The modeling approach to health decisions

Applying Modeling to Improve Health and Economic Policy Decisions in the Americas: The Case of Noncommunicable Diseases

On the role of modeling in health, this OECD report says:

In the health sector, the purpose of modeling is to structure evidence on clinical and economic outcomes in a form that can inform decisions about clinical practices and health care resource allocations. Models synthesize evidence on health consequences and costs from many different sources, including clinical trials, observational studies, insurance claim databases, case registries, public health statistics, and preference surveys. A model’s logical, mathematical framework permits the integration of facts and values and links these data to outcomes that are of interest to health care decisionmakers

I agree. The report shows some examples of aggregated modeling without panel microdata. If you compare this approach with David Eddy one, Archimedes models, it is exactly the opposite. And my opinion is in favour of Archimedes, as you can check in my previous posts. The most useful approach to modeling is the one that allows improve decisions at micro level, physician and patient.

PS. An innovative approach with practical implications in SSIBE, Palamós.

 Bonnard exhibition in Madrid.

The size of income inequality (2)

Source: World Economic Forum: Inclusive Growth and Development Report 2015

Epigenetics contribution to clarify disease mechanisms

Epigenetics at the Crossroads of Genes and the Environment

You may find an updated definition of epigenetics in this JAMA article:

 Epigenetics refers to information transmitted during cell division other than the DNA sequence per se, and it is the language that distinguishes stem cells from
somatic cells, one organ from another, and even identical twins from each other. Examples include (1) DNA methylation, a covalent modification of the nucleotide cytosine, that is copied during cell division at CpG dinucleotides by the maintenance enzyme DNA methyltransferase I; (2) posttranslational modifications of nucleosome proteins about which the DNA double helix is wrapped; and (3) the density of  nucleosomes and higher-order packaging of chromatin within the nucleus, including its relationship to the nuclear lamina.

If this is so, why is the message of predictive genetics so widespread?. I've insisted on this issue before.

 The field of epigenetics and epigenetic epidemiology have much to do to improve measurement of epigenetic marks, inform natural variation in such marks, and the biological and population level relationships between genes, environment, and epigenetics. This is an important emerging area as it holds promise for better risk prediction in precision medicine as well as for clarification of disease mechanisms among the existing opaque landscape only partially informed by traditional genetic and environmental studies to date.

 A short and relevant article that provides hints for further reading.

PS. Epigenetic phenomena, from Nature.

Ownership and access to medical data

Unpatients—why patients should own their medical data

Eric Topol says in Nature Biotechnology:

Today, in the United States, health data live in a plethora of places, from electronic health record (EHR) systems, insurance claims databases, siloed personal health apps, research and clinical trial databases, imaging files and lots of paper. Although seemingly everywhere, any true semblance of an overarching organization or standardization of medical data are lacking, whether at the individual or societal level

His proposal is straightfoward: the ownership of the clinical record is of the patient. This situation is completely different in our country. We have public centralised repositories and the patient is the owner. There is still a lack of coordination and many things to solve, however the basics are covered in the publicly funded System, that's not the case in the private sector.

In contrast to the legal and technical difficulty an individual faces to obtain all his or her own medical data is the relative ease with which hackers have managed to breach ~100 million patient records in the first half of 2015

And his proposal:

 We must begin talking about creating a health data resource in a much broader and more universal context, controlled by the individuals who supply the data. This is a unique moment where we may be able to provide for personal control and, at the same time, create a global knowledge medical resource.

Sounds interesting, though methodology is crucial for success.


PS. Hacking electronic records:

The timeline for electronic medical data hacks in the United States of over 1 million individuals

Cardiovascular disease and diabetes: progress and prospects

OECD Health Policy Studies Cardiovascular Disease and Diabetes

A recent OECD report highlights the huge improvement on cardiovascular disease and at the same time explains the policies and strategies needed for the near future. Treatment improvement accounts for 40% in the decrease of mortality, change in risk factors 50%, while 10% is unexplained. This means that public policy is critical for success. Nowadays it is still the first disease to tackle. On diabetes, the report explains that 85 million europeans are currently suffering from the disease. Therefore, it remains a severe issue.
I suggest you take a close look at the report.

Healthy life expectancy: the key indicator

Global, regional, and national disability-adjusted life years (DALYs) for 306 diseases and injuries and healthy life expectancy (HALE) for 188 countries, 1990–2013: quantifying the epidemiological transition

In former posts I have advocated that healthy life expectancy should be used as an aggregated indicator of outcomes of health determinants. Unfortunately although it is imperfect, it is the best we have, and today you can check the latest estimates in a salient article in The Lancet.

Countries with highest healthy life expectancy, both sexes, 2013

1	Japan
2	Singapore
3	Andorra
4	Iceland
5	Cyprus
6	Israel
7	France
8	Italy
9	South Korea
10	Canada

Spain has disappeared from the former top 10. I have always said that ordinal rankings have flaws, however, comparisons across time are worth taking into account.
Internally in Spain it is difficult to reverse this trend. If you consider geographic variations of the indicator you can see a range from 55 years up to 65 (p.25) .Therefore there is too much noise when you focus on the state as the unit of analysis. Forget the results and the ranking.
The only situation that is unique in the ranking is Andorra, it always appear at the top and it is a small state. That's remarkable and merits close analysis.

Henri Matisse, Promenades intérieures

Exposition du 12 juin au 4 octobre 2015

Musée Matisse

Beware of healthcare providers consolidation

The Potential Hazards of Hospital Consolidation Implications for Quality, Access, and Price

The key message:

  With the current most substantial consolidation of health care in US history, the concerning implications of the trend of hospital consolidation on quality, access, and price must be carefully considered. However, unlike banks that became too big to fail, 85% of US hospitals pay no taxes because they are designated as nonprofit organizations serving a public good. Hospitals can set prices that are ultimately passed on to others in the form of escalating insurance deductibles and taxes.

