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ISPOR Performance Based Risk Sharing Arrangements TF Report FINAL DRAFT for REVIEW 1 Performance-Based Risk-Sharing Arrangements - Good Practices for Design, Implementation and Evaluation: An ISPOR Task Force Report Task Force Co-Chairs Lou Garrison, PhD, Pharmaceutical Outcomes Research & Policy Program, Department of Pharmacy, University of Washington, Seattle, WA, USA Adrian Towse, MA, Office of Health Economics, London, England, UK Task Force Members: Andrew Briggs, MSc, DPhil, University of Glasgow, Glasgow, Scotland Gerard de Pouvourville, PhD, ESSEC Business School, Cergy Pontoise, France Jens Grueger, PhD, F. Hoffmann - La Roche AG, Basel, Switzerland Penny Mohr, MA, Center for Medical Technology Policy, Baltimore, Maryland, USA J.L. (Hans) Severens PhD, Erasmus University Rotterdam, Rotterdam, Netherlands Paolo Siviero, BA, AIFA (Italian Medicines Agency), Rome, Italy Miguel Sleeper, ACMA, Access to Medicines Centre of Excellence, Glaxo SmithKline, Inc., Brentford, UK

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Performance-Based Risk-Sharing Arrangements - Good Practices for Design, Implementation and Evaluation: An ISPOR Task Force Report

Task Force Co-Chairs Lou Garrison, PhD, Pharmaceutical Outcomes Research & Policy Program, Department of

Pharmacy, University of Washington, Seattle, WA, USA

Adrian Towse, MA, Office of Health Economics, London, England, UK Task Force Members: Andrew Briggs, MSc, DPhil, University of Glasgow, Glasgow, Scotland

Gerard de Pouvourville, PhD, ESSEC Business School, Cergy Pontoise, France

Jens Grueger, PhD, F. Hoffmann - La Roche AG, Basel, Switzerland

Penny Mohr, MA, Center for Medical Technology Policy, Baltimore, Maryland, USA

J.L. (Hans) Severens PhD, Erasmus University Rotterdam, Rotterdam, Netherlands

Paolo Siviero, BA, AIFA (Italian Medicines Agency), Rome, Italy

Miguel Sleeper, ACMA, Access to Medicines Centre of Excellence, Glaxo SmithKline, Inc.,

Brentford, UK

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Abstract There is a significant and growing interest among both the payers and producers of medical

products for agreements that involve a “pay-for-performance” or “risk-sharing” element. These payment

schemes—called “performance-based risk-sharing arrangements” (PBRSAs)—involve a plan by which the

performance of the product is tracked in a defined patient population over a specified period of time and the

level of reimbursement is based on the health and cost outcomes achieved.

There has always been considerable uncertainty at product launch about ultimate real-world clinical

and economic performance of new products, but this appears to have increased in recent years. PBRSAs

represent one mechanism for reducing this uncertainty through greater investment in evidence collection

while a technology is used within a health care system. The objective of this task force report is to set out

the standards that should be applied to “good practices”—both research and operational—in the use of a

PBRSA, encompassing questions around the desirability, design, implementation, and evaluation of such

an arrangement. This report provides practical recommendations for the development and application of

state-of-the-art methods to be used when considering, using, or reviewing PBRSAs.

Key findings include the following observations. Additional evidence collection is costly, and there

are numerous barriers to establishing viable and cost-effective PBRSAs: negotiation, monitoring, and

evaluation costs can be substantial. Good governance processes are also essential. For good research

practice in PBRSAs, it is critical to match the appropriate study and research design to the uncertainties

being addressed. The information generated as part of PBRSAs has public good aspects that need to be

considered.

The societal desirability of a particular PBRSA is fundamentally a concern as to whether the cost of

additional data collection is justified by the benefits of improved resource allocation decisions afforded by

the additional evidence generated. The ex post evaluation of a PBRSA will be a multidimensional exercise

that considers whether the assessment of projected long-term effectiveness is changed as well as the

quality of the evidence generated. PBRSAs should also be evaluated from a long-run societal perspective

as investments that affect both utilization and reimbursement arrangements, with implications for dynamic

as well as static efficiency.

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Introduction 1

2

There is a significant and growing interest among the payers and producers of medical products for 3

agreements that involve a “pay-for-performance” or “risk-sharing” element. These payment schemes—4

called “performance-based risk-sharing arrangements” (PBRSAs)—involve a plan by which the 5

performance of the product is tracked in a defined patient population over a specified period of time and the 6

level or continuation of reimbursement is based on the health and economic outcomes achieved. One 7

database identified 116 cases of these types of arrangements for medicines and other medical products 8

since 1997 [1], with slowly growing numbers in the most recent years. This broad trend represents, in part, 9

a response to the growing cost of new drugs and other innovative medical products and the desire of payers 10

to obtain greater certainty and greater value for the money spent. 11

There has always been considerable uncertainty at product launch about ultimate real-world clinical 12

and economic performance of new medical products. The uncertainty and concomitant financial risk to the 13

payer for a new treatment that does not work as well in the real world has increased along with the price of 14

the new treatment, whether a biologic, device, or other medical technology. PBRSAs represent one 15

mechanism for reducing this uncertainty through greater investment in evidence collection while a 16

technology is in use within a health care system. 17

Information about what works in medical care is, in economic jargon, a public good—one person’s 18

use of the information generally does not keep others from using it—whether it is generated by public or 19

private entities. Public authorities who negotiate and fund evidence generating arrangements need to follow 20

good research practices to improve the quality of the information derived and to make the results of that 21

research public where possible. Private insurers, who have less of an obligation for transparency, can still 22

benefit from good research practices as they seek valid scientific answers to the outcomes questions 23

embedded in the arrangements they negotiate. Encouraging them to put their findings in the public domain 24

can generate greater public benefit as well, so long as it does not deter them from agreeing to PBRSAs. 25

The objective of this task force report is to set out the standards that should be applied to “good 26

practices”—both research and operational—in the use of a PBRSA, encompassing questions around the 27

desirability, design, implementation, and evaluation of such an arrangement. This report provides practical 28

recommendations for the development and application of state-of-the-art methods to be used when 29

considering, using, or reviewing PBRSAs. 30

31

Defining PBRSAs 32

These types of arrangements fall under a variety of names and categories: outcomes-based schemes, 33

risk-sharing agreements, coverage with evidence development (CED), access with evidence development 34

(AED), patient access schemes (PAS), conditional licensing, and managed entry schemes (MES) [2-9]. For 35

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purposes of this discussion, we group all of these under the broad term “performance-based risk-sharing 36

arrangements.” 37

Under our working definition, a PBRSA exhibits the following key characteristics: 38

39

1. There is a program of data collection agreed between the manufacturer (or provider, in some 40

instances) and the payer. It can be initiated or required by the payer—to address uncertainties 41

about effectiveness (including possible unintended or adverse consequences), thereby reducing 42

uncertainty about the expected cost-effectiveness of a medicine (or device or diagnostic) in the 43

health care system. 44

45

2. This data collection is typically initiated during the time period following the regulatory approval 46

(which may be full, adaptive or conditional), but before the full diffusion and uptake of the health 47

technology. 48

49

3. The price, reimbursement, and/or revenue for the product are linked to the outcome of this program 50

of data collection either explicitly by formula or implicitly through an option to renegotiate coverage, 51

price, and revenue later. The arrangements are primarily concerned with reducing uncertainty about 52

expected health outcomes (usually—but not always about—better estimates of real-world 53

effectiveness, including any adverse effects). These, in turn, can reduce uncertainty about the 54

appropriate use of the product, and about overall effectiveness and cost-effectiveness, increasing 55

the confidence of payers and health care professionals in using the technology. 56

57

4. The data collection is intended to address uncertainty concerning one or more of the following: 58

• the expected outcomes of the treated population as compared to those obtained with the use of 59

an alternative treatment regime to that in trials or with different combinations or sequencing of 60

new and alternative therapies; 61

• the efficacy or effectiveness in a broader, more heterogeneous population than in registration 62

trials or in pre-licensing testing; 63

• the effects on longer term or more clinically-significant endpoints than those included in 64

registration trials (which—in the case of a drug—may have used surrogate markers) or in pre-65

licensing studies (e.g., for procedures or devices): 66

• whether health care providers’ management of the patient will change the relative benefits and 67

harms under conditions of usual care; 68

• the size and value of cost offsets, such as fewer hospital visits; 69

• the proportion of patients who will respond, i.e., achieve a pre-set (minimum) outcome which 70

may be an intermediate/surrogate endpoint; 71

• the numbers and types of patients likely in practice to be treated with the new therapy; 72

