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Cost of illness studies in rare diseases: 
cystic fibrosis as an example 
Prof. Milan Macek, M.D, D.Sc. 
Department of Biology and Medical Genetics 
Charles University Prague – 2nd Faculty of Medicine 
Barcelona, Val d´ Hebron VHIR– November 18, 2014
25 years of CF 
research 
How to apply this success in 
clinical practice 
in the time of austerity ?
Technology 
development 
& 
„Interpretive 
Gap“ 
FORGE 
Canada 
2014 
Phenotype 
PMID: 24906018 PMID: 24387988
The challenge 
• Over 4700 Mendelian phenotypes with known 
causative gene (OMIM.org, NGS panels) 
• Allelic heterogeneity is the rule 
– Many genes have >100 mutations 
• Disease implications 
– Known (usually) for common mutations 
– Variably known for low frequency mutations (<5%) 
– Unknown (usually) for rare mutations (<1%) 
• Clinical diagnostic DNA sequencing identifies all 3 
types of mutation
Need for accurate assessment of 
disease-liability of mutations 
• Diagnosis of clinical cases 
• Newborn screening 
• Carrier screening 
– Pregnancy decisions 
• Mutation-specific therapy 
(CFTR modulating therapies)
• Molecular genetics – Mutation Specific 
Therapies – CFTR modulating therapies
CFTR mutations 
• Over 2000 mutations identified 
– One mutation is common (p.Phe508del; 70% of CF 
alleles) 
– Twenty mutations are low frequency (15% of CF 
alleles) 
– Remainder (>1800) are rare (15% of CF alleles) 
• Disease implications of most rare mutations 
is unknown
Clinical variant annotation the next 
challenge in medical genomics: 
Mutation versus Variant 
PMID: 24387988
Databases
CFTR modulating therapy: mutation classes 
S549R
Gating defect mutations: S549R (T>G) and G551D 
„Potentiators versus Correctors“ 
J Cyst Fibros. 2012 May;11(3):237-45
Collection of mutation data 
Clinic 
Laboratory 
Repository
Collection of mutation data 
Clinic 
Laboratory 
> 2000 mutations 39,689 patients
Contributors to CFTR2
Summary of data collected 
Clinical data analysis 
35,319 patients 
Lung function 
(FEV1% predicted) 
24,946 patientsb 
Sweat chloride 
(mmol/L) 
24,913 patientsa 
Pancreatic status 
(PS or PI) 
30,236 patientsc 
CFTR2 database 
39,689 patients; 25 clinics/registries 
159 mutations 
with allele 
frequency ≥0.01% 
4,377 patients 
(5 registries/clinics) excluded* 
Genotype 
70,777 
chromosomes
How did we determine which mutations cause CF 
and which ones don’t? 
A 3-pronged approach for assigning disease liability 
Clinically consistent mutation 
Average sweat [Cl-] ≥ 60 mEq/L 
Genetically consistent mutation 
Mutation not seen in non-transmitted 
‘healthy’ CFTR gene in father of CF patient 
NCFo-nc-aduissienags em cuatuastiionng 
 
 
Functionally consistent mutation  
< 10% of WT CFTR function 
Genetically inconsistent mutation 
Mutation found on non-transmitted ‘healthy’ 
CFTR gene in father of CF patient
Improved clinical care: CFTR2.org
99 
90% 87% 
54% 
97 
53% 
18 18 
Sweat Chloride 
Lung function 
Pancreatic insufficiency 
Average Age
Improved education via publically 
available apps: CFGeneE
Mutations cluster by ‘theratype’ 
D1152H 
F1052V 
WT 
R117C R117H* 
D579G 
S549R* 
R1070W* 
R347P 
S945L 
P67L 
I336K L206W 
A455E 
D614G 
P205S 
R1066H 
G85E 
100 
80 
60 
40 
20 
0 
1 10 100 
CFTR folding (as % of WT) 
Log CFTR chloride current (as % of WT) 
T338I 
L927P 
G1244E 
S341P 
G551D 
R334W* 
S549N 
G970R 
R352Q 
G178R 
R347H* 
S1251N* 
S997F* 
D110H 
Channel defect 
Folding and 
channel defect 
# 
Folding defect 
Mutations in red are 
potentiated by 
Ivacaftor/Kalydeco 
Mutation in blue 
responds to corrector 
(VX-809)
VX-770, Ivacaftor – in vitro studies
VX-770, Ivacaftor – sweat chloride
VX-770, Ivacaftor – FEV1
KalydecoTm – mutation specific therapy in CF 
„CFTR modulating therapy“ 
Ultra-Orphan drug 
for ~ 4% of CF patients
2012 2013 
http://www.medpagetoday.com/Pulmonology/CysticFibrosis/42018 
http://www.forbes.com/sites/matthewherper/2012/12/27/the-most-important-new-drug-of-2012/
Courtesy Dr. Wills Hughes-Wilson
Increase costs in oncology using „biological therapy“
„End of Life“ versus „Life Saving Therapies“ 
http://www.commonwealthfund.org/~/media/Files/Publications/Issue%20Brief/2012/Jan/1576_Chalkidou_ 
end_of_life_drugs_Intl_brief.pdf 
Health care 
Versus 
Social care 
Savings? 
