Understanding the opioid crisis through prescribing patterns

By Josh Gray | September 20, 2016

On August 25th, U.S. Surgeon General Vivek Murthy sent a letter to every doctor in the country, asking for help in combating the opioid epidemic — and noting that few public health problems in the U.S. have cost more lives.

Since 1999, opioid prescriptions have risen steadily while overdose deaths from opioid use have quadrupled.

But a new analysis of opioid prescribing patterns, based on a national sample of primary care physicians, suggests we may finally be seeing the turn in the tide that Murthy called for. The rate at which patients are receiving opioid prescriptions has declined by 9 percent over the past two years. And markedly fewer new patients are going on opioids in the first place.

This is significant news, given how deeply the opioid crisis is intertwined with the healthcare system. For many people, opioid addiction begins with legitimate medical prescriptions. But those unused pills can migrate from medicine cabinets to the street, and patients whose prescriptions end sometimes turn to those black market drugs, or to cheaper and more accessible heroin.

That's why any effort to address the crisis must begin with a detailed and timely view of opioid prescribing patterns, giving physicians and public health officials an objective way to assess the impact of policy and procedure changes. We saw an opportunity to leverage athenahealth's unique national dataset to provide an extremely timely monitoring system to fulfill this need.

Our analysis looked at prescribing patterns of 2,900 primary care physicians on the athenahealth network and across the U.S. from 2014 to the present. We focused on primary care doctors because they account for about half of the opioid prescriptions in our dataset.

Here are some of our key findings.

1. Fewer patients overall are receiving opioids

The percent of primary care patients receiving an opioid prescription each quarter has decreased 9 percent in relative terms since this time two years ago. After many years of steady increase, this positive change in course suggests that heightened public awareness, policy changes, and innovative education programs may be having the desired effect on physician prescribing behavior.

As encouraging as this trend is, enthusiasm needs to be tempered by concern for the patients whose prescriptions are discontinued. While the hope is that they have found alternative approaches to pain management and have moved on to an opioid-free life, we know that some will go on to suffer from untreated pain or turn to illegal opiate use without medical supervision. 0916-opioid-overview_chart1

2. Lower initial doses are leading to a shorter length of treatment

One critical driver of overall opioid consumption is the strength of the initially prescribed dose. Physicians measure the potency of opioids in terms of morphine milligram equivalents (MME), which indicates the strength of the prescription.

In a recently released guideline, the Centers for Disease Control recommended avoiding or carefully justifying opioid daily dosages above 90 MME, which are generally considered to be more harmful and addictive. Our data shows that providers appear to be taking note and adhering more closely to these guidelines. The proportion of opioid prescriptions of 90 or greater MME has decreased 11 percent (in relative terms) since 2014.

This is an important mark of progress because the lower the initial dosage, the more quickly physicians discontinue their opioid prescriptions. In our sample, patients who received an initial prescription of 90 MME or greater were on opioids for an average of 6.8 months, while those who began on a strength between 50 and 90 MME were on opioids for 4.9 months.


3. Providers are recognizing and treating more opioid-dependent patients

Physicians, of course, also play a critical role in detecting opioid dependence in patients and providing rapid treatment. Here, recent trends are particularly encouraging. In the first half of 2016, the physicians in our sample diagnosed 12,095 individuals with opioid dependence, up a third from two years earlier. The number of patients being treated with drugs for opioid dependence, such as buprenorphine, has also increased by about 38 percent during the same time period. So physicians seem to be getting better at diagnosing and treating opioid dependence. 0916-opioid-overview_chart3

4. Fewer patients are starting on opioids

Ultimately, reducing the number of patients on opioids requires that fewer patients be prescribed opioids to begin with. Our data shows this to be the case nationally. Providers wrote new opioid prescriptions at a rate 31 percent lower in the second quarter of 2016 than they did in the same period two years ago. This fundamental shift in physician decision-making — bypassing opioids altogether — should mean that the decline in prescribing patterns we have witnessed over the last two years will persist into the future.

The shift is a likely consequence of many intersecting efforts to address the opioid crisis. Some states have established prescription drug monitoring programs and implemented prescribing restrictions. Medical education programs, such as the SCOPE of Pain program at Boston University, have worked to spread best practices within the medical community. And solutions are also springing from leaders of medical organizations, who have recognized the effects of the opioid crisis in their own communities and taken deliberate steps to change their own practices and protocols.

Some of those organizations happen to be on the athenahealth network, so our data can confirm the impact of their efforts. An orthopedic practice in Pennsylvania, concerned about excess pills on the street, cut its prescribing rates for key surgeries and worked with local officials to educate physicians. An OB/GYN practice in Ohio, realizing the human and financial cost of babies born addicted to opioids, leveraged a state grant to create wraparound services for women who suffered from addiction during pregnancy. A federally qualified health center in West Virginia hired a pain medicine specialist to manage all chronic pain cases, relieving the burden on primary care physicians and creating firm standards for pain management care. 0916-opioid-overview_chart4

We'll be reporting on some of those innovative efforts and more in the coming weeks and months. And we'll keep using our data to closely monitor opioid prescribing patterns, to deepen understanding of how physician and patient behavior may be changing. In doing this, we will be working closely with academics from Harvard's Health Care Markets and Regulations Lab, a group within Harvard Medical School's Department of Health Care Policy devoted to launching private and public sector innovations that promote high quality healthcare at a sustainable cost.