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• whether the patients treated are the “right” ones, i.e., they have attributes matching those 73

patients which, on the basis of current evidence, the payer is willing to fund. 74

75

5. These arrangements provide a different distribution of risk between the payer and the manufacturer 76

than the historical manufacturer-payer relationship. Arrangements that are simply disguised price 77

discounts—and are not concerned with clinical performance—are excluded from this definition. 78

United Kingdom (UK) Patient Access Schemes include a number of these [10]. However, a number 79

of the operational aspects that underpin a successful PBRSA also apply to such schemes. 80

[See Box 1 for more information on UK PBRSAs.] 81

82

From a broader societal perspective, a PBRSA can be thought of as an investment to gather more data 83

to resolve one or more of the above-mentioned uncertainties. The fundamental motivation for a PBRSA is 84

that the manufacturer and the payer hold different views about the potential value of a new intervention or 85

about their willingness to accept the uncertainty around that value. The manufacturer wants a higher price 86

than the payer thinks is justified given the evidence. The payer is concerned about “decision uncertainty”--87

the probability of paying for a product that is not effective or cost-effective following adoption in their health 88

care system [11]. 89

Investment in a PBRSA should lead to a price that will align the rewards to the manufacturer with the 90

value that the patients—represented by the payers—would assign to the new intervention. To evaluate the 91

investment as such, in theory, we will want to compare the costs of the additional evidence generation with 92

the benefits in terms of making improved resource allocation decisions. The short-term, static efficiency 93

benefits, including ensuring that the new intervention is used in the appropriate population, will be easier to 94

measure than the long-term, dynamic efficiency benefits that are assumed to come from aligning incentives 95

in a way that promotes optimal research and development. 96

97

A Taxonomy for PBRSAs 98

As suggested in the previous section, there are many terms that have been used to describe the 99

types of arrangements considered in this paper. It is helpful to distinguish between those that fit our 100

definition and those that do not. To draw these distinctions, we are able to build upon previous taxonomies 101

that have been published in the literature [6,7,12,13]. For example, McCabe et al. (2010) recognize that 102

such schemes do not always include a research component, making an important distinction between 103

population- versus patient-level schemes, the latter characterizing a situation where value for money is 104

guaranteed without the need for subsequent review of the reimbursement decision [6]. 105

Another taxonomy developed by Carlson, et al. (2010) was based on an inventory of published 106

schemes categorized in terms of timing, execution, and health outcomes [7]. This taxonomy made a clear 107

distinction between schemes that are health outcomes-based and those that are not. Towse and Garrison 108

(2010) in their taxonomy also made the distinction between outcome-based and non-outcome-based, and 109

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also between (i) those with agreements that specified how evidence would be translated into revisions to 110

price, revenues, and/or use and (ii) those that instead specify an evidence review point where renegotiation 111

would occur [12]. They also make the point that the outcome evidence either can come from a randomized 112

trial on a subset of patients (who may not necessarily be in the same health system) or through an 113

observational study of the patients being treated. They also draw a distinction between (i) uncertainty about 114

the performance of the drug within a subgroup of patients and (ii) uncertainty as to the subgroups of 115

patients who would in practice receive the drug. 116

For purposes of defining good research practice, we distinguish between those payer-117

producer/provider arrangements that measure health outcomes in characterizing performance and those 118

that focus on sharing costs (non-health outcomes). We consider the latter “cost-sharing arrangements” 119

only, which fall outside our definition of a PBRSA. Examples of such arrangements are budget- or 120

utilization-capping, variable or fixed discounts, and price-volume arrangements not linked to the underlying 121

cost-effectiveness of treatments in different patient subgroups [14]. 122

For PBRSAs that measure health outcomes, we follow McCabe et al. (2010) and further distinguish 123

between those that attempt to directly manage utilization and guarantee cost-effectiveness (i.e., “utilization-124

based”) versus those that include a strong research element (i.e., “research-based) [6]. The former, 125

performance-linked real-world arrangements, have the primary objective of assessing utilization (for which 126

patients are treated) and/or patient level outcomes (has a target outcome been achieved for a patient?). 127

Such schemes adjust payments and prices in an attempt to ensure value for money. On the other hand, the 128

research-oriented arrangements are focused on covering the procedure for a period of time in order to 129

develop further evidence that will reduce the uncertainty about the long-term outcomes expected to be 130

achieved in groups of patients instead of individual patients. 131

Drawing upon the previous taxonomies, Figure 1 depicts these distinctions. From this figure, it can 132

be seen that PBRSAs are a specific group of schemes among all possible payer-producer/provider 133

arrangements. Pure “cost-sharing arrangements” shown in gray on the left-hand side are not within our 134

definition. 135

The taxonomy separates two types of PBRSA schemes: those whose goal is provide coverage 136

while the evidence is developed and those whose goal is to manage utilization and control the cost-137

effectiveness of a new technology in the real world. CED is a payer-producer (or producer-provider) 138

arrangement that attempts to reduce decision uncertainty regarding coverage policy. In short, such 139

schemes link population-level payment or reimbursement to prospective data collection. They can differ 140

according to the number of patients “exposed” to the technology. 141

For example, all new patients might be treated using the new technology (“only with research” or 142

OWR) or only those patients (“only in research” or OIR) included in a registry or trial [15]. We include both 143

within the term CED as forms of PBRSAs. See Walker et al. (2012) for a discussion of the criteria that 144

might lead to the use of either an OWR or OIR scheme [16]. CED schemes can exist either with a pre-145

specified agreement or without. PBRSAs without a pre-specified agreement as to how the results of the 146

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research will be used to adjust price, revenues, or coverage will require renegotiation at a later time [17,18, 147

19, 20]. [See Box 2 for more information on CED in the US.] 148

In contrast to these CED arrangements, the other major category of PBRSAs is of those that aim to 149

manage utilization and guarantee the cost-effectiveness of a new technology in the real world. In principle, 150

such schemes link performance at the individual patient level to payment or reimbursement for a new 151

technology. In some schemes, payment is related to process of care. This means that reimbursement is 152

specified ex ante to depend on the clinical decision-making process, e.g., a provider’s compliance with 153

clinical guidelines or selection of individual patients based on a biomarker, such as a genetic test. 154

155

Figure 1. PBRSA Taxonomy 156

157

158

Other schemes focus on ex post reimbursement, measuring intermediate or clinical endpoints. 159

These arrangements include (i) “outcomes guarantees”—meaning payment for responders only—or (ii) 160

“conditional treatment continuation”—meaning payment for continued use of the product based on 161

intermediate endpoints. Thus, in contrast to CED, reimbursement in these schemes is generally determined 162

for each individual patient, either retrospectively or prospectively by rule. Nevertheless, sometimes the data 163

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collected in such real world-utilization schemes could be aggregated to the population level to adjust overall 164

payments. In addition, for research purposes, post hoc analyses to support additional population-level 165

decision-making are a possibility if the patient-level data have been appropriately collected. 166

167

GRPs for PBRSAs: Overview of Key Good Practice Questions 168

For those PBRSAs whose goal is to provide coverage while the evidence is developed, either the 169

payer or both the payer and the manufacturer (or service provider) together will have to address four 170

research-related, good practice questions concerning: (Q1) the desirability of the PBRSA (as opposed to 171

some other form of reimbursement or research arrangement), (Q2) research design, (Q3) implementation 172

approach, and (Q4) evaluation method. In some instances, the payer and manufacturer (or service 173

provider) may have to reach a formal legal agreement as to why the PBRSA is desirable and under what 174

conditions it will move forward. In others, the payer may unilaterally decide to delay approval and collect 175

additional data, or recommend or require another party to collect it. For those PBRSAs that aim to manage 176

real world utilization and guarantee the cost-effectiveness of a new technology, the four good practice 177

questions are also relevant, although only in part. 178

179

Q1. Desirability: Is a PBRSA the appropriate way forward given the uncertainty and the 180

alternative methods to reduce this uncertainty? 181

When is a PBRSA worthwhile? 182

The key issue is that at product launch the payer could have considerable uncertainty as to whether 183

the product or service offers good value for money. In theory, a payer has four major options [21]: 184

1. Adopt (or partially adopt) despite the uncertainties and wait for more information to revisit the 185

decision. 186

2. Refuse to adopt until the manufacturer supplies better evidence to address the uncertainty. 187

3. Demand or mandate a lower price such that the uncertainty about value is reduced. 188

4. Enter into a PBRSA that (a) manages utilisation/outcome at the patient level or (b) is a form of 189

CED where evidence is collected across patients for a review, potentially leading to pre-specified 190

adjustments. 191

Each of these options is associated with costs and benefits. A value-of-information (VoI) framework—192

comparing the costs of additional data collection with the benefits of improved resource allocation 193

decisions—should be used for weighing these options [22]. The general question is whether a PBRSA can 194

effectively and efficiently address the uncertainties that remain following marketing authorization. 195