Different bugets? 
Redistribution of 
insurance
„Generics dividend“…. Will it shitt towards orphan medicinal products?
Background 
• Analysis of the economic burden in CF is important for disease management 
• Assessment of baseline (direct) costs prior to the introduction of CFTR 
modulating therapies for health insurance companies 
• Assessment of cost effectivness and implemenation of CF treatment schemes 
Klimeš et al. ERS Monogr 2014; 64: 304–319
Objectives 
• To assess the direct costs of CF within the CZ medical care 
• The prevalence-based cost of illness analysis was performed in 
relation previously identified „major cost drivers“: 
– severity of CF lung disease (measured by FEV1 % predicted) 
– Age / gender 
– BMI (reflecting underweight = general nutritional status) 
– Presence of chronic sino-bronchial infections (P. aeruginosa)
Patients and Methods 
• Clinical and laboratory data from the national CF registry 
(www.cfregistr.cz) 
• Cost data from the health insurance (www.vzp.cz, www.szpcr.cz) 
• Overall, 245 CF randomly selected patients were stratified by their 
age, gender, BMI and BMI z-score, P. aeruginosa and FEV1% 
(“mild” >70; „moderate 40< and <70 and severe CF lung disease 
<40; % predicted) 
• Healthcare costs were considered within: a) inpatient care, b) 
medicinal products and devices (MPD) and c) Procedures 
(laboratory examinations, diagnostics and outpatient care) 
• All costs were in year 2010 prices 
• Descriptive statistics, Multivariate regression analysis (generalized 
linear model – GLM)
Results - 1 
• The average (median) patient age was 16.46 (15.0) and 34.7% were 
adults (older than 18 years) 
• The average (median) FEV1% was 86.8% (94.0%): 76.7% patients 
had mild-, 14.3% moderate- and 9% severe- CF lung disease 
• A total of 23.3% cases were chronically colonized with P. 
aeruginosa. 
• The mean (median) costs of mild, moderate and severe lung 
disease were €3,804 (€1,069), €5,825 (€1,271), and €13,929 
(€6,197) 
• Patients with P. aeruginosa had substantially higher costs than 
those without proven infection (€3,455 vs. €10,105; Mann-Whitney 
p=0.0001), using ECFS registry classification. 
• Costs are mostly clustered around lower monetary values, but have 
been increasing markedly with decreasing FEV1%
Results - 2 
• In regression analysis we used only variables which are 
related to the direct costs: 
– In the case of total costs, disease severity (measured by FEV1%) 
had the most significant impact on costs, while, for instance, its 
decrease by approximately 10 percentage points (pp) means 
an increase in costs by approximately 10%. 
– The presence of P. aeruginosa increased the costs by 1.82 x 
– Other studied variables (gender, nutritional status and age) did 
not significantly influence total costs. 
• Chronic infection of P. aeruginosa has substantial impact 
on each cost category (~increased hospitalisation costs) 
– inpatient costs were increased by 2.7 times 
– MPD cost were increased by 5.8 times
DISCUSSION and Conclusions 
• Health care costs and their subsections (for inpatients, MPD, 
procedures) are predominantly influenced by the overall CF 
severity reflected by FEV1, and P. aeruginosa. 
• Deteriorated nutritional status significantly influences procedure 
costs (p=0.014). 
• the costs presented in our analysis are below those reported in 
other European countries studies. Even if accounted for different 
price level (by purchasing power parity (PPP) € exchange rate, 
average total costs equal to PPP €6,913 (vs. €5,002) 
• These data are used for negotiations with health-insurance 
companies 
– Needs further breakdown by e.g. individual drugs utilized, 
adolescents x adults 
– Relatively younger and generally less severe (or better treated) 
cohort….
