cddep modelingscenarios 20120915 0

27
Modeling Future AMFm Scenarios

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Page 1: Cddep modelingscenarios 20120915 0

Modeling)Future)AMFm)Scenarios)

Page 2: Cddep modelingscenarios 20120915 0

AMFm)Scenarios)Moving)Forward)•  Model&Structure&•  Inputs&•  Scenarios&

•  Child4Targe7ng&•  Par7al&Subsidy&

•  Summary&

2&

Page 3: Cddep modelingscenarios 20120915 0

Model)Structure)

3&

Fever&

Transmission&

Infec7on&

Hospitaliza7on&

Death&

Rx&

Rx&

Rx&An7malarial&Drugs&Avert&Bad&Outcomes,&&&the&Timing&of&Treatment&MaKers&

Page 4: Cddep modelingscenarios 20120915 0

Model)Structure)

4&Time (in Years)

Dea

ths

per 1

00,0

00, p

er y

ear

Dos

es p

er 1

00,0

00, p

er y

ear

Deaths Averted

Baseline

T0

0

Introduction of a New Drug

Page 5: Cddep modelingscenarios 20120915 0

Model)Structure)

5&

Time (in Years)

Dea

ths

per 1

00,0

00, p

er y

ear

Dos

es p

er 1

00,0

00, p

er y

ear

Freq

uenc

y of

Res

ista

nce

01

Deaths Averted

Baseline

T0

0

Intro

duct

ion

of a

New

Dru

g

● Emergence

Page 6: Cddep modelingscenarios 20120915 0

Model)Structure)

6&

Time (in Years)

Intro

duct

ion

of A

CTs

Deaths Averted

Dea

ths

per 1

00,0

00, p

er y

ear

Dos

es p

er 1

00,0

00, p

er y

ear

Freq

uenc

y of

Res

ista

nce

01

Page 7: Cddep modelingscenarios 20120915 0

Model)Structure)

7&

annual EIR

annu

al F

OI

a

0.01 0.1 1 10 100 1000

1/10

01

10

●●

●●●● ● ● ●

●●

●● ●

annual EIR

Tran

smiss

ion

Effic

ienc

y b

0.01 0.1 1 10 100 1000

1/50

01/

103/

5

●●●

●●

● ●

Malaria&Transmission&by&Mosquitoes&

Page 8: Cddep modelingscenarios 20120915 0

Model)Structure)

8&

S& I&

S& I&

Children&

Adults&

•  Two4stage&model&of&malaria&transmission&•  Children&are&more&likely&to&become&clinically&ill&when&infected&•  Treated&individuals&remain&uninfected&un7l&drug&clears&system&

P&

P&

Page 9: Cddep modelingscenarios 20120915 0

Model)Structure)

9&

S&

IW&

IS&

ID&

IT&

Drug&sensi7ve&

Drug&Resistant&(Single)&NAD,&AMT,&PMT&

Drug&Resistant&(Double)&NAD4PMT,&NAD4AMT,&ACT&

Drug&Resistant&(All)&NAD4ACT&

Individuals&(both&children&and&adults)&can&be&infected&by&drug&sensi7ve&or&drug&resistant&parasites&

NAD&4&Non4Artemisinin&Drugs&AMT&4&Artemisinin&Monotherapy&PMT&4&Partner&Drug&Monotherapy&

Page 10: Cddep modelingscenarios 20120915 0

Inputs)

10&Source:&Murray,&C.&J.&L.,&L.&C.&Rosenfeld,&et&al.&(2012).&"Global&malaria&mortality&between&1980&and&2010:&a&systema7c&analysis."&The$Lancet&379(9814):&4134431&

Death&Rates&

Page 11: Cddep modelingscenarios 20120915 0

Inputs)

11&Source:&CHAI&evalua7on&of&DHS&Household&Surveys&

Fever&Rates& Treatment&Rates&

Price&

Ini7al&Market&Share&

Page 12: Cddep modelingscenarios 20120915 0

Inputs:)Demand)Functions)

12&

Increasing&the&subsidy&increases&the&demand&for&ACTs&as&well&as&overall&drug&demand& 0 1 2 3 4