Issues that would need to be considered include: 196

• The expected value(s) of research options in terms of reduced uncertainty for the decision maker. 197

The value of any additional research (and, therefore, of a CED or research-based PBRSA) will 198

depend in part on the price of the product and its expected use in the patient population; 199

• the cost (in terms of out-of-pocket costs and administrative burden) of collecting evidence; 200

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• the cost (in terms of expected health loss) of any delays in access that might result from use of a 201

scheme; 202

• the existence of any irreversibility in the process—for example, if an adoption decision would make 203

subsequent withdrawal of the product much more difficult or make research less feasible or even 204

impossible in some circumstances [16]. Thus, a PBRSA may enable research to take place 205

alongside use (OWR) or, in other cases, the PBRSA will restrict this to OIR. 206

A utilisation-based PBRSA will change expected cost-effectiveness by changing the effective price or 207

use of the product through, for example, an outcome guarantee or the use of an intermediate response as 208

part of conditional treatment continuation. There will be implementation costs associated with such a 209

scheme. The relative merits of research-based PBRSAs and utilisation-based PBRSAs will need to be 210

assessed alongside the other options of either (a) adoption without any expectation of further evidence 211

collection, (b) a refusal to adopt until further evidence is available, or (c) adoption at a lower price. 212

213

Desirable for whom? 214

When a manufacturer and a payer are in negotiation on coverage and reimbursement, a 215

manufacturer considering a PBRSA will have to weigh the pros and cons of the additional complexity and 216

cost of the PBRSA against alternatives, for example, offering an upfront price reduction [13]. But to project 217

complexity and cost, the manufacturer will also need to address questions Q2-Q4: evidence collection, 218

implementation, and evaluation. 219

In these instances, whether to propose or accept a PBRSA will be a business decision for both the 220

manufacturer and the payer. When proposing a PBRSA, the manufacturer should have established that a 221

valid and efficient process of evidence collection following good professional practice is feasible. The payer 222

should be realistic regarding the level of uncertainty as well as the cost of data collection and 223

implementation of the scheme when requesting a PBRSA. Neither party is per se subject to a discussion of 224

good research practices, although a public payer may indicate scientific research criteria that have to be 225

met. In any case, the quality of research needs to be high enough to ensure the resulting data are robust 226

enough to address the key uncertainties. 227

PBRSAs can be desirable from the manufacturer’s perspective because they may be a way to 228

overcome payers’ aversion for risk and reduce time to market access. If the alternative is extending clinical 229

development time prior to launch, this risks (i) still not demonstrating a significant improvement in effect, (ii) 230

reducing the period of exclusivity associated with patent protection, and (iii) enabling a competitor to come 231

into the market with similar or better results before the manufacturer has entered the market. 232

For a payer, denying reimbursement on the basis of high uncertainty opens them to the risk of 233

depriving patients of the benefits of a new medical product. On one hand, they may thus face political 234

criticism for any loss of societal welfare if the product is later found to be cost-effective. On the other hand, 235

they face criticism for any losses if the product is not cost-effective and/or provides little or no benefit to 236

patients. 237

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It is worth noting that these perspectives may not be symmetric: payers may lose less in the short 238

term by forgoing an agreement. High uncertainty with regard to effectiveness may easily justify denial of 239

reimbursement or severe restrictions on indications, which is politically sustainable and may be seen as 240

financially prudent. PBRSAs may well seem more desirable for industry than for payers. Yet, the use of a 241

PBRSA (as opposed to a denial) may be socially optimal, as well as in the commercial interest of the 242

manufacturer. [See Box 3 on the post-launch studies in France.] 243

PBRSAs may also lead to the pursuit of opportunistic strategies by either manufacturers or payers. On 244

the manufacturers’ side, they might define their price target according to the anticipated risk of not meeting 245

the target. On the payers’ side, they might, if they have bargaining power, set their reservation price on the 246

basis of the probability of a failure of the product to meet its target. 247

Finally, it is important to remember that the payer is the agent of patients: good PBRSAs are only good 248

if they make patients as a whole better off in terms of health outcomes. 249

250

Q2. Evidence collection: Which PBRSA research design is most appropriate to collect evidence 251

that addresses the relevant uncertainties? 252

The answer will depend on the uncertainty that the PBRSA evidence collection is trying to address: 253

• Uncertainty around whether the medical product or service will be used in the right patients, which 254

may be because not all patients will respond, or because effectiveness and cost-effectiveness differs 255

across indications or patient groups. 256

• Uncertainty at launch around clinical or economic outcomes (effectiveness vs. efficacy, final 257

outcomes vs. surrogates, or about size of cost offsets). 258

We enumerated the many possible sources of uncertainty above. However, the preferred study design 259

may differ for questions such as the optimal subset of patients in an indication versus questions about the 260

transferability of an efficacy result to effectiveness in the real world. 261

GRPs for evidence collection in PBRSAs should build upon previous GRPs for specific types of studies. 262

Previous ISPOR Task Forces have defined GRPs in a number of relevant areas: modelling, 263

nonrandomized studies of treatment effects, RCTs, registries, and prospective observational studies [23-264

27]. Although ISPOR and others have developed GRPs around a wide range of study designs, much less 265

work has been done linking particular designs to specific research questions. This linkage or translation is 266

an active area of research, particularly in the field of comparative effectiveness research [28]. 267

The number of general options for research design to collect data post-launch is fairly limited and 268

reasonably well defined. These include: 269

• a traditional targeted randomized clinical trial (RCT), focusing on efficacy; 270

• a large pragmatic clinical trial (PCT), randomized but with less rigorous entry inclusion or exclusion 271

criteria; 272

• a prospective observational study of patients without randomization; 273

• a hybrid design that includes observational cohorts and retrospective data; 274

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Each of these designs has strengths and weaknesses in the context of PBRSAs. Table 1 275

summarizes the factors that favour a randomized versus observational design. What is important is that the 276

study is designed to answer the question at hand. Historically, there is a general consensus that properly 277

sized RCTs are the strongest method for determining a treatment effect. However, they can be criticized for 278

limited generalizability. 279

Large PCTs can be costly and difficult to manage, but can offer a better estimate of real-world 280

effectiveness. Prospective observational data collection, for example, using registries, can be useful for 281

estimating real-world effectiveness as well as the relationship between surrogate endpoints and long-term 282

outcomes. [See Box 4 for more information on PBRSAs in Italy.] 283

These studies can also be comparative by using historical or matched controls. Methods such as 284

propensity scoring can be used to correct for the likely selection bias. Retrospective study designs can be 285

helpful for measuring historical controls or relationships between surrogate endpoints and long-term 286

outcomes. They are also subject to selection bias. 287

288

Table 1. Factors Affecting Selection of Randomized vs. Observational Design 289

Factors Favoring Randomized Design: Factors Favoring Observational Design:

• Feasible to randomize

• Risk of getting the answer wrong is

large (large impact on mortality,

resource use, or treatment patterns)

• Prognostic variables are unclear; most

variation in outcomes is unexplained

• Biologic process of disease is not well

understood

• Modest anticipated differences in effect

size

• When relative effectiveness is of

interest: Effect size is relatively large

and/or selection bias can be

reasonably controlled

• Relatively rare adverse events, safety

is most important outcome of interest

• Major focus is on adherence or

compliance with therapy

• Interest in associations of outcomes by

patient subgroups, observed practice

patterns

• Risk of getting it wrong is low

• Cost or resource use is main interest

Adapted from Gliklich (2012) [28]. 290

291

Under randomized design, there is a continuum from more explanatory to more pragmatic designs. 292

For assessing comparative effectiveness and cost-effectiveness, the more pragmatic designs are preferred, 293

including: the parsimonious use of inclusion/exclusion criteria; clinically meaningful outcomes; protocols 294

that interfere minimally with practice patterns; and usual care settings. 295

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Observational studies, such as registries or post-marketing surveillance cohort studies, could be 296

feasible to monitor effectiveness and safety of investigated medicines in clinical practice. After the period of 297

the study observation, results could be modeled in order to investigate if the continued use of a PBRSA is 298

cost-effective. An observational study linked to a monitoring registry might be a feasible approach to 299

undertake. 300

Although most PBRSAs to date (with the exception of those in the US) have not been based on an RCT 301

design, it is an important option. An RCT can be designed to clarify an aspect of efficacy or explore effects 302

in a key subgroup of patients or in the validation of a biomarker. Arguably, this is the basis for the 303