Figure 1: Total mean (median) annual 
costs related to the overall disease 
severity (cost in € 2010) 
Figure 2: Mean annual costs of each cost 
component based on the disease 
severity (cost in € 2010)
THANK YOU FOR YOUR ATTENTION! 
milan.macek.jr@lfmotol.cuni.cz

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"Cost of illness studies in rare diseases: cystic fibrosis as an example" by Prof. Milan Macek, M.D, D.Sc.

  • 1. Cost of illness studies in rare diseases: cystic fibrosis as an example Prof. Milan Macek, M.D, D.Sc. Department of Biology and Medical Genetics Charles University Prague – 2nd Faculty of Medicine Barcelona, Val d´ Hebron VHIR– November 18, 2014
  • 2. 25 years of CF research How to apply this success in clinical practice in the time of austerity ?
  • 3. Technology development & „Interpretive Gap“ FORGE Canada 2014 Phenotype PMID: 24906018 PMID: 24387988
  • 4. The challenge • Over 4700 Mendelian phenotypes with known causative gene (OMIM.org, NGS panels) • Allelic heterogeneity is the rule – Many genes have >100 mutations • Disease implications – Known (usually) for common mutations – Variably known for low frequency mutations (<5%) – Unknown (usually) for rare mutations (<1%) • Clinical diagnostic DNA sequencing identifies all 3 types of mutation
  • 5. Need for accurate assessment of disease-liability of mutations • Diagnosis of clinical cases • Newborn screening • Carrier screening – Pregnancy decisions • Mutation-specific therapy (CFTR modulating therapies)
  • 6. • Molecular genetics – Mutation Specific Therapies – CFTR modulating therapies
  • 7. CFTR mutations • Over 2000 mutations identified – One mutation is common (p.Phe508del; 70% of CF alleles) – Twenty mutations are low frequency (15% of CF alleles) – Remainder (>1800) are rare (15% of CF alleles) • Disease implications of most rare mutations is unknown
  • 8. Clinical variant annotation the next challenge in medical genomics: Mutation versus Variant PMID: 24387988
  • 10. CFTR modulating therapy: mutation classes S549R
  • 11. Gating defect mutations: S549R (T>G) and G551D „Potentiators versus Correctors“ J Cyst Fibros. 2012 May;11(3):237-45
  • 12. Collection of mutation data Clinic Laboratory Repository
  • 13. Collection of mutation data Clinic Laboratory > 2000 mutations 39,689 patients
  • 15.
  • 16. Summary of data collected Clinical data analysis 35,319 patients Lung function (FEV1% predicted) 24,946 patientsb Sweat chloride (mmol/L) 24,913 patientsa Pancreatic status (PS or PI) 30,236 patientsc CFTR2 database 39,689 patients; 25 clinics/registries 159 mutations with allele frequency ≥0.01% 4,377 patients (5 registries/clinics) excluded* Genotype 70,777 chromosomes
  • 17. How did we determine which mutations cause CF and which ones don’t? A 3-pronged approach for assigning disease liability Clinically consistent mutation Average sweat [Cl-] ≥ 60 mEq/L Genetically consistent mutation Mutation not seen in non-transmitted ‘healthy’ CFTR gene in father of CF patient NCFo-nc-aduissienags em cuatuastiionng   Functionally consistent mutation  < 10% of WT CFTR function Genetically inconsistent mutation Mutation found on non-transmitted ‘healthy’ CFTR gene in father of CF patient
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  • 20. 99 90% 87% 54% 97 53% 18 18 Sweat Chloride Lung function Pancreatic insufficiency Average Age
  • 21. Improved education via publically available apps: CFGeneE
  • 22. Mutations cluster by ‘theratype’ D1152H F1052V WT R117C R117H* D579G S549R* R1070W* R347P S945L P67L I336K L206W A455E D614G P205S R1066H G85E 100 80 60 40 20 0 1 10 100 CFTR folding (as % of WT) Log CFTR chloride current (as % of WT) T338I L927P G1244E S341P G551D R334W* S549N G970R R352Q G178R R347H* S1251N* S997F* D110H Channel defect Folding and channel defect # Folding defect Mutations in red are potentiated by Ivacaftor/Kalydeco Mutation in blue responds to corrector (VX-809)
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  • 24. VX-770, Ivacaftor – in vitro studies
  • 25. VX-770, Ivacaftor – sweat chloride
  • 27. KalydecoTm – mutation specific therapy in CF „CFTR modulating therapy“ Ultra-Orphan drug for ~ 4% of CF patients
  • 28. 2012 2013 http://www.medpagetoday.com/Pulmonology/CysticFibrosis/42018 http://www.forbes.com/sites/matthewherper/2012/12/27/the-most-important-new-drug-of-2012/
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  • 33. Courtesy Dr. Wills Hughes-Wilson
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  • 36. Increase costs in oncology using „biological therapy“
  • 37. „End of Life“ versus „Life Saving Therapies“ http://www.commonwealthfund.org/~/media/Files/Publications/Issue%20Brief/2012/Jan/1576_Chalkidou_ end_of_life_drugs_Intl_brief.pdf Health care Versus Social care Savings? Different bugets? Redistribution of insurance
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  • 40. „Generics dividend“…. Will it shitt towards orphan medicinal products?
