Chicago Hospitals Win $8.75 Million to Launch Data Network

A data-sharing network of 10 Chicago hospitals could make medical research more reliable and less expensive. It’s a big-data project that keeps patients records locked up, but lets researchers search for trends.

An $8.75 million grant will fund the three-year launch of the Chicago Area Patient-Centered Outcomes Research Network. Awarded July 21, the contract taps money set aside in the Affordable Care Act for medical research.

Terry Mazany

Terry Mazany, The Chicago Community Trust

“What’s unique about CAPriCORN is that it brings together these 10 institutions that historically have been competitors, or at least disinterested in each other,” says Terry Mazany, chief executive of The Chicago Community Trust and the project’s principal investigator. (The trust is also a Smart Chicago funder.)

“This brings them together in a very formal organization across the entire region,” Mazany says, “with a patient population of upwards of 5 million patients potentially available for research, and in particular a patient population that is very diverse.”

The Chicago network and clinical networks in 10 other regions will allow health advocates to monitor even rare conditions and prove how well current treatments work.

Their first test will be Duke University’s nationwide study to prove whether taking children’s aspirin to prevent a heart attack is as effective as an adult dose, which carries potential side effects. Researchers in Chicago and five other cities will study 20,000 at-risk heart patients, a large sample size that allows fine-tuned analysis.

Richard Kennedy, Loyola University Chicago

Richard Kennedy, Loyola University Chicago

“They contacted us and said, you’ve got the numbers that we need, would you be able to participate?” says Richard Kennedy, vice provost for research and graduate studies at the Loyola University Chicago health sciences division in Maywood. “We had a significant number of patients that would fit nicely in the cohort.” Kennedy and Frances Weaver are Loyola’s head researchers for the data network.

Hospitals now are collaborating on how to conduct the trial and manage the data. Other studies will track obese patients after bariatric surgery and children on antibiotics to treat immune disorders. Mazany sees Chicago hospitals as active participants. “When the national level is looking at need and expertise in an area, we have a far broader and deeper bench than any of the other systems,” he says. “That’s a real strength.”

In a $7 million startup phase, CAPriCORN built out a system to connect the medical centers without exposing patient information. The next phase explores its real-world uses, as well as a funding model that puts patients’ interests first.

The aspirin study “is going to answer a question of great clinical concern,” Kennedy says, “but the importance is truly we’re testing the infrastructure we’ve been building for the past 18 months. All right, you’ve put together what seems to be a very impressive informatics system with all the security we would want for our patients. Now let’s see if it works.”

Privacy starts with keeping personal identifiers off the network. Researchers query data in a small, separate access layer, with names and addresses reduced to a cryptographic hash. “We’re currently having it validated by a security firm that’s one of the top in the region to make sure it protects subjects,” Kennedy says.

A novel algorithm links the anonymous patients’ records across all hospitals, giving public health researchers a more reliable count of how common their condition is and where to find hot spots. “You have the ability to look for rare diseases and aggregate an adequate sample size to do statistically significant studies,” Mazany says.

“There’s a next step in some of the research designs,” he adds. Instead of just counting how many patients share a condition, studies that pass an ethics review will reach out to them.

“Let’s say you’re looking at exploring treatments for sickle cell, and you’re specifically looking at teenagers as a population,” he explains. “Then you can do a query to identify the total population and where they’re distributed among institutions.”

Hospitals then can ask patients to join clinical trials that will log treatment details. “It still protects patient privacy but is able to more efficiently identify candidates for the research study,” Mazany says.

Researchers see the network as low-cost way to recruit trial subjects. “Instead of tens of thousands of dollars per participant, then it’s dollars per participant,” Mazany says. “You leverage the efficiency of large data systems so each researcher doesn’t independently have to enroll institutions.

“What makes this in someone’s interest? Lowering the cost of research, speeding up research, creating greater effectiveness. Those three standards are part of a health system that’s learning and evolving rapidly.”

The focus likely will improve data handling as well. “One interesting byproduct could be if there is unevenness across institutions that may become apparent,” Mazany says.

Research on the network will be subject to more thorough advance review. “It’s patient centered,” Loyola’s Kennedy says. “It includes a lot of patient input into the design of the study, the importance of the study to the subjects, the patients, the community.”

Like other clinical trials, research must pass muster with an institutional review board. Feedback also comes from a doctor-patient advisory panel that includes advocates for treating asthma, arthritis and other diseases.

