0035401
http://www.plosone.org/article/info:doi/10.1371/journal.pone.0035401
Table 2. Treatment and laboratory data for samples (n = 295)*.




Tilghman MW, May S, Pérez-Santiago J, Ignacio CC, et al. (2012) A Combined Screening Platform for HIV Treatment Failure and Resistance.
PLoS ONE 7(4): e35401. doi:10.1371/journal.pone.0035401
http://www.plosone.org/article/info:doi/10.1371/journal.pone.0035401
Figure 1. Test characteristics of qualitative pooled RT assay in the detection of varying levels of
                           virologic failure using first round of PCR only.




Tilghman MW, May S, Pérez-Santiago J, Ignacio CC, et al. (2012) A Combined Screening Platform for HIV Treatment Failure and Resistance.
PLoS ONE 7(4): e35401. doi:10.1371/journal.pone.0035401
http://www.plosone.org/article/info:doi/10.1371/journal.pone.0035401
Considerations for Choosing a Strategy
    to Detect Virologic Failure
Factors                         Costs        Clinical Considerations
Assay type and level of     Cost per assay          Accuracy
detection
Inherent error of assay     Cost per assay          Accuracy
type
Laboratory space to avoid    Space cost         Quality assurance
contamination during
processing
Personnel availability      Personnel cost       Turnaround time
Personnel training          Personnel cost      Quality assurance
Clinic population Size      Cost per pool        Turnaround time
Rate of virologic failure   Cost per pool           Accuracy
Rate of screening           Cost per pool    Accuracy and Turnaround
                                                       time
Pooling Experiments




                      56
Acknowledgements
   Winston Tilghman          Emilia Noormahomed
   Josué Pérez Santiago       (Mozambique)
   Connie Benson             Kumarasamy
   Richard Haubrich           Nagalingeswaran (India)
   Susan Little              Saravanan Shanmugam
                               (India)
   Susanne May
                              Gert van Zyl (South Africa)
   Douglas Richman
                              Don Diego Guerena (Mexico)
   Chip Schooley
                              Jun Yong Choi (South Korea)

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Virologic monitoring during ART

  • 1. Virologic Monitoring during ART Davey Smith, M.D., M.A.S. Associate Professor of Medicine Director CFAR Translational Virology Core University of California San Diego
  • 2. Clinical Course of HIV Infection Anti-retroviral Therapy CD4+ Cells Viral Load Time After Infection 2
  • 3. Clinical Course of HIV Infection Anti-retroviral Treatment Failure Therapy CD4+ Cells Viral Load Time After Infection 3
  • 4. Consequences of HAART Failure  Virologic Rebound  Increased Transmission  End Organ Damage (Nervous system, Cardiovascular, Liver, Renal, etc.)  Immune System Deterioration  OIs, Cancers  Drug Resistance  Transmitted Resistance Tuyama A, et al. CROI 2008. Abstract 57; Letendre S. CROI 2008. Abstract 68. Little et al. NEJM 2002; Wawer, et al. JID 2005
  • 5. Goals of Current HAART  HAART really only works on the virus to decrease or ‘stop’ replication  Measured by viral loads 5
  • 6. Goals of Current HAART  HAART really only works on the virus to decrease or ‘stop’ replication  Measured by viral loads  Stopping viral replication hopefully stops or slows the destruction of CD4 cells, allowing them to rebound.  Measured by CD4 counts 6
  • 7. Goals of Current HAART  HAART really only works on the virus to decrease or ‘stop’ replication  Measured by viral loads  Stopping viral replication hopefully stops or slows the destruction of CD4 cells, allowing them to rebound.  Measured by CD4 counts  Rebounding CD4 counts restores immune function.  Measured by symptoms or presence of OIs 7
  • 8. Monitoring Strategies  Symptomatic  Immunologic (CD4 counts)  Virologic (Viral Loads) Bendavid, E. et al. Arch Intern Med 2008;168:1910-1918. 8
  • 9. WHO criteria for ART Failure:  1) CD4 cell count falls below baseline in the absence of other concurrent infections,  2) CD4 cell count falls to less than 50% of peak CD4 levels without concurrent infections, or  3) CD4 cell count is ‘consistently’ below 100 cells/ml.