Temporary Authorization for Use—ATU—scheme in France. If it is not possible to conduct an RCT 304

alongside use of the product by the payer, then the RCT could either be conducted in an OIR scheme or in 305

an OWR scheme in which the PBRSA relied on RCT data collected in another jurisdiction, providing any 306

necessary adjustments for the transferability of data are made [29]. 307

As Hutton et al. (2007) and others have emphasized outcome measures should be selected with care 308

[3]. They should be clear, measurable, objective, realistically achievable and relevant. All parties will need 309

to ask: 310

• Is the type of evidence being promised sufficient to address the uncertainty in 311

quantitative/qualitative terms?; 312

• Are the endpoints the desired outcomes (or acceptable surrogates)?; 313

• In the case of CED schemes, is the duration of study sufficient to deliver a result against the 314

measures, and is the study population sufficiently representative? 315

Choice of the outcomes for PBSRAs will also be influenced by the scope of regulatory approval, 316

especially for drugs. If the manufacturer wishes to use the PBRSAs results for promotion, any claims need 317

to be consistent with the label. 318

For efficiency purposes and in order to answer questions around effectiveness, the design will often 319

make use of extensive data collected routinely (e.g., claims data, lab and pharmacy data, hospital and 320

electronic medical records). But prospective study designs for PBRSAs that rely on these records present a 321

number of issues and challenges in terms of implementation, which are discussed in the following section. 322

323

Q3. Implementation: How should a PBRSA be implemented, governed, and reported? 324

325

Implementation 326

Aspects of good implementation follow from clarity on the desirability of using a PBRSA and on the type of 327

evidence being collected as part of the PBRSA. These aspects have been addressed in the literature, 328

notably in the 2009 Banff Summit principles (Menon et al., 2010) and by Hutton et al. (2007) [30,3]. They 329

include the following: 330

• Is the scheme measuring appropriate outcomes? PBRSAs should be clinically robust, clinically 331

plausible, appropriate, and monitorable. For example, if the scheme is based on a patient response, 332

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there must be a relatively straightforward way to measure a patient’s clinical response. Standard 333

procedures for reporting and analysis of adverse events will need to be followed. 334

• Are the costs acceptable? The cost to the commissioning body or healthcare system arising from the 335

PBRSA should be proportionate to the potential gains. We can note requirements expressed in the 336

UK PPRS (2009) which related to both CED and utilisation schemes [10]: 337

• When considering the burden, the full cost to the health care system of any patient access 338

scheme should be included in the costs considered by the commissioning body. 339

• Any scheme should be operationally manageable and without unduly complex monitoring, 340

disproportionate additional costs and bureaucracy. 341

• Any burden for the health care system should be proportionate to the benefits of the scheme 342

for the NHS and patients. 343

• Is the time horizon realistic? A PBRSA process should set clear target dates by which the future 344

contingent access decision will be made. Although this can vary by disease, Hutton and colleagues 345

suggest that a PBRSA study period longer than three years faces the risk of becoming increasingly 346

irrelevant in the face of changing clinical practice and technological advancement [3]. Even so, 347

difficulties can easily arise if, for example, patient recruitment to studies is slower than planned. 348

They further explain that if a PBRSA continues indefinitely, without the benefit of new evidence, it 349

merely replicates the unsatisfactory situation that gave rise to it in the first place (i.e., coverage with 350

inadequate evidence). It is important then that all participants of the PBRSA make sure that 351

collection of relevant new data can be accomplished within a realistic period before entering into a 352

scheme. 353

• Are the funding arrangements clear? There is a general presumption that manufacturers and 354

sponsors of technologies will finance extra data collection but is not always be the case. There are 355

examples where a government has agreed to fund arrangements (e.g., Medical Services Advisory 356

Committee (MSAC) in Australia, Catalan Agency for Health Technology Assessment (CAHTA) in 357

Spain). The United Kingdom Multiple Sclerosis Risk Sharing Scheme (UK MS RSS) was jointly 358

funded by the DH and the companies involved [31,32]. 359

• How is responsibility for undertaking data collection and analysis allocated? In a CED scheme it 360

should be subject to normal research governance arrangements as we consider in the next section. 361

• What will be the process for analysis and review of the evidence to make a revised decision on 362

price, revenue or coverage? A PBRSA should have a process in place to underpin a “Decision with 363

Further Evidence” [3]. In some agreements there will be a pre-agreed link between the evidence 364

and the revised decision (e.g., an adjustment to price to ensure a cost-per-QALY of a certain 365

amount) subject to any arbitration and appeal arrangements. In others, use of the analysis to 366

change price, revenues, or coverage will be subject to negotiation. 367

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• Will discounts or rebates be paid during the course of the scheme (for example based on provisional 368

results)? We can note than in utilisation schemes such as responder-based reimbursement this is 369

integral to the scheme. 370

371

Governance 372

Some PBRSAs are bilateral commercial agreements between a private payer and a manufacturer, 373

such as the case between Merck and Cigna for selected anti-diabetic drugs in the United States [33]. In 374

these situations, a formal governance structure is not essential. Likewise, in the case of arrangements 375

between a public payer and a manufacturer for utilisation schemes (as in Italy [Box 4] or the UK [Box 1]) or 376

where an agreement between the public payer and the manufacturer involves a price adjustment linked to 377

the outcome of research within an existing formal structure for such arrangements (as in the case of the UK 378

CED OWR Patient Access Scheme for Votrient® (pazopanib). 379

In other cases, PBRSAs involve agreements among multiple stakeholders. For example, in the 380

United States, the creation of the implantable cardiac defibrillator (ICD) registry in support of Medicare’s 381

2005 CED decision involved a partnership among professional associations, public and private insurers, 382

and federal sponsors of clinical research, hospitals, a quality improvement organization, and others [17]. 383

The ICD registry is managed by the American College of Cardiology. Funding for the registry is sustained 384

through fees levied on participating hospitals. Research funding came from a variety of sources including 385

the American Health Insurance Plans, the National Institutes of Health, and the Agency for Healthcare 386

Research and Quality. Medicare funding pays only for the implanted devices. 387

The UK MS RSS was led by a Steering Group that included the four sponsors of medicines 388

concerned, the Association of British Neurologists, the Multiple Sclerosis Society and Trust, the Royal 389

College of Nursing, and the Association of Multiple Sclerosis Nurses [34]. Those PBRSAs that have multiple 390

stakeholders and/or the involvement of taxpayer funding of research as well as payment for the intervention 391

should be governed through a diverse steering committee that includes patients, manufacturers, disease 392

advocacy groups, professional associations, and other major stakeholders, with an outlet for receiving 393

broad public comment. 394

In these circumstances it is essential that there is a formal governance structure in place to ensure 395

transparency of the nature and the aims of the scheme, accountability and mitigate conflicts. Transparency 396

about any CED pricing arrangement itself is not essential and may be deleterious: transparency about 397

process is much more important. Many schemes have failed to date when the original aim, research 398

design, or data collection was changed as a result of competing aims in the political arena among 399

stakeholders [35,32] 400

Effective governance will require the following: 401

• The governance committee should have a clear charter specifying who is involved and their 402

respective roles. 403

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• The governance agreements should specify the aims of the PBRSA, who has access to data, who 404

can publish, the process for vetting manuscripts, and the final steps for managing and disseminating 405

the research—that is, the stopping rules for data collection, and how the results will be used. 406

• Funding arrangements should be clearly specified up front with clear information about the types of 407

information or products each funder will receive as a result of their involvement. 408

• The agreements should spell out a process to ensure data quality, including the conduct of regular 409

audits. 410

• All conflicts of interest should be declared and to avert undue political influence over the outcome, it 411

is desirable to have a process in place for the independent review of research designs and the 412

neutral, independent conduct of research to achieve the clearly stated initial aims of the scheme. 413

414

Reporting of Results 415

Most PBRSAs to date involve a public payer. One could argue that PBRSA contracts between 416

private payers and manufacturers have a different status in terms of public reporting of results. Recently, 417

for both ethical and legal reasons, both private and public entities that sponsor prospective RCTs, have 418

assumed greater public reporting requirements, e.g., they have to report whether an intervention “worked or 419

not.” However, from an evaluation standpoint, because the reporting obligations or practices vary between 420

public and private payers, the types of information available to third parties for any evaluation are likely to 421

differ. 422

Given that the evidence generated would be a public good, there would seem to be some implicit 423

(and sometimes explicit) requirements for the disclosure of such public information. When a private payer 424

and manufacturer reach an agreement, there may not be clear reporting requirements in terms of what must 425

be made public. In fact, historically, most of these transactions were viewed as confidential and proprietary. 426