“There’s also a pastor’s group on the South Side that’s very active,” Mazany says. The advisory group “totals about 30 people — it’s a pretty large group.”

The extra review should put important research on a fast track, and prime doctors and patients to follow its recommendations.

“Oftentimes research truly answers medical questions for the people that ran it, yet the results don’t get distributed and implemented as well as we would like,” Kennedy says. “We hope that by engaging the community and the patients – and the clinicians who are taking care of those patients – the results will be implemented much more quickly, because they will be designed in part by input from these subjects.”

The aspirin study also will look into the benefits of mobile health devices. A University of California-San Francisco team will give some participants apps to send reminders and record activity. In Chicago, Kennedy says investigators are considering how they might manage frequent readings from blood sugar monitors in a diabetes trial.

The network is “more open and accessible for that type of data collection,” Mazany says. “Who knows where that will lead as far as the efficacy of the research?”

Hospitals will have to consider a long-term funding model after federal funding runs out in 2018. “We’ve been contacted by an industry sponsor, who would very much like to think that there was a Chicago network they could access without working individually with the 10 institutions,” Kennedy says “That’s going to take some time to create that kind of trust.”

Mazany wants to make sure patient advocates can propose research on the network, but they’ll need to be thoroughly vetted. “They’ll come up with their own queries, but there won’t be an open-data hack night,” he says. “There are just too many privacy and security concerns with these types of data. But in a sense, the hack night would be communities and patients identifying questions that could interrogate data sets through the mechanism of the queries.”

The network has no data portal, but researchers will be encouraged to find ways to show their work outside of medical journals. That may include websites such as Smart Chicago’s Chicago Health Atlas, a past collaborator with hospital networks.

“The Health Atlas is an example of a good partner both on the front end of identifying important trends in the data that can help to frame priorities, and then on the back end as a distribution system for communications outward,” Mazany says. “I look for the Health Atlas to be a very valuable partner, but none of this has been formalized.”

The big-data approach also might spread beyond hospitals. “I don’t know how that’s going to play out,” Mazany says. The network already includes community health centers that store electronic health records centrally. He envisions opening up the network to more health providers.

“That line of thinking is an exciting frontier,” Mazany says. “Right now everybody is up to their necks in alligators draining the swamp. The analogy with Walt Disney envisioning Disney World and Florida in the midst of the swamp I think is appropriate here. We have a vision and are laying the infrastructure to have arise a Magic Kingdom.”

Parks Take Active Health Role at Obesity Conference

LaSalle II school

Children play at LaSalle II school, 1148 W. Honore.

Health workers treating obesity in children are looking beyond what they see in clinics, to what’s at play in Chicago parks.

“Can you imagine camping in Chicago within 15 minutes of downtown?” said Zhanna Yemakov, Chicago Park District conservation manager. At the quarterly meeting of the Consortium to Lower Obesity in Chicago Children, Yemakov outlined park plans for the roughly 1,000 acres of Southeast Side brownfields now among park holdings.

Other speakers addressed the city’s playgrounds, plazas and pocket parks. “Our focus is what we call a socio-ecological approach, where we look at all the factors that influence childhood obesity at all levels,” said Adam Becker, CLOCC executive director, after the June 9 conference. The focus extends beyond individual cases to family, community and the broader social and political environment.

Chicago Health Atlas

Chicago Health Atlas: Diabetes hospitalization per 10,000 residents, 2011

A 2013 city study finds Chicago Public Schools students have above-average obesity rates – 48.6 percent of sixth-graders were overweight or obese. In 8 of the city’s 77 community areas, fewer than one-third of students fell outside the healthy range; in 15 communities, it was about half.

Overweight and obesity do carry long-term risks, according to the Centers for Disease Control and Prevention. In children and adolescents, they include cardiovascular disease and elevated blood sugar levels that can lead to diabetes within a decade.

Obese children also are more likely to become obese adults, with higher rates of heart disease, type 2 diabetes, stroke, cancers and osteoarthritis. The Chicago Health Atlas charts variations by neighborhood in several such adult conditions, including diabetes, high blood pressure, and breast and colorectal cancers.

“If you’re focusing on one you’re not going to solve the problem,” Becker said. “We try to measure impact as best as we can, but with obesity it’s just so complicated. You can’t just say A equals B. The lines are very indirect.”