  • 10. The association between a falling CD4 count and virological failure  Changes in CD4 count correlated well with detectable viral load but had very poor sensitivity.  “Thus, CD4 cell count measurements cannot be used as a substitute for early virological failure monitoring.” Badri, Lawn and Wood. BMC Infect Dis. 2008 Jul 4;8:89 10
  • 11. Risk of Delayed HAART Switch 1 new major PI mutation 1 new NRTI mutation* Proportion Without 1.00 Any new mutation  SCOPE cohort of ART-experienced New Mutation subjects (n = 106)[1] 0.75  Stable HAART for  120 days 0.50  HIV-1 RNA > 1000 c/mL 0.25   1 resistance mutation *PI-treated subjects (n = 71) 0  Resistance testing every 4 mos 0 4 8 12 16 20 24 until HAART modification Proportion Without 1.00 Loss of 1 Drug  Emergence of new RAMs at 1 yr Time to loss of 0.75 1 drug equivalent  Any: 44% (95% CI: 33%-56%) 0.50  NAMs: 23% (95% CI: 15%-34%) 0.25 Number of available antiretrovirals from the following: ZDV,  PI: 18% (95% CI: 9%-34%) 3TC, ddI, ABC,TDF, EFV, IDV, NFV, SQV, RTV, APV, LPV 0 0 4 8 12 16 20 24 Time (Mos) 1. Hatano H, et al. CROI 2006. Abstract 615. 2. Lafeuillade A, et al. IAC 2004. Abstract WeOrB1293. 3. Margot NA, et al. JAIDS. 2003;33:15-21. 4. Napravnik S, et al. JAIDS. 2005;40:34-40. 5. Eron J. IAS Strategies for Antiretroviral Failure
  • 12. Probability of Drug Resistance in First-line HAART Failure Harrigan et al. J Infect Dis. 2005;191:339-347.
  • 13. Disclosure I am completely biased that virologic monitoring should be used during HAART.
  • 14. Bendavid, E. et al. Arch Intern Med 2008;168:1910-1918.  CD4-based strategies resulted in higher life expectancy and were less costly than the symptom-based approaches. 14
  • 15. Bendavid, E. et al. Arch Intern Med 2008;168:1910-1918.  Adding viral load to CD4 count monitoring was associated with further increase in life expectancy.  VL every 6 months was associated with a 2-month gain in life expectancy.  VL was associated with an increased lifetime cost of $899 per person  VL every 3 months vs. every 6 months was associated with modest increases in life expectancy and significant increases in lifetime costs. 15
  • 16. And the data keep coming in- Rawizza CID Dec. 2011 16
  • 17. Mermin et al. Utility of routine viral load, CD4 cell count, and clinical monitoring among adults with HIV receiving antiretroviral therapy in Uganda: randomised trial BMJ 2011 17
  • 18. Mermin et al. Utility of routine viral load, CD4 cell count, and clinical monitoring among adults with HIV receiving antiretroviral therapy in Uganda: randomised trial. BMJ 2011 The issues are: •Morbidity lags behind both VL and CD4 •Does not take into account transmitted resistance 18
  • 19. Projected costs of Viral Load Monitoring Annual Cost Percent of (US$)* Total HIV Spending§ Low and Middle Income Countries VL every 3 months (already on ART) $540,000,000 5.4% VL every 6 months (already on ART) $270,000,000 2.7% VL every 3 months + ART (all eligible) $3,667,741,801 36.7% VL every 6 months + ART (all eligible) $2,796,774,091 28% VL = viral load; *Based on estimated cost of US$45 per viral load assay (Bendavid et al.12); §Figures for global and Mozambican spending for 2007 and 2008 from UNAIDS11 and UNGASS14 respectively From M. Tilghman 2011 19
  • 20. If we are going to measure viral replication during HAART, can we do it efficiently?