However, in recent years, with the advent of public reporting requirements, such as clinical 427

trials.gov, there seems to be a growing recognition that these activities involve the voluntary participation of 428

patients and there is some ethical obligation to report on research results—at least for prospective clinical 429

trials. Depending on the extent of this reporting requirement, the reporting differences between PBRSAs 430

with public payers and private payers are lessening, although they are still substantial. 431

The public goods aspects of the information generated by PBRSAs should not be overlooked. The 432

incentives for both manufacturers and private payers to “free ride” is always there, and some public payers 433

may want to free ride on other public payers (e.g., in other countries) [2,36-8]. From a global (societal) 434

perspective, new PBRSAs that follow GRPs may need to be subsidized or encouraged in order overcome 435

these disincentives. 436

437

Q4. Evaluation: Has the PBRSA achieved its objectives? Was it good value from a health system 438

perspective? 439

440

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This question links back to expectations /assumptions in Q1, which can be addressed from multiple 441

perspectives—manufacturer, payer, patient, provider, and society. We can ask several different questions: 442

Are we more knowledgeable about the technology in question? Have patients benefited from access? How 443

do the costs of the scheme relate to the value of the benefits? And so on. 444

A comprehensive evaluation will therefore need to consider multiple perspectives. Certainly, patient, 445

provider, manufacturer, and payer satisfaction with the scheme will need to be assessed. From a societal 446

perspective, a PBRSA can be viewed as an investment decision to gather more data about product 447

performance, and can be appraised against alternatives. Where a health system seeks to maximise the 448

health of its population from a fixed budget (as for some private insurance schemes or national health 449

schemes, like the UK), then any appraisal of a PBRSA has to take into account the opportunity cost from a 450

health care provider/funder perspective. 451

Some of the additional costs of the data collection, including negotiation, monitoring, and 452

assessment, can be measured relatively easily. It will be more difficult to measure costs, such as the 453

foregone benefits to patients not receiving access during the data collection if the design is based on an 454

OIR scheme. For example, a CED scheme with later renegotiation could mean both use restricted to a 455

subpopulation and a price change. The result could be more efficient by matching societal willingness to 456

pay to the appropriate subgroups, sending manufacturers a clear signal about societal willingness to pay, as 457

well as restricting use to the appropriate population. 458

A full assessment will also need to consider reversal effects, i.e. whether the evidence collected led 459

to changes in the use of the technology or in its price. It may be difficult to change provider and patient 460

behaviour in response to a subsequent restriction in use, and a change in price may be resisted by 461

manufacturers (if it is downwards) or payers (if it is upwards). 462

Although a PBRSA scheme (either a utilisation scheme or a CED scheme) may have been 463

developed with the principles of value of information in mind (that the benefits associated with generating 464

additional evidence exceed the costs of generating that evidence) there are challenges in using these 465

techniques at the evaluation phase in the case of a CED scheme. Ultimately, it is impossible to assess the 466

ex post value of information generated for a single CED scheme. [See Box 5 for a discussion of this 467

issue]. 468

469

Evaluation Questions 470

Because we cannot assess the value of information generated by a single CED scheme directly post 471

hoc, we need to rely on process indicators of the scheme’s success. It will be an important part of the 472

design of any PBRSA (utilisation or CED) scheme to define the metrics by which the success of that 473

scheme can be assessed. As per above, an evidence development scheme should unambiguously reduce 474

parameter uncertainty, therefore, improving the precision of parameter estimates is indicative of success. 475

Process indicators of success of the scheme should relate to the first three research questions, 476

including: 477

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478

• Were the intended outcome measures collected? 479

• Was uncertainty in associated parameter estimation reduced for the outcomes that were the focus of 480

the scheme? 481

• Did the scheme run to budget? 482

• Was the integrity of the design/estimation maintained? 483

• Did the governance arrangements work? 484

• Did the process to underpin a decision with further evidence work? 485

The last point is very important. Ultimately, of course, in order to meet the objectives of the PBRSA 486

scheme, it is necessary to show that the decision-making following the reporting of the scheme is improved. 487

This success requires more than just the ability to show the process indicators above. Where an utilisation 488

scheme is being run, appropriate decision-making will require the ability to show that the agreed outcome 489

adjustments were made to guarantee the cost-effectiveness of the intervention. 490

Where an OWR scheme was implemented with a further review, then it will be necessary to 491

demonstrate that the appropriate decision was made in light of the evidence generated: this could be a “no 492

change” decision where appropriate, or a reversal of previous recommendations, or in the case of a price 493

negotiation, that the price was adjusted. Where an OIR scheme was implemented; did the generation of 494

additional evidence lead to a confident recommendation (either positive or negative) for the whole patient 495

group following the completion of the scheme? 496

Pueg-Peiro et al. (2011) conducted a systematic literature review to identify existing knowledge about 497

the costs and benefits, assessed either quantitatively or qualitatively, of PBRSAs [38]. They found that 498

more than 40 per cent of the publications referred to the UK MS RSS, and no studies were able to evaluate 499

the overall economic impact of a scheme. All studies included qualitative discussions of costs and benefits, 500

with the exception of the UK MS RSS where some costs were reported. Neumann et al. (2011) reviewed 501

five PBRSAs in the US and UK and conclude that they are hard to implement in practice [40]. The results 502

from Italy and other EU countries are also unclear and the schemes are in evolution [41-3]. [See Box 6 for 503

more information on the PBRSA experience in the Netherlands.] 504

The experience of CED in the US is covered in Box 2. The main form is CED using OIR or OWR with no 505

explicit agreement between the manufacturer and the payer, but an implicit assumption that the data will be 506

used for future coverage decisions. Difficulties have emerged around study financing and design, but most 507

importantly around decision making with further evidence. 508

In the case of the UK MSS, the results of scheme are discussed in Box 1. Issues were raised as to: the 509

design of the study and the time delays in generating the evidence; the enforceability of the contract in 510

relation to the link between prices and outcomes; problems of governance of the scheme[44 ]. Such 511

evidence as we have on the other non-US CED OWR scheme, that for bosentan (Tracleer®) scheme in 512

Australia, suggests it was successful. The registry was populated. The results suggested some reduction in 513

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price was appropriate. A competing product was listed at a 15% price discount and Actelion agreed to a 514

PBAC request for the same discount [45] 515

Although the UK PASs include discount arrangements as well as PBRSA utilisation and OWR schemes, 516

the experience is relevant. Williamson (2010) reports on a survey of oncology pharmacists in NHS 517

hospitals [46]. Transaction costs for the NHS were the biggest concern. However, a review by the DH 518

focussed on the additional numbers of patients receiving access to drugs deemed cost-effective by NICE 519

(including transaction costs) [47]. The Italian PBRSA utilisation schemes appear to have been well received. 520

This may reflect in part use of a national electronic patient registration system reducing transaction costs 521

(see Box 4). 522

Overall, however, the literature suggests there is an important gap in structured ex post evaluation of 523

PBRSAs. Utilisation schemes appear to have been more successful to date than CED schemes. However, 524

the evidence is limited, mixed, qualitative, and partial. 525

526

Conclusion 527

This task force report has reviewed the issues associated with defining good research and 528

operational practices for PBRSAs. Previous analysts, commentators, and task forces have identified, 529

discussed, and addressed many of these issues. Previous ISPOR methods task forces and other 530

professional organizations have defined good research practices for the main relevant study designs. 531

Our intention is to move the discussion forward by defining the scope of the problem and identifying the 532

issues with greater clarity. 533

The major messages of this report are: 534

• PBRSAs are an understandable and logical response to increasing pressure for greater evidence of 535

real-world effectiveness and long-term cost-effectiveness for new medicines and other health 536

technologies in the early stage of adoption and diffusion. 537

• In some cases, PBRSAs manage utilization and reward for performance at the patient level, tracking 538

what happens to each patient. In contrast, the other major type of PBRSA is research-based and 539

uses CED with research, either alongside product use (OWR) or product use only in the context of 540

research (OIR). 541

• PBRSAs using CED can use observational studies or RCTs in either an OWR or an OIR setting. 542

Where an RCT is preferred but may not be feasible with OWR, then evidence can be collected from 543

an RCT in another jurisdiction, providing the results can be translated into the setting of interest to 544

stakeholders. 545

• All PBRSAs, including those tracking patients, can provide valuable evidence that is a global public 546

good. The value of that evidence will be enhanced if good scientific practices are followed in 547

research design, implementation, and evaluation. 548

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• Additional evidence collection is costly. It is critical that it is designed to address the main 549

uncertainties that are making payers reluctant to reimburse or recommend use of the product. GRP 550

requires matching the appropriate study design to these uncertainties. 551

• There are numerous barriers to establishing viable and cost-effective PBRSAs: negotiation, 552

monitoring, and evaluation costs can be substantial. A process to underpin decision-making with 553

further evidence is key. Good governance processes are also essential. 554

• Because they can generate evidence which is a public good, PBRSAs are likely to be underutilized. 555