The alternative:

 The good work of integrated hospitals should continue to create networks of coordinated care, while at the same time, physicians and patients should insist that hospitals compete on transparent prices and quality outcomes. Achieving this goal is an important prerequisite to a functional health care system.

Tackling obesity: the toolbox

Patchy progress on obesity prevention: emerging examples, entrenched barriers, and new thinking

World Cancer Research Fund International NOURISHING framework 
Food policy framework for healthy diets and the prevention of obesity and diet-related non-communicable diseases. 

 Key message:

The problem of obesity must be reframed to acknowledge on one hand that individuals bear some personal responsibility for their health, but that, on the other hand, environmental factors exploit biological, psychological, social, and economic vulnerabilities that promote overconsumption of unhealthy foods. A vicious cycle is created in which the preference and demand for unhealthy products are not only shaped by the environment, but lead to environmental changes that further encourage consumption of unhealthy foods. This cycle makes it difficult for people to act in their own long-term self-interest, but it can be broken with regulatory actions from governments and joint efforts from industry and civil society to create healthier food systems.

European health regulation on lab tests, the final round?

Medical devices: Council getting ready for talks with EP

Last June 15th, there was a small but significant step towards the final agreement on Medical devices and in vitro diagnostics regulation in Europe. The need for reform has been widely requested but the lack of political consensus and the low priority given to the issue has delayed its approval in many ocasions. It seems that now is the right opportunity, however if finally passes, it will be applied on 2020!!!. It really sounds weird that it would take 5 years to be fully developed.
Anyway, if you want to have a look at the details check here and here. Right now, the lobbies are not on vacation, they are fighting against some provisions that limit their current freedom of market access. Pay attention to final result, just to check who wins and who loses, and the current state of power balance between society and the lobbies.

 



NESBITT, Lowell. Dos ponts a Nova York, 1975

Exhibition at Espai Carmen Thyssen. San Feliu de Guixols

The size of income inequality

 

Income declared to tax authorities, not actual income. Selected statements:

• 3% of citizens account for 30% of tax collection!
• In 5 years, plutocrats have decreased by 50%!
• In 5 years, average work income has plummeted 3,6% and taxes jumped to 9,5%!

My congratulations, tax authorities!

 

 



The price of cancer drugs, where is the limit?

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Stratified medicine: defining the size of the market

AN OVERVIEW OF THE STRATIFIED ECONOMICS OF STRATIFIED MEDICINE

Trusheim and Berndt provide an excellent overview of the economics of stratified medicine. I have reviewed the topic before and specifically in this post. An ideal companion diagnostic perfectly identifies and distinguishes treatment responders from those who will not.Unfortunately, in practice no diagnostic performs ideally. All diagnostics experience some level of error. In the case of a companion diagnostic, some patients will receive false positive results, scores indicating they will respond, but will not when treated. Other patients will receive false negative results, scores indicating they will not respond, but if treated they would.
So what? The key issue is about the setting of the cut-off that will define the size of the market:

Under competition, three essentially identical drugs may receive dramatically different labels, incremental cost-effectiveness ratio (ICER) justified pricing, and market positioning depending on their stratification approach. It appears superior to use an imperfect biomarker to none at all. It is less obvious whether patients, payers and firms prefer the same cut-off values for the companion diagnostic, or even whether each stakeholder a priori prefers the high, low or perhaps some other CDx cut-off value.
The competing development teams may face a version of the game theory ‘prisoner’s dilemma’ in which the optimal result for patients and all firms would be to select a low or mid companion diagnostic cut-off value but the advantages of a potentially differentiating high efficacy claim may drive developers to select a high cut-off value. If all choose this approach, overall value may be reduced with many patients excluded from treatment. But the potential advantage of a higher cut-off value may prove too alluring, or the fear of a competitor selecting one, may drive all to do so. Each situation will depend on the specific facts of the indication, therapeutic, companion diagnostic and competitors

The implications for regulating and financing of companion diagnostics are immediate. In Europe current legislation is as old as of 1998, the year that Herceptin entered into the market and the begining of stratified medicine. New regulation is still pending and there are  no perspectives about a unified approach to lab tests assessment. European regulator is still on vacation.

Lab on a chip concept, the future of diagnostics?

Future vision: next generation lab on chip concept from imec on Vimeo.
Imec develops the next generation of “lab on a chip” concepts. The idea is that such a disposable chip could be loaded with a sample of blood, saliva or urine and then quickly analyzed using a smartphone, tablet or computer, making diagnostic testing faster and easier for applications such as disease monitoring and management, disease surveillance, rural health care and clinical trials.

The market for health insurance price comparison

Internet has provided multiple option for price comparison through website aggregators. On health insurance you can find several alternatives. Is this market competitive? Who wins and who losses?. This is the question asked in a recent article in The Economist:

Consumers should celebrate that; the firms’ losses are their gains. But there is a catch. Comparison sites, whether for insurance or something else, introduce a new layer of costs, including their own splashy advertising campaigns. In theory, competition in the market for comparison sites ought to keep those costs down. But in a recent paper, David Ronayne of Warwick University argues that consumers often lose out from comparison sites. They earn a commission for each shopper who uses them to buy insurance. That referral cost is incorporated into the price the consumer ends up paying. If the increased costs outweigh the saving the comparison enables, consumers end up worse off.

And the proposal:

How can you ensure the market for price comparison is competitive? Asking consumers to check multiple websites defeats the point of using them. One solution is to have only one site, but regulate it as a public utility. Alternatively, the government could run the site itself—much as the American government now runs comparison websites for health insurance under Obamacare.

I think that this is the right approach, why not apply it here?