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Doctors Prescribe Data Sharing for Health Apps

Dr. Khan Siddiqui and Dr. Neelum Aggarwal

Dr. Khan Siddiqui and Dr. Neelum Aggarwal field questions after a presentation at Matter in the Merchandise Mart.

Wearable tech developers are taking the pulse of medical professionals – a reading on how useful fitness monitors will be in a clinical setting. Doctors say the biggest hurdle may be getting patients to try the gadgets and check in regularly.

“Especially in our underserved communities, a lot of the devices we’re hearing about, they’re not using them – they’re asking their kids to do it,” said Dr. Neelum Aggarwal, an Alzheimer’s researcher at Rush University Medical Center.

Elderly patients prefer to get medication reminders on flip phones., says Dr. Aggarwal, who has been taking home measurements of memory and physical functions in Chicago since 1996.

“A lot of older peoples are going to the library for Internet, they’re going to the Department of Aging – it’s not in their homes,” she told a group of mobile health developers June 10 at the Matter healthcare incubator in the Merchandise Mart. “What can people do reliably, what can people do easily, and how are you transporting that data back?”

The neurologist had similar issues in India, working with Naperville-based nonprofit Arogya World on a large-scale diabetes prevention effort. Nokia delivered text reminders to cellphone customers 3 times a week. The messages ask if they’ve been walking, taking medication and otherwise taking better care of themselves.

“In India we’re seeing the thin diabetic, people who aren’t eating as much but are at risk because of metabolic syndrome,” Aggarwal said, citing the common conditions that lead to diabetes and cardiovascular disease. “This is a program based on the simple basic question, did you do this?”

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Poor Neighborhoods See Kidney Disease Rise in Loyola Study

Dr. Holly Kramer

Dr. Holly Kramer, associate professor, Loyola University Chicago

The risk of kidney disease has been growing in poor neighborhoods, according to research at Loyola University Chicago.

More than a third of new U.S. dialysis patients between 2005 and 2010 lived in ZIP codes where 20 percent or more residents live below the poverty level, compared to 27 percent from 1995 to 2004. Based on patients in the United States Renal Data System, the study is believed to be the first tracking poverty and dialysis cases over time.

The high rates mirror Chicago Department of Public Health figures for 2006 to 2010. As charted in the Chicago Health Atlas, 10 of the 11 community areas with the highest death rate from kidney disease had one-quarter or more households that fit the federal definition of poverty. Poor neighborhoods also see conditions that are risk factors for kidney failure, from diabetes and obesity to high blood pressure and heart failure.

In this edited transcript, Smart Chicago discusses the findings with corresponding author Dr. Holly Kramer, an associate professor in nephrology and public health sciences at Loyola’s Stritch School of Medicine.

In 1.25 million cases, the rate of kidney disease grew overall, and grew more in low-income ZIP codes. What’s at work with these changes?

We linked information from the United States Renal Data System with the U.S Census. We grouped people who initiated dialysis from 1995 to 2004 with the 2000 Census, and then used the ZIP codes that they report. We used the census data to determine how many of those people in those ZIP codes lived below the federal poverty line.

And then we just looked at the association between poverty status and dialysis initiation, using all the ZIP codes where people had end-stage renal disease. The association between poverty and end-stage renal disease incidents was a little big stronger during the latter period, by about 3 percent.

That could certainly be just a random finding, but I think it’s plausible because our measurement of poverty status, the federal poverty line, hasn’t really changed over the past 50 years. Yet the need for making it in society, making sure you have access to nutritional foods, having access to health care, being able to afford your medications, that has dramatically changed.

So you didn’t have information on income of each patient. Would that have been a better predictor of kidney disease risk?

Probably. There are studies that show that individual measures of poverty, if someone just self-reports their income, is going to be a more sensitive indicator of poverty status.

But certainly areas of poverty have no grocery stores, no access to fresh fruits and vegetables. I work in Maywood, and maybe there’s one grocery store in one remote part – there’s no subway system, it’s very difficult for people to exercise, there are no gyms. So if you live in a poverty area it’s going to affect your health.

Those proportions, from 27 percent to 34 percent, either way those are striking rates. Why are so many dialysis patients poor?

If you’re poor your diet is going to be different. Your day to day lifestyle will be different, your access to health care may be different. If you do develop diseases you may not have the disease detected until much later because you’re much less likely to get routine treatment of blood pressure and diabetes. Sometimes it might be too late. You might have substantial organ damage from undetected diabetes.