  • 41.
  • 42. Background • Analysis of the economic burden in CF is important for disease management • Assessment of baseline (direct) costs prior to the introduction of CFTR modulating therapies for health insurance companies • Assessment of cost effectivness and implemenation of CF treatment schemes Klimeš et al. ERS Monogr 2014; 64: 304–319
  • 43. Objectives • To assess the direct costs of CF within the CZ medical care • The prevalence-based cost of illness analysis was performed in relation previously identified „major cost drivers“: – severity of CF lung disease (measured by FEV1 % predicted) – Age / gender – BMI (reflecting underweight = general nutritional status) – Presence of chronic sino-bronchial infections (P. aeruginosa)
  • 44. Patients and Methods • Clinical and laboratory data from the national CF registry (www.cfregistr.cz) • Cost data from the health insurance (www.vzp.cz, www.szpcr.cz) • Overall, 245 CF randomly selected patients were stratified by their age, gender, BMI and BMI z-score, P. aeruginosa and FEV1% (“mild” >70; „moderate 40< and <70 and severe CF lung disease <40; % predicted) • Healthcare costs were considered within: a) inpatient care, b) medicinal products and devices (MPD) and c) Procedures (laboratory examinations, diagnostics and outpatient care) • All costs were in year 2010 prices • Descriptive statistics, Multivariate regression analysis (generalized linear model – GLM)
  • 45. Results - 1 • The average (median) patient age was 16.46 (15.0) and 34.7% were adults (older than 18 years) • The average (median) FEV1% was 86.8% (94.0%): 76.7% patients had mild-, 14.3% moderate- and 9% severe- CF lung disease • A total of 23.3% cases were chronically colonized with P. aeruginosa. • The mean (median) costs of mild, moderate and severe lung disease were €3,804 (€1,069), €5,825 (€1,271), and €13,929 (€6,197) • Patients with P. aeruginosa had substantially higher costs than those without proven infection (€3,455 vs. €10,105; Mann-Whitney p=0.0001), using ECFS registry classification. • Costs are mostly clustered around lower monetary values, but have been increasing markedly with decreasing FEV1%
  • 46. Results - 2 • In regression analysis we used only variables which are related to the direct costs: – In the case of total costs, disease severity (measured by FEV1%) had the most significant impact on costs, while, for instance, its decrease by approximately 10 percentage points (pp) means an increase in costs by approximately 10%. – The presence of P. aeruginosa increased the costs by 1.82 x – Other studied variables (gender, nutritional status and age) did not significantly influence total costs. • Chronic infection of P. aeruginosa has substantial impact on each cost category (~increased hospitalisation costs) – inpatient costs were increased by 2.7 times – MPD cost were increased by 5.8 times
  • 47. DISCUSSION and Conclusions • Health care costs and their subsections (for inpatients, MPD, procedures) are predominantly influenced by the overall CF severity reflected by FEV1, and P. aeruginosa. • Deteriorated nutritional status significantly influences procedure costs (p=0.014). • the costs presented in our analysis are below those reported in other European countries studies. Even if accounted for different price level (by purchasing power parity (PPP) € exchange rate, average total costs equal to PPP €6,913 (vs. €5,002) • These data are used for negotiations with health-insurance companies – Needs further breakdown by e.g. individual drugs utilized, adolescents x adults – Relatively younger and generally less severe (or better treated) cohort….
  • 48. Figure 1: Total mean (median) annual costs related to the overall disease severity (cost in € 2010) Figure 2: Mean annual costs of each cost component based on the disease severity (cost in € 2010)
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  • 56. THANK YOU FOR YOUR ATTENTION! milan.macek.jr@lfmotol.cuni.cz