Solving the opioid crisis will mean striking the right balance between alleviating pain and minimizing addiction risk — a complex undertaking that will take time, study, and experimentation. As healthcare and government leaders explore different clinical and policy approaches, they’ll need rigorous, timely monitoring systems to pinpoint how practice is changing and what efforts seem most effective.

We can only address this crisis if we understand it.

Data analysis by Anna Zink.

If you're doing innovative work to address the opioid crisis or have suggestions for further research, comment below, tweet us @athena_insight, or email us at athenainsight@athenahealth.com.


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Good information. Thanks for sharing. Hopefully we can put this crisis behind us someday soon!
Jeff Pasek
During the 30 years between 1960 and 1990 pain medications were withheld at such a high rate that people were dying from their pain. Thirty years is way to long for the government to take to realize that too many people were not getting treated for their cronic pain or even their severe acute pain. Thank God they finally did and thus widthdrew some of the re strictions that had been placed on the physcians and actually instructed them to do a better job treating the patients that presented themselves to them in pain . Suddenly now there are more pain clinics than are actually needed and more doctors willing to send them patients because they don’t want to be responsible for the ones that have chronic pain. My hope is that this problem can be relieved without widthdrawing pain medication from the people that despetately need it to survive.
Tony Hendrix
Doctors don't help people by continuing them on pain meds. That's not treating the root cause of the problem. Many are overweight, many drink and smoke, many engage in lifestyle choices that exacerbate the pain that they may or may not have even had if they hadn't been doing those things. When are doctors going to insist that patients do the right things first before prescribing pain killers? Patients also sell them, and insurance that the taxpayers pay for is paying for those sold RX's. It becomes more difficult to feel sorry for folks that are causing, or at the very least, contributing to their own painful situation. When doctors have a policy of "not doing pain management", they should really stick to that. Let the pain clinics decide if the patient really needs the pills, or if they're just hooked on them.
Many have incurable diseases that respond to nothing else, sir!
Hate to tell u
Too late. They’re killing innocent disabled people like myself, who have been with the same pain management physicians for over twenty years already. I have children to raise but my doctor handed me my new rx after my monthly urine test and had a tear in his eye because he knows he’s directly taking a mother away from her children and is against this legislation but his license is on the line.
It's odd what Laura said. Same pain clinic for 20 years. More than likely the same type of pain medications, probably had to increase her dose a few times to control the worsening pain. She probably doesn't think of it as taking drugs either, but as medication. She probably doesn't think of herself as an addict, but as a patient. She would be right, but she is also an addict on drugs. Made that way by the doctors that continued to prescribe her the medication at increasing doses when she became tolerant to her current dose instead of recognizing it for addiction and stopping it. Laura doesn't know if anything else will work for her pain, I know she doesn't. Because after 20 years at a pain clinic on opioids, she isn't going to stop taking them to try and see if anything else will work. You can thank Laura's doctors for her continued life long addiction to opiates.
Did you ask Laura what she has tried for her pain? Did you ask how many times her dose has been changed? Did you ask her if she does other things now to control her pain? You know nothing about Laura yet you feel you can judge her based on a comment. What do you think she will do without her medication when she can no longer get out of bed because of her pain? When she can no longer care for herself,her children or go to work what treatment do you think will help her? Since you can judge so quickly will you volunteer to help her clean her house, wash laundry,fix dinner for the kids because Laura is now bedridden without pain medication. Many pain patients will have their lives taken away because many people are just as ignorant as Sage about what intractable chronic pain is but just as ready to judge without a thought to the consequences.
I am so sorry for what you are going through Laura. I know first hand how cutting someone's pain meds to 1/4 of what was a good management level. My husband has MS. His Doctor was forced to do the same thing. Before the drastic cut he was going with me to the gym, walking five days a week, and working in the garden. Now he can barely get out of his recliner. Somedays I can get him to do yoga with me but most often it's too painful. I wish that it wasn't a one size fits all system. It's heartbreaking to watch someone you love in constant pain.
I suppose you group chronic pain right in with the rest!! Smh. How did my sister make her own Krones???? Or best friends car accident? She was rear ended at a red light. Failed surgeries? My own fall from 10 feet and failed surgeries???? Try looking at the SAME charts with only failed sugeries or accidents or diseases!!!! None of your data holds up!!! You are taking from those who are not addicts and cannot live without it!!!! CHECK THOSE SUICIDE RATES!!!!! There are thousands that tried EVERYTHING ELSE and it FAILED!!!!! You will get your chance too. You ARE going to age, have an accident, a disease and/or failed surgeries!!!! Hope the pain KICKS YOUR ASS!!!! looke at the numbers on just failed sugeries, gor God's sake. ARE YOU ALL JUST BLIND OR STUPID????????
Teresa Dudley

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Understanding the opioid crisis through prescribing patterns