The same thing is with hypertension: If you’re eating a lot of processed foods, sodium is going to accelerate blood pressure. High blood pressure is a really high risk factor for kidney disease. It’s really problematic. I see kids walking down the street with a 16-ounce Coke and a bag of Doritos at 8 in the morning, and their blood pressure is going to be higher than kids who eat healthy breakfasts. For all their other meals as well, more processed foods means a lifetime of exposure.

Would you have predicted improvements over time, because health care has advanced?

If you look at overall dialysis incidence, you are seeing plateaus and even a small decrease. That reflects better, aggressive blood pressure and diabetes control, and maybe even some screening.

But any kind of chronic disease takes decades to develop. We’re probably not going to see much change for several years. Hopefully the Affordable Care Act makes health care more accessible., and more emphasis on public health will have impact as well.

You mentioned toxins in the study as well.

It’s well known that lead toxicity can affect your kidneys, and chronic lead toxicity is associated with gout, hypertension and chronic kidney disease. That’s the triad. Chicago once had one of the highest levels of acute lead poisoning among children. A lot of people have been trying really hard to eliminate lead exposure. Loyola University Chicago was one of the big proponents.

What are the challenges in low-income areas in managing kidney disease? Are there clinical responses to underserved areas this study would indicate?

It’d be really great to make access to healthy foods more accessible to people who live in poor neighborhoods. That should be a basic right. If people live in a neighborhood that doesn’t have grocery stores they can walk to, they get their food from the gas station and eat carryout. This is really driving chronic disease incidence and making it really difficult to manage chronic diseases. How are they supposed to be eating less salt if everything they’re eating is processed?

The second thing would be more local access to clinicians, more neighborhood clinics. A lot of people are travelling really far, waiting a long period of time, paying parking fees and car payments. It shouldn’t be so arduous.

Kidney disease

Chicago Health Atlas: Kidney disease deaths, 2006-2010

This is a study of U.S. patients. Can the findings be extended to Chicago? What are the lessons for Chicago health workers?

Chicago does have very high rates of death from kidney disease. If there were more health infrastructure, definitely we could be an excellent model for reducing chronic diseases.

The National Kidney Foundation of Illinois has a van that they drive around to different areas. Nurses and physicians and other health care workers volunteer. They screen for blood pressure and diabetes, and they give counseling and help people find physicians if they’re having insurance issues. That’s a great example of an advocacy group trying to do something to help people with chronic diseases. The American Kidney Fund has also done pre-screenings for kidney disease, diabetes and hypertension.

Hispanic patients grew from 11.5 percent of the cases in the early period to 13.9 percent later.

Hispanic adults have about 100 percent higher risk for end-stage renal disease. Some of that could be access to care. The Affordable Care Act does give access to insurance for people who are legal in the United States, but not to the undocumented.

You say in the study that “poverty itself is not static” – it has increased over time. Is the rate the same in the patient and general populations?

The change in poverty status in the total U.S. population is not that big; the change in the dialysis population exceeds that.

The time is framed in two periods, 1995 through 2004 and 2005 through 2010. Why were these periods chosen?

We wanted to make sure each group was within five years of the census. The later period includes years before the recession, but some of the drive in rates during the second part could be because the recession in 2008 changed a lot of people’s poverty status.

Would a year-over-year study show the same trend?

We’re hoping someone will take an interest in what we do, and use more refined measurements of poverty status. But we have to stop thinking of poverty as yes-or-no. It’s a very dynamic thing. Ten years ago you didn’t have to have a computer or cellphone to be an integral part of society.

You tracked patient age as well. The patient population was getting a little older.

The highest incidence of dialysis treatment is among people over age 75 now. As you age you lose kidney function, lung function, memory fades. Sometimes kidney disease is due to the success of people not dying from stroke and heart attack. We’re better at controlling their lipids and their diabetes, so they live longer.

It’s a confluence of factors – hypertension, obesity, high cholesterol – that leads to so much serious illness.

Poverty seems to impact end-state renal disease more than any other chronic disease. It’s such a shame because Medicare pays for all dialysis. It’s extremely expensive. If we did more to prevent kidney disease we could spend a lot less. Big dialysis companies are making a lot of money off of our poor public health infrastructure to prevent kidney disease.