0

20

40

60

80

100

Ghana

Price Difference of Subsidy

Dru

g P

erce

ntag

es

CQAMT

ACT-qACT-n

0 1 2 3 4

0.000

0.005

0.010

0.015

Ghana

Price Difference of Subsidy

Dru

g D

eman

d

Non-ARTAMT

ACT-qACT-n

all

Page 13: Cddep modelingscenarios 20120915 0

13&

0.0 0.2 0.4 0.6 0.8 1.0

020

4060

8010

0Kenya

Price Difference of Subsidy

Dru

g P

erce

ntag

es

CQAMT

ACT-qACT-n

0 1 2 3 4 5 6

020

4060

8010

0

Madagascar

Price Difference of Subsidy

Dru

g P

erce

ntag

es

CQAMT

ACT-qACT-n

0.0 0.5 1.0 1.5

020

4060

8010

0

Niger

Price Difference of Subsidy

Dru

g P

erce

ntag

es

CQAMT

ACT-qACT-n

0 1 2 3 4

020

4060

8010

0

Nigeria

Price Difference of Subsidy

Dru

g P

erce

ntag

es

CQAMT

ACT-qACT-n

0 1 2 3 4

020

4060

8010

0

Tanzania

Price Difference of Subsidy

Dru

g P

erce

ntag

es

CQAMT

ACT-qACT-n

0.0 0.2 0.4 0.6 0.8

020

4060

8010

0

Uganda

Price Difference of SubsidyD

rug

Per

cent

ages

CQAMT

ACT-qACT-n

Page 14: Cddep modelingscenarios 20120915 0

Scenarios)•  Child4Targe7ng&

•  Subsidize&child&packets&only&•  Assume&different&levels&of&leakage&to&adults&

•  Adults&that&take&child&packs&either&“stack”&or&underdose&•  Par7al&Subsidy&

•  Pricing&Op7ons&•  No4subsidy &&•  Par7al&Subsidy&•  Full&Subsidy&

•  Tiering&Op7ons&

14&

Page 15: Cddep modelingscenarios 20120915 0

Scenarios:)Baseline)

15&

Annual&ACT&Treatments&(high&and&low&elas7city)&

•  Universal&Subsidy&•  Assumes&a&propor7on&

with&no&malaria&infec7ons&

•  Individuals&treat&•  Child&doses&cost&50%&

of&adults&(~$1)&

Number&of&es7mated&annual&ACT&treatments&demanded&

Page 16: Cddep modelingscenarios 20120915 0

Scenarios:)Baseline)

16&

Number&of&Deaths&Averted&(high&and&low&elas7city)&

Page 17: Cddep modelingscenarios 20120915 0

Scenarios:)Baseline)

17&

Number&of&Deaths&Averted&(high&and&low&elas7city)&

Same&as&prior&slide&–&different&scale&

Page 18: Cddep modelingscenarios 20120915 0

Scenarios:)Child=Targeted)

18&

Number&of&Deaths&Averted&(low&elas7city)&

Page 19: Cddep modelingscenarios 20120915 0

Scenarios:)Child=Targeted)

19&

Number&of&Deaths&Averted&(low&elas7city)&

Same&as&prior&slide&–&different&scale&

Page 20: Cddep modelingscenarios 20120915 0

Scenarios:)Child=Targeted)

20&

Number&of&ACT&Treatments&Demanded&(low&elas7city)&

Page 21: Cddep modelingscenarios 20120915 0

Scenarios:)Child=Targeted)

21&

Cost4Effec7veness&(low&elas7city)&

Page 22: Cddep modelingscenarios 20120915 0

Partial)Subsidy)•  No&Subsidy&

•  Countries&have&access&to&AMFm&mechanism&to&purchase&qa4ACTs&at&nego7ated&price&(but&no&subsidy)&

•  Reduces&end4user&price&•  Par7al&Subsidy&

•  Subsidy&covers&a&por7on&(50%)&of&the&cost&of&quality4assured&ACTs,&but&not&the&full&price.&&

•  Results&in&larger&reduc7on&in&end4user&price&•  Full&Subsidy&

•  Subsidy&covers&95%&of&the&cost&of&quality4assured&ACTs&•  Results&in&significant&reduc7on&in&end4user&price&

22&

Page 23: Cddep modelingscenarios 20120915 0

Partial)Subsidy)Cost)by)Country)

23&

Low&Elas7city4Low&Ini7al&ACT&Use&

Annu

al&Sub

sidy&Co

st&($

millions)&

Page 24: Cddep modelingscenarios 20120915 0

Partial)Subsidy)Cost)

24&Low&Ini7al&ACT&Use&

Low&Ini7al&ACT&Use&

Higher&Ini7al&ACT&Use&

Higher&Ini7al&ACT&Use&

Low&Elas7city& High&Elas7city&

Annu

al&Sub

sidy&Co

st&($

millions)&

Total&Subsidy&Cost&across&all&countries&

Page 25: Cddep modelingscenarios 20120915 0

Cost=Effectiveness)

25&

Cost4Effe

c7vene

ss&($

/Death&Averted

)&Cost4Effec7veness&across&all&countries&(low&elas7city)&

Excludes:&Senegal,&Somalia,&Kenya,&Rwanda,&Zimbabwe,&Sudan,&Ethiopia,&Mauritania,&Namibia,&Swaziland,&Djibou7&

Page 26: Cddep modelingscenarios 20120915 0

Partial)Subsidy:)No)Subsidy)

26&

Deaths&Averted&over&Five&Years&(low&elas7city)&

Deaths&Averted

&(tho

usands)&

Page 27: Cddep modelingscenarios 20120915 0

Summary)•  Saving&lives&usually&comes&at&a&(diminishing&marginal)&cost:&

•  A&universal&subsidy&saves&the&most&lives&and&costs&the&most&•  A&par7al&subsidy&or&a&child&targeted&subsidy&with&low&leakage&to&adults&tends&to&be&more&cost4effec7ve&To&maximize&the&number&of&lives&saved&

•  To&maximize&the&number&of&lives&saved:&•  Expand&access&to&drugs&purchased&at&the&AMFm&nego7ated&price.&&Reduces&risk&of&leakage&across&borders,&lower&nego7ated&prices&and&improve&access&to&QA4ACTs.&

•  Tailor&AMFm&to&county&needs:&Spend&$$&on&countries&that&give&the&biggest&bang&for&buck&–&whether&on&child&targeted&subsidy&or&par7al&subsidy&depending&on&local&context.&

27&