  • 21. Virologic Monitoring Method Parameter Measured Expensive Needs Clinical Validation Roche Molecular HIV-1 RNA X Systems (Amplicor Monitor, RealTime) Abbott RealTime HIV-1 RNA X Bayer bDNA HIV-1 RNA X Biomerieux (Nuclisens) HIV-1 RNA X Perkin Elmer p24 X Cavidi ExaVir Reverse Transcriptase X Activity Homebrew RealTime HIV-1 RNA X Flowcytometry HIV-1 RNA X 21
  • 22. Can we make currently validated methods cheaper? 22
  • 23. Pooling Methods Rationale  Viral loads can identify people with acute infection.  Because testing for HIV RNA in each blood sample would be expensive, they pooled blood samples and performed one viral load assay on a pooled sample.  If the sample was negative, then most likely all individuals in the pool were negative.  Can be used with any quantitative viral load method. 23
  • 24. Methods: Quantitative Monitoring Eligibility: HIV-infected patients receiving ART x 6 months Pooling: Minipools or Matrix of samples Quantify: Standard viral loads of pools Negative Positive All samples At least one sample with with viral loads viral load above threshold <500 copies/ml Negative Pooling Algorithm Positive Samples with virologic failure= deconvolute 24
  • 25. Minipools May et al. JAIDS 2009
  • 26. Matrix Strategy 1 2 3 4 5 6 7 8 9 10  Individual samples are A pooled (hexagons) B vertically (A-J) and C horizontally (1-10), and D viral load tests are run Pools A-J E first on the pooled F samples only. G  Ambiguous samples would then have to be H resolved. I J Pools 1-10
  • 27. Example VL Output Matrix NAT Viral Position Load from a Pooled Matrix Row 1= 0 Row 2= 2700 Row 3= 1500 1 2 3 4 5 6 7 8 9 10 Row 4= 0 A Row 5= 0 Ambigu Row 6= 0 B ous C Row 7= 0 Row 8= 0 samples D Row 9= 0 in gray E Pools A-J Row 10= 0 F Column 1= 0 G Column 2= 0 H Column 3= 0 I Column 4= 2200 Column 5= 0 J Column 6= 0 Column 7= 2000 Column 8= 0 Column 9= 0 Pools 1-10 Column 10= 0
  • 28. Resolving the ambiguous samples is kind of like Sudoku…. Matrix Formula (=If Ax1>0,”A+1”/2 based on the previous VL output) Re-test Individually test the samples with the largest estimated viral loads 28
  • 29. Example VL Output Matrix NAT Viral Position Load from a Pooled Matrix Row 1= 0 Row 2= 2700 Row 3= 1500 1 2 3 4 5 6 7 8 9 10 Row 4= 0 A Row 5= 0 Ambigu Row 6= 0 B ous C Row 7= 0 Row 8= 0 samples D Row 9= 0 in gray E Pools A-J Row 10= 0 F Column 1= 0 G Column 2= 0 H Column 3= 0 I Column 4= 2200 Column 5= 0 J Column 6= 0 Column 7= 2000 Column 8= 0 Column 9= 0 Pools 1-10 Column 10= 0
  • 30. Resolve Ambiguities  The ambiguous samples would be  A4, A7, B4, B7  Perform a viral load test on the individual sample with the highest viral load in the matrix formula (A4)  The actual viral load for this sample is 700 copies/ml.
  • 31. Resolve Matrix NAT Viral Ambiguities Position 1= Load 0 2= 0 3= 0  Now, subtract the 4= 2000 5= 0 viral load value of 6= 0 7= 1500 A4 (700) from 8= 0 column A and row 4. 9= 0 10= 0  The output is now: A= 1500 B= 2000 C= 0 D= 0 E= 0 F= 0 G= 0 H= 0 I= 0 J= 0
  • 32. Resolve Ambiguities  The ambiguous samples would be  A7, B4, B7  Again, perform a viral load test on the individual sample with the highest viral load in the matrix formula (B4)  The actual viral load for this sample is 2000 copies/ml.
  • 33. Resolve Matrix NAT Viral Ambiguities Position 1= Load 0 2= 0 3= 0 4= 0 5= 0  Now, subtract the viral 6= 0 7= 1500 load value of B4 (2000) 8= 0 from column B and row 4. 9= 10= 0 0  The output is now: A= 1500 B= 0  Last VL of a sample is C= 0 1500. D= 0 E= 0 F= 0 G= 0 H= 0 I= 0 J= 0
  • 34. 34
  • 35. Matrix NAT Viral Position Load Row 1= 0 Row 2= 0 Row 3= 0 Row 4= 2700 Row 5= 0 Row 6= 0 Row 7= 1500 Row 8= 0 Row 9= 0 Row 10= 0 Column 1= 2200 Column 2= 2000 Column 3= 0 Column 4= 0 Column 5= 0 Column 6= 0 Column 7= 0 Column 8= 0 Column 9= 0 Column 10= 0 35
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  • 42. Modeling Study May et al. AIDS 2009.
  • 43. Modeling Study May et al. AIDS 2009.
  • 44. San Diego Pooled VL Study  We compared performing viral loads on:  individual samples,10x10 matrix, minipools of 5  Pooling algorithm thresholds for detecting HAART failure were set at:  Minipools of 5 : <250 and <500 copies/mL  10x10 Matrix: <500 and <1500 copies/mL  150 individuals on HAART with a prevalence of HAART failure of 23% 44
  • 45. San Diego Pooled Study Smith et al. AIDS 2009.