This tendency can be countered if public payers assume some greater responsibility for the greater 556

(global) societal welfare and private payers and manufacturers are constrained or incentivized to 557

utilize these agreements when appropriate. 558

• The societal desirability of specific PBRSA is fundamentally a VoI question, comparing the societal 559

costs of additional data collection with the societal benefits of improved resource allocation 560

decisions. However, the evaluation of the success of a PBRSA should be a multidimensional 561

exercise that tracks not only whether uncertainty about the projected long-term effectiveness is 562

reduced, but also the quality of the research process and evidence generated. It must look at the 563

impact on decision uncertainty and whether there was an effective process to support decision-564

making with additional evidence. 565

• PBRSAs should be evaluated from a societal perspective as investments in collecting further 566

evidence to inform both utilization and pricing arrangements, with implications for dynamic efficiency 567

(eliciting the optimal amount of innovation as well as static efficiency (using current resources 568

wisely). 569

• There is an important gap in the literature of structured ex post evaluation of PBRSAs. Utilisation 570

schemes appear to have been more successful than CED schemes. However, the evidence is 571

limited, mixed, qualitative, and partial. The ability to run successful PBRSA schemes using CED will 572

provide an important additional tool for increasing efficiency in health care. Robust evaluation of 573

such schemes will be important for learning. 574

575

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576 Box 1: United Kingdom Which entities are involved in the process? The UK has “flexible pricing” and “Patient Access Schemes” (PAS). Both are defined by the Pharmaceutical Price Regulation Scheme (PPRS) of 2009. Under flexible pricing (FP) companies can apply to increase their price if the evidence supports it. It is agreed that NICE will use its normal evidence standards and the cost-effectiveness threshold it used earlier when initially agreeing to use the drug [10]. However, no more detailed arrangements are outlined, and there are no requirements for resubmission. By contrast, PASs are agreement-specific. However, most are “financial” arrangements intended to provide the UK NHS with effective discounts from list price rather than being linked to “outcomes.” The UK PAS, therefore, include pay-for-performance agreements but are mainly types of discount agreements. What is the general approach and experience in the UK? Examples of UK schemes include: • The dose-capping agreement that NICE entered into over ranibizumab (Lucentis ®) for macular degeneration

could be seen as an effective price discount. Cost-effectiveness to NICE was only acceptable if the NHS paid for up to 14 injections per eye of eligible patients. Novartis will bear the costs of treatment beyond this [48].

• NICE recommended ustekinumab (Stelara®) for severe plaque psoriasis on condition that Janssen-Cilag ensures the costs of treating patients weighing more than 100 kilograms will be no more than patients weighing less than 100 kilograms [49]. This equates roughly to purchasing two vials of ustekinumab (Stelara®) for the price of one.

• The bortezomib (Velcade ®) ensures identification of responders. There is retrospective payer reimbursement for non-responders. Responders receive further doses of the product.

• Votrient® (pazopanib) involves a discount on Votrient 's list price to achieve price parity with Sutent® (sunitinib). The NHS will get a financial rebate if Votrient proves inferior to Sutent with regards to its efficacy, in ongoing head-to-head trials. The results of the study will not be known until mid-2012 and the exact scale of the potential rebate has not been disclosed.

Evidence on the costs and effects of schemes is limited. Although the UK PASs are largely discount arrangements rather than pay for performance, the experience is relevant. Williamson (2010) reports on a survey of oncology pharmacists in 31 NHS hospitals. Transaction costs for the NHS were the biggest concern [46]. Variation between the administrative requirements of different schemes added to the problem. There was a concern that, in some cases, money due back may not have been claimed. In other cases, the money came back to the provider hospital but the purchaser (commissioner) was not aware of this. The “two schemes linked to a measurement of clinical response, cetuximab [Erbitux®] and bortezomib [Velcade®], showed a trend towards being the worst. Response-based schemes pose challenges for tracking patients and ensuring claims are made to refund non-responders.” [46; p111]. An example of a PBRSA in the UK The UK multiple sclerosis (MS) drugs risk-sharing scheme (RSS) addresses outcome uncertainty with an observational study of patient health status with price linked to a cost-per-QALY threshold. The UK MS RSS was negotiated in 2002 between the UK Department of Health and four pharmaceutical companies supplying MS drugs following NICE’s rejection of any use of these drugs by the NHS. It is a 10-year observational study with a historic cohort as a control. It took three years rather than the expected 18 months to recruit 5000 patients at 73 centres. The results of the two year assessment of accumulated disability of the 5000 patients recruited found were not reported until 2009, seven years after the agreement to have a scheme. In reporting the results, Boggild et al. (2009) said that “the outcomes so far obtained in the pre-specified primary analysis suggest a lack of delay in disease progression” [31]. However, prices were not adjusted downwards on the grounds that the evidence was not conclusive. This raised issues as to: the design of the study and the time delays in generating the evidence; the enforceability of the contract in relation to the link between prices and outcomes; problems of governance of the scheme including the independence of the Scientific Advisory Group (which was vigorously defended by its chair [50]; the usefulness of the Expanded Disability Status Scale (EDSS) as the outcome measure; and the impact on the choice of comparator when evaluating subsequent new drugs for the same indications.

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577 Box 2: United States What is the general approach and experience in the US?

The process for deciding when to do a PBRSA in the US by both public and private payers has been opportunistic and ad hoc to date. Within the Medicare program, this is largely due to two important barriers to developing a cohesive approach to coverage with evidence development (CED): unclear statutory authority and the lack of a dedicated funding source.

To date there have been more than 20 documented PBRSA initiatives in the US [17}. These initiatives largely focus on devices (8) and surgical procedures (6). Only four of these initiatives focused on drugs. Five were initiated by private industry and the remainder by public or private payers. The main form is CED with no explicit agreement between the manufacturer and the payer, but an implicit assumption that the data will be used for future coverage decisions.

Unlike the experience in much of Europe, over half of US PBRSAs have been randomized controlled trials where access is granted OIR. Data collection has been supported through diverse public and private sources with the majority of clinical trials funded by the main federal clinical research body--the National Institutes of Health (NIH). Complex public-private partnerships have developed to govern and support the costs of establishing and maintaining prospective registries used for OWR schemes. Which entities are involved in the process?

Private insurers were early innovators with the concept of performance-based risk sharing, exploring a variant then known as conditional coverage in the mid-1990s (fitting into our taxonomy as OIR). Blue Cross Blue Shield plans with enrollees in the Federal Employee Health Benefits Program (FEHBP) began a collaborative demonstration project examining the use of autologous bone marrow transplant for treatment of three diseases: metastatic breast cancer, epithelia carcinoma, and multiple myeloma [51]. NIH-funded trials demonstrated the risks outweighed the benefits for treatment of metastatic breast cancer and leading to a rescinding of coverage for that indication. However, FEHBP members successfully sued to gain access to the procedure outside of the clinical trials. This precedent has made private payers cautious about mandating participation in a randomized clinical trial in order to obtain coverage.

There have been few subsequent attempts at PBRSAs in the private sector in the US. None of these have taken the form of OIR. There have been four documented performance-based outcomes or process guarantees between drug or test manufacturers and private payers since the late 1990s. These arrangements examined lipid-lowering drugs, diabetes drugs, osteoporosis drugs, and a gene expression profiling test used to identify potential responders to chemotherapy for breast cancer [33]. Conditional coverage (only with research) was also offered by one payer in an agreement with a device manufacturer to examine the long-term durability of interventional procedures for treatment of uterine fibroids [17]. The group most commonly associated with PBRSAs in the United States is the Medicare program, which initiated a “Coverage with Evidence Development” program [52]. Medicare distinguishes between policies where coverage is provided only to study participants (coverage under study protocol) and those that offer broad access but require additional data collection (coverage with appropriateness determination). This distinction is manifested largely as policies that require further randomized studies and those that mandate participation in a registry. Since 1995, the agency has issued 13 CED policies, all but two have been coverage under study protocol and most have targeted devices or diagnostics. Examples of PBRSAs

Notably, Medicare has used the evidence generated from CED policies to inform subsequent coverage determinations in only three occasions. These three cases offer insights into the structure of Medicare CED initiatives and some of the financial, legal, and operational barriers the agency has faced in their successful implementation. The first Medicare CED initiative was the provision of temporary reimbursement for lung volume reduction surgery for emphysema treatment only for beneficiaries who participated in a clinical trial. This initiative had a dramatic impact on treatment patterns [53]. This well-designed NIH-funded trial found that apart from a small subpopulation, the surgery potentially increased the risk for mortality and offered little improvement in quality of life. Even with this evidence, Medicare extended coverage for this procedure to all beneficiaries. Yet, the number of procedures dropped dramatically, as physicians responded to the trial evidence. This example demonstrates the difficulty of rescinding coverage once it is offered provisionally through CED.

