Tag: RWE

Life Image CTO Janak Joshi discusses real world evidence (RWE) –podcast

August 12th, 2019 by
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Real world evidence?

Real World Evidence (RWE) is becoming more important in US healthcare, but the fragmented system and lack of interoperability makes it hard to collect and analyze. In this podcast, Life Image CTO Janak Joshi discusses  the state of the field and how it’s evolving.


  • (0:12) How would you describe the evolution of medical data?
  • (2:36) Real world evidence and real world data are becoming more prominent in healthcare –and for good reason. What are some of the challenges in assembling RWD and RWE? How can they be overcome?
  • (6:36) Is it really true that unstructured notes are becoming quantifiable and useful?
  • (9:46) There are major efforts by the US government and private sector to improve interoperability and end data blocking. You have groups like CommonWell and Carequality –now working together. What’s the current state of play and how are things changing?
  • (13:56) You talk about data brokers like Datavant and HealthVerity. How much of their success is because the US system is so broken? Do you see them having the same success elsewhere?
  • (17:31) Promoters of AI and Machine Learning –including Life Image—tout the opportunity to revolution healthcare with these new techniques. Is it for real or overhyped? And how does interoperability tie in?
  • (22:20) What are you most excited about over the next few years?

By healthcare business consultant David E. Williams, president of Health Business Group.

Should ICER be NICER? The case for analyzing the value of drugs

June 20th, 2019 by
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It’s a tree of ICE, for those who hold fast to it

The headline in today’s Boston GlobePrice watchdog’s influence on drug makers expands; As nonprofit assesses treatments, some fear it inhibits key options— could have been written by a drug industry lobbyist. [And maybe it was, since the online headline instead uses the squeaky phrase ‘mouse that roared.’]

The article itself is more balanced. Of course it quotes the parents of a couple of kids who take expensive meds, objecting to anyone putting a price tag on their lives. But it also quotes health economics experts pointing out that the price can’t be infinity.

The Institute for Clinical and Economic Review (ICER) follows a data-based approach to assessing the value of drugs, utilizing Quality Adjusted Life Years (QALY) and other well developed metrics. It provides guidance on what a drug could be worth, both on an absolute basis and relative to other treatment options. It doesn’t set prices or prevent a drug from being made available by a public or private health plan. At most, it helps contain the prices of drugs that enter the market and points out cases of outright rip-offs.

Elsewhere in the world (pretty much everywhere) there are real forces limiting drug prices and impacting access. In the UK for example, the National Institute for Health and Clinical Excellence (NICE) decides which drugs and treatments will be provided to patients in the National Health Service. Sometimes drugs are rejected or their use is heavily restricted. On the flip side, patients don’t pay for the drugs that are approved.

In the US the drug pricing forces are heavily weighted in favor of higher prices. We shouldn’t fret about an entity like ICER.

Many drug companies have decided to play ball with ICER by providing data to help justify the value of their products. Some, like Vertex and Serepta have pulled back, saying ICER is biased against drugs for rare diseases. I don’t read ICER’s analyses that way.

The quality of ICER’s research is high, but of course the reports are limited by the data and analytical techniques that are available to the organization. The correct response is to build up the availability of real world evidence (RWE), especially from clinical registries that demonstrate how a drug actually improves (or doesn’t improve) the lives of patients. Patient-generated data and information from claims and electronic medical records can be helpful as well.

With better data we can have answers we are more confident in, and we can accumulate evidence on how drugs perform after they are launched, which can offer a refined understanding of their value.

Thanks to the 21st Century Cures Act, enacted in 2016, there is an increased demand for the generation of RWE. The industry is ramping up its spending on RWE for drug approval, safety monitoring, and reimbursement. New analytical techniques and enhanced data availability from wearable devices and other electronic sources are ushering in a heyday for RWE.

By healthcare business consultant David E. Williams, president of Health Business Group.