  • 46. Turn Around Time Even though it took 17 days on average to completely resolve the matrix, 66% of all samples were resolved the first day 46
  • 47. Mexico Pooled Study •700 patients Test characteristics of 10x10 matrix pooling platform compared to individual viral load testing Negative Predictive Value (%) •Unknown HAART use All Matrices *VF = 500 c/mL >50 c/mL 90% •22% with detectable VL >500 c/mL 90% >1,000 c/mL 90% some with high VL >1,500 c/mL 91% *VF = 1500 c/mL •One matrix identified >50 c/mL 89% with contamination >500 c/mL 89% >1,000 c/mL 90% >1,500 c/mL 91% •Still with 33% cost savings ($14,000) Tilghman et al. JAIDS 2010 47
  • 48. South Africa Pooled Study Method Prevalence of failure Negative Relative efficiency Cost savings per (> 1000 copies/ml ) predictive value (reduction in tests 100 specimens needed) 3 matrices 11% 98% 41% US$ 1640 (n=300) 80 minipools 9.50% 100% 30.5% US$ 1220 (n=400) Van Zyl et al. CID 2011 48
  • 49. Issues  Viral loads are better to detect HAART failure than symptoms or CD4 trajectory but VLs are expensive  Unrecognized HAART failure can lead to drug resistance for the patient and the population  Clinically-relevant level of VL detection  Prevalence of HAART failure in the local population  Viral load assay variability Haubrich R and Saag M. IAS Workshop 2008 49
  • 50. Maybe a new test? A Combined Screening Platform for HIV Treatment Failure and Resistance Tilghman et al. PLoS One 2012. 50
  • 51. Methods: Qualitative Monitoring Eligibility: HIV-infected patients receiving ART x 6 months Pooling: Minipools of 5 samples O+O+O+O+O→ [O] PCR: RT-PCR of HIV-1 RT in pool → cDNA → PCR of RT Negative Positive All samples At least one sample with with viral loads viral load >500 copies/ml <500 copies/ml Negative PCR each sample Positive Sequence PCR product for Samples with viral loads <500 copies/ml genotype 51
  • 52. Table 1. Patient demographic data (for n = 171 patients). Tilghman MW, May S, Pérez-Santiago J, Ignacio CC, et al. (2012) A Combined Screening Platform for HIV Treatment Failure and Resistance. PLoS ONE 7(4): e35401. doi:10.1371/journal.pone.0035401 http://www.plosone.org/article/info:doi/10.1371/journal.pone.0035401
  • 53. Table 2. Treatment and laboratory data for samples (n = 295)*. Tilghman MW, May S, Pérez-Santiago J, Ignacio CC, et al. (2012) A Combined Screening Platform for HIV Treatment Failure and Resistance. PLoS ONE 7(4): e35401. doi:10.1371/journal.pone.0035401 http://www.plosone.org/article/info:doi/10.1371/journal.pone.0035401
  • 54. Figure 1. Test characteristics of qualitative pooled RT assay in the detection of varying levels of virologic failure using first round of PCR only. Tilghman MW, May S, Pérez-Santiago J, Ignacio CC, et al. (2012) A Combined Screening Platform for HIV Treatment Failure and Resistance. PLoS ONE 7(4): e35401. doi:10.1371/journal.pone.0035401 http://www.plosone.org/article/info:doi/10.1371/journal.pone.0035401
  • 55. Considerations for Choosing a Strategy to Detect Virologic Failure Factors Costs Clinical Considerations Assay type and level of Cost per assay Accuracy detection Inherent error of assay Cost per assay Accuracy type Laboratory space to avoid Space cost Quality assurance contamination during processing Personnel availability Personnel cost Turnaround time Personnel training Personnel cost Quality assurance Clinic population Size Cost per pool Turnaround time Rate of virologic failure Cost per pool Accuracy Rate of screening Cost per pool Accuracy and Turnaround time
  • 57. Acknowledgements  Winston Tilghman  Emilia Noormahomed  Josué Pérez Santiago (Mozambique)  Connie Benson  Kumarasamy  Richard Haubrich Nagalingeswaran (India)  Susan Little  Saravanan Shanmugam (India)  Susanne May  Gert van Zyl (South Africa)  Douglas Richman  Don Diego Guerena (Mexico)  Chip Schooley  Jun Yong Choi (South Korea)