Uncertainty about the diagnostic benefit of positron emission tomography (PET) for cancer diagnosis, staging, and monitoring despite growing pressure from the clinical community for coverage led to the creation of the National Oncologic PET Registry (NOPR). Medicare coverage for selected cancer indications was provided only to PET facilities that participated in the registry [54}. Data supporting the hypothesis that use of PET changed patient management were weak [35]. Nonetheless, Medicare extended coverage for the initial diagnosis and staging of cancer. Both the lung volume reduction surgery and PET for cancer cases demonstrate the difficulty of rescinding coverage once it is offered provisionally through CED.

In 2006, CMS issued a CED policy allowing coverage for percutaneous transluminal angioplasty and stenting (PTAS) for prevention of a second stroke in high-risk Medicare beneficiaries only when they were enrolled in an FDA-approved trial. The results of this study, published in 2011, showed that patients undergoing PTAS have a much higher rate of stroke or death (14.7%) as compared to patients receiving medical management alone (5.8%) (Chimowitz 2011) [55]. As a result, enrollment of patients in the trial stopped earlier due to high risk of early stroke in patients undergoing PTAS and Medicare withdrew coverage for high-risk patients. The use of data for decision making for other Medicare CED initiatives has been hampered by lack of funding so that some studies never got underway, slower than anticipated trial enrollment, and opportunistic use of ongoing studies to provide evidence that ultimately did not provide they type of evidence Medicare needed to make informed decisions [17].

Apart from the Medicare program, there is one state-based program that is experimenting with CED. The one completed study was used to inform state coverage policy and was a study of spinal cord stimulation (SCS) for failed back surgery syndrome. This prospective, controlled cohort CED study was initiated by Washington State to understand the effectiveness and risks of SCS for chronic back and leg pain after spine surgery [56]. This study evaluated outcomes of workers’ compensation recipients with failed back surgery syndrome who received SCS with those who either: 1) received pain clinic evaluation with no SCS or 2) received neither SCS nor pain clinic evaluation. The SCS procedure was covered only for patients enrolled in the study [57]. After an assessment of both safety and efficacy of the treatment, there was no evidence for greater effectiveness of SCS as compared to the alternative treatments. At six months, SCS showed a small advantage in improving leg pain, only with higher use of opioids; and the effect disappeared in the long-term. Since this procedure was associated with no benefits beyond 6 months and entailed risks, including one life-threatening event, state policymakers continued to maintain non-coverage for spinal cord stimulators for treatment of failed back surgery syndrome.

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578 Box 3: France Which entities are involved in the process?

In France, the two entities involved in PBRSAs are the Transparency Commission (TC) and the Pricing Committee (PC). The TC gives an advice on access to reimbursement (SMR) and rates the relative effectiveness of drugs (ASMR), and it will often require post-launch observational study focusing on the use of a new product in real life. The results of such studies are also of interest for the PC, which will adjust its price-volume requirements to the results of the observational studies. The PC can, independently of the TC, also ask for specific studies.

Manufacturers must get prior approval from the TC for their planned design of the post-launch study. This advice is given by an internal expert group of the French HTA Agency (HAS), but does not commit the HAS.

At termination, the study results are evaluated by the Directorate for Evaluation of the HAS, which may require external advice. The results of the evaluation are transmitted to the TC and the PC if the latter is involved. At the time of reassessment, the TC can use other date alongside the post-launch study, and the company can also provide the TC with complementary data, so it is difficult to assess the specific impact of the post-launch study.

Public authorities sometimes claim that manufacturers play the clock and delay the launch of studies. In the new law on drugs, which is under legislative consideration, financial penalties will be increased for manufacturers which do not comply with the TC’s requirement in a timely way. Manufacturers sometimes complain that the studies requested by the TC are either not appropriate (observational studies can seldom lead to a controlled assessment of efficacy, for example), or unrealistic (use of a given molecule will change), or too broad (requiring a study of all available treatments in the same indication) and that delays in studies are mainly due to slow assessment of protocols by the internal expert group. What is the general approach and experience in France?

The main types of products that are subject to such requirements are (a) expensive products, with high uncertainties at the time of launch, or (b) drugs for the treatment of high prevalence diseases, such as cardiovascular diseases and associated risk factors, diabetes, drugs for mental health, and antibiotics.

The results of such studies are to be used for the five-year reassessment of each drug by the TC, and also for the price readjustment. However, there may not be a pre-specified relation between the results of the study (performance) and reassessment. About 140 post-launch studies have been requested since 2000, but there is little public evidence of how their results have affected the reassessment, although such a study could be possible, comparing the first TC assessment to consecutive ones. But it is more difficult to assess the impact on prices since pricing agreements based on post-launch studies are kept confidential. The products subject to such requirements are mainly expensive products, with high uncertainties at the time of launch, or drugs for the treatment of high prevalence diseases. In some cases, the TC will ask manufacturers with competing products to collaborate over a common registry, or cohort study. In a much publicized study on COX-2 inhibitors (CADEUS)—at the time of the launch of Vioxx and Celebre—the manufacturers involved were asked to fund a public research centre study to assess the claim of better gastro-intestinal safety of COX-2s relative to NSAIDs. Before the results of the study were published, Vioxx was withdrawn from the market, and Celebrex had its price cut.

Another typical example of such studies is when the public authorities anticipate that there may be off-label use of a drug, with high budget impact. In this case, the TC will ask for a study of actual use of the drug to identify use in off-label indications, and the pricing committee would eventually set a target of acceptable off-label use, which—if not me—would have an impact on price rebates.

The PC may be changing its position on PBRSAs. The previous PC chairperson argued that if there are too many uncertainties, manufacturers should invest more in their clinical development before they ask for reimbursement, and could expect to be rejected or get a low price to deal with the uncertainty. However, if the drug is promising, manufacturers will have to provide the payer with additional observational data, and reimbursement and prices will be renegotiated according to the outcomes of study. If manufacturers make a reasonable claim on an attribute of a new treatment that cannot be demonstrated in a trial, to ask for a premium price, if they can provide specific post-launch data to sustain this claim, then the PC can accept a higher price. The new PC chairperson has publicly declared an interest in PBRSAs, stating that a better price could be granted if outcomes of studies were positive. He expects such agreements to be as simple as possible, so as to have a rapid answer to questions of uncertainty raised at the time of launch. Examples of PBRSAs in France Amongst the 140 post-launch studies, two have been given some publicity, because they are specifically PBRSAs. In both cases, the Pricing Committee was the main instigator of the agreements. One involves DPP4 inhibitors for patients with T2 diabetes. DPP4 inhibitors were a new class. Most of them have claimed reimbursement as an alternative to sulfamides in association with metformin, when first line metformin has failed. They have not demonstrated better efficacy for glycaemic control, but they present with a better tolerance profile. There is also experimental data to suggest that their efficacy to lower HbA1C lasts longer, delaying treatment escalation. At the first round of negotiation, the PC was ready to offer only a small premium price over existing alternatives for bi-therapy. The manufacturers were able to convince the PC to let them proceed to a large real life study to demonstrate their claim on durability. Thus, they were able to obtain a better price than expected, but with the condition that if the study did not support their claim, they would have to pay back the difference between the agreed-upon price and the initial price retrospectively for all sales. All new DPP4 inhibitors have been subject to the same agreement. The second involves a controlled release form of risperidone, for the treatment of schizophrenic patient. In this case, the TC concluded that there was no major improvement versus the traditional one, and granted an ASMR 5 rating, leading to the same price as the existing presentation. The company argued for a better ranking, claiming that the controlled release form would lead to more patient compliance and so to fewer hospital admissions. The PC accepted the performance of a post-launch study to demonstrate a potential reduction of the number of hospital admissions, and accepted a higher initial price. The study’s results supported the company’s argument.

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Box 4: Italy

Which entities are involved in the process?

It Italy, the two entities involved in PBRSAs are the Italian Medicines Agency (AIFA) and the National Health

Service (NHS). In order to guarantee the affordability of innovative medicines, it is viewed as pivotal to have an approach

able to link the use of medicine to the clinical outcomes obtained. The lack of evidence in the real-world clinical setting, in

particular for innovative medicines, has motivated AIFA to use conditional reimbursement schemes (also known as

Managed Entry Agreements) and Monitoring Registries to collect data on safety and effectiveness.

What is the general approach and experience in Italy?

The very first registries were implemented in 2006 in order to guarantee the following aims: control the overall

budget; finance only cost-effective medicines; and to obtain additional data on clinical effectiveness. The AIFA Monitoring

Registries are online tools. Patients’ Case Report Forms must be filled in using a specific web-based Monitoring Register.

Since 2006, a total amount of 75 therapeutic indications related to 49 drugs were recorded in the Monitoring Registries.

The largest number is for oncology, followed by diabetes, psoriasis, and those for orphan diseases. The Cancer Drugs

Register covers all of the prescription centres in Italy with a population of over 100,000 oncology patients. All of the

schemes involve payment for the first cycles and then full reimbursement by the NHS for responders and treatment

discontinuation in non-responders. They differ as to whether a discount is given on the first cycles of treatment and whether

a full or partial refund is given by the manufacturer for non-responders. AIFA uses the terms (a) “cost sharing” (when there

is a price reduction for initial treatment cycles until it is clear whether a patient is responding), (b) “payment by results”

(when the manufacturer reimburses the payer for non-responders) and (c) “risk sharing” (when only 50% of the costs of

the non-responders are reimbursed by the manufacturer). Payment by results (with a full refund for non-responders) is the

agreement form most commonly used.

Examples of PBRSAs in Italy

An example of a medicine for which a registry was created is Rasilez (aliskiren), used to treat essential

hypertension. In Italy, Rasilez was reimbursed by the NHS only after the compilation of a registry by specialist centers.

AIFA also included Rasilez in its Monitoring Register for Cardiovascular Medicines to investigate the safety profile. Two

years of observational data showed that Rasilez reduced both systolic blood pressure and diastolic blood pressure in

patients enrolled and had a good safety profile. The Registry was a very useful tool to examine the utilization of Rasilez as

a 2nd line treatment. Based on the data presented in the Register the following decisions were taken: the shift of

prescribing responsibility to GPs; a price reduction of Rasilez to align the price to the other hypertensive medicines; and

introduction of a pharmaceutical expenditure ceiling. In order to define possible pharmaceutical expenditure ceiling, a

budget impact analysis was completed, projecting the utilization of Rasilez as a 2nd line treatment.

An example of a “cost-sharing” type of scheme in oncology involves two oral drugs for renal cell carcinoma: sorafenib and

sunitinib. In this scheme, the hospital receives a discount of 50% for the first 2/3 months of treatment. If a patient

responds, the treatment is reimbursed and the discount is dropped [6].

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580

Box 5: Value of Information and the Evaluation of PBRSAs

For any PBRSA scheme to be viable ex ante, but particularly for CED schemes (OWR and OIR), there

must be the potential for value to be generated by further evidence generation, and the expected value of that

information must exceed the expected cost of the scheme designed to generate that evidence. Despite this,

the role of formal value of information techniques at the ex post evaluation phase of a scheme is limited. This

is because we cannot, as a starting point for such an analysis, simply take the assessment of the expected

value of perfect information (EVPI) before the scheme was implemented and net out the EVPI left after the

evidence generation to estimate the value for the data that were collected. The reason for this is that EVPI

describes the expected value of perfect information across all possible realisations of where uncertainty

resolves. However, in any given realisation of a particular study, although parameter uncertainty will usually

be reduced, consideration has to be given to the effect of that realisation on “decision uncertainty,” which also

drives the EVPI calculation. It turns out that in some circumstances, the value of information following a

PBRSA scheme may increase, not because of parameter uncertainty, but due to increased decision

uncertainty.

For example, consider the first panel of Figure 2 which shows the estimated cost-effectiveness of a

new technology as a distribution of incremental net-monetary-benefit (INMB) prior to a PBRSA. The potential

cost-effectiveness is shown by a positive mean INMB, but with a wide variance and a 16% chance that the

decision could be incorrect—the measure of decision uncertainty. Following a PBRSA, the uncertainty in the

INMB is reduced as is indicated by the more precisely estimated INMB distribution in the second panel of the

figure. However, because the location of the distribution is now closer to the decision threshold (INMB=0) (the

mean expected INMB is less than the prior estimate), the decision uncertainty has increased to 28%. In the

case illustrated, the EVPI after the PBRSA is approximately 50% greater than that which existed before the

PBRSA. It should be noted, however, that the EVPI is calculated as the integration of the probability of an

incorrect decision and the consequences (INMB loss) associated with that decision. In other words, whilst

decision uncertainty looks at the probability of a wrong decision, the EVPI calculation weights that probability

by the consequent loss. Thus, although Figure 2 illustrates a scenario where there is both an increase in

decision uncertainty and in EVPI after the PBRSA, it is possible to show examples where decision uncertainty

increases but the EVPI nevertheless decreases (because most wrong decisions lead to small losses) and vice

versa.

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Figure 2: 581

Parameter and decision uncertainty prior to a PBRSA and after the scheme reports 582

583

584

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585 Box 6: Netherlands Which entities are involved in the process?

In the Netherlands, the four primary entities involved in PBRSAs are the Dutch Healthcare Authority (NZa), the Healthcare Insurance Board (CVZ), the Medicinal Products Reimbursement Committee (CFH), and the Ministry of Health, Welfare, and Sport. Organizations (viz., industry associations of health care professionals) can formally submit a request for inclusion of a medicine in the policy regulation to the NZa. The NZa asks the CVZ for advice on the inclusion of a medicine in the policy regulations and CVZ bases its advice to the Ministry on an assessment of the medicine by the CFH. What is the general approach and experience in the Netherlands?

In 2006, in the Netherlands, a coverage-with-evidence-development (CED) policy regulation was introduced for expensive medicines and orphan drugs. Costs for these drugs had to be covered under fixed hospital budgets, causing the phenomenon of ‘post code medicine’, exhibiting substantial geographic variation in usage. In order to remove the financial obstacles that hospitals encountered in using expensive medicines, the Minister of Health, Welfare, and Sport decided to adjust the policy for financing expensive intramural medicines and orphan drugs by introducing this type of PBRSA. If a drug is listed, hospitals will be funded 80% of the drug expenses in addition to their budget, so only 20% will have to be covered from the hospital budget. Hospitals are fully reimbursed for orphan drug costs. Manufacturers, care-providers, and health care institutions will have to assure jointly that sufficient data are collected for re-assessing the effectiveness, cost-effectiveness, and actual indication the drug is used for, within a time frame of four years and for this purpose a study proposal should be submitted. This period was defined at three years at the very beginning, but this was experienced as being too short.

The CFH will assess the “therapeutic value” of the new drug in comparison with the standard or usual treatment (either medicinal or non-medicinal in nature) for a given indication in the Netherlands. Determination of therapeutic value is based on efficacy, cost-effectiveness, side effect profile, experience, applicability, and ease of use, although cost-effectiveness is not part of the advice CVZ provides over inclusion in the policy regulation. Once the therapeutic value is considered positive, a further criterion is that the prognosis for total expenses for the drug (based on a retail price that should be comparable to the prices for the same drug in neighboring countries) are equal or higher than 0.5% of the nationwide hospital expenses on medicines, which means approx. 2.5 million Euro expenses for the new drug. For orphan drugs the criteria is that total costs are equal or higher than 5% of the average costs of medicines in the academic hospitals only.

By the end of 2011, twenty-six drugs for thirty-four indications were on the positive list of this policy regulation, as well as ten orphan drugs. Thus far, five drugs have reached the re-assessment phase after four years. For two of these, no re-assessment dossier was submitted to CVZ and subsequently these drugs were taken off the positive list so the additional funding for the expenses for these drugs within hospitals stopped. The dossiers presenting the effectiveness, cost-effectiveness, and actual use based on four-year findings of the other three drugs were submitted to CVZ in 2011. Only one of the dossiers presenting real-world effectiveness, cost-effectiveness, and actual use was considered to be of adequate quality, while two of the three were assessed by CFH as inadequate. These findings were presented to the Insured Package Advisory Committee (ACP, part of CVZ), which still has to provide a final advice to the Minister of Health, Welfare, and Sport. An example of a PBRSA in the Netherlands The first two drugs to be included (December 2006) on the positive list of the policy regulation were Remicade (infliximab) for the indication of psoriasis and Mabcampath (alemtuzumab) for advanced chronic lymphocytic leukemia. In 2008, Mabcampath was again put on the positive list for the indication of 1st and 2nd line treatment of chronic lymphocytic leukemia. This example shows that the reimbursement decision for drugs in the Netherlands is related to specific indications and the same drug can be assessed for inclusion in the expensive medicines regulation several times also, for example, Mabthera (rituximab) is on the list for rheumatoid arthritis, non-Hodgkin’s lymphoma, and lymphatic leukemia.

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