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Title: Incorporating Patient-Centered Outcomes into Real World Data
Abstract
Patient-reported outcomes (PROs) are reports of health conditions that come directly from patients and
gathering PROs are an important component to improve the health of individuals and populations. In this
lecture, the definition of PROs will be discussed and placed in the context of diabetes care. Additionally,
best practices for collecting PROs and implementing the use of PROs in clinical care will be discussed.
Lastly, future challenges to the collection and use of PROs in clinical care will be introduced.
Reference List
Deshpande PR, Rajan S, Sudeelthi BL, Abdul Nazir CP. Patient-reported outcomes: A new era in clinical research. Perspect Clin Res 2011; 2(4): 137-144.
Rothman M, Burke L, Erickson P, Leidy NK, Patrick DL, Petrie CD. Use of existing patient-reported outcome (PRO) instruments and their modification: the ISPOR Good Research Practices for Evaluating and Documenting Content Validity for the Use of Existing Instruments and Their Modification PRO Task Force Report. Value Health 2009; 12(8): 1075-83.
Graham A, Minc A, Staab E, Beiser DG, Gibbons RD, Laiteerapong N. Validation of the Computerized Adaptive Test for Mental Health in an Adult Primary Care Population. Ann Fam Med. Accepted September 2018.
Staab EM, Terras M, Dave P, Beckman NM, Yohanna D, Vinci LM, Laiteerapong N. Measuring Perceived Level of Integration during the Process of Primary Care Behavioral Health Implementation. Am J Med Qual 2018;33(3):253-261. PMID: 29072487
Corathers, S. D., et al. (2013). "Improving Depression Screening for Adolescents With Type 1 Diabetes." Pediatrics 132(5): e1395-e1402.
Incorporating Patient-Centered Outcomes into Real World Data
ADA Research Symposium – November 2018
Neda Laiteerapong, MD, MS
Assistant Professor of Medicine
Center for Chronic Disease Research and Policy
Chicago Center for Diabetes Translational Research
Section of General Internal Medicine
Funding / Disclosures
• Member of Chicago Center for Diabetes Translation
Research (NIDDK P30)
• ADA Junior Faculty Development Award
• AHRQ U18HS026151 (PORTAL-Depression)
• UChicago Bucksbaum Institute for Clinical Excellence
• UChicago Center for Healthcare Delivery Science and
Innovation
2
Outline
• What are patient-reported outcomes (PROs)?
• How to collect PROs?
• What do you do with PROs?
• Future challenges
3
What are patient-reported outcomes (PROs)?
4
Definition
“PROs provide a complementary perspective to that of clinician assessments, and may provide greater insights into health status, function, symptom burden, adherence, health behaviors, and quality of life”
5
“A PRO is a health outcome directly reported by the patient who
experienced it. It stands in contrast to an outcome reported by someone
else, such as a physician-reported outcome, a nurse-reported outcome,
and so on. PRO methods, such as questionnaires, are used in clinical
trials or other clinical settings, to help better understand a treatment's
efficacy or effectiveness”
“A PRO is any report of the status of a patient's health condition that comes
directly from the patient, without interpretation of the patient's response by a clinician or anyone else”
Definition
“PROs provide a complementary perspective to that of clinician assessments, and may provide greater insights into health status, function, symptom burden, adherence, health behaviors, and quality of life”
6
“A PRO is a health outcome directly reported by the patient who
experienced it. It stands in contrast to an outcome reported by someone
else, such as a physician-reported outcome, a nurse-reported outcome,
and so on. PRO methods, such as questionnaires, are used in clinical
trials or other clinical settings, to help better understand a treatment's
efficacy or effectiveness”
“A PRO is any report of the status of a patient's health condition that comes
directly from the patient, without interpretation of the patient's response by a clinician or anyone else”
Definition
“PROs provide a complementary perspective to that of clinician assessments, and may provide greater insights into health status, function, symptom burden, adherence, health behaviors, and quality of life”
7
“A PRO is a health outcome directly reported by the patient who
experienced it. It stands in contrast to an outcome reported by
someone else, such as a physician-reported outcome, a nurse-
reported outcome, and so on. PRO methods, such
as questionnaires, are used in clinical trials or other clinical
settings, to help better understand a treatment's efficacy or
effectiveness”
“A PRO is any report of the status of a patient's health condition that comes
directly from the patient, without interpretation of the patient's response by a clinician or anyone else”
Definition
“PROs provide a complementary perspective to that of clinician assessments, and may provide greater insights into health status, function, symptom burden, adherence, health behaviors, and quality of life”
8
“A PRO is a health outcome directly reported by the patient who
experienced it. It stands in contrast to an outcome reported by
someone else, such as a physician-reported outcome, a nurse-
reported outcome, and so on. PRO methods, such
as questionnaires, are used in clinical trials or other clinical
settings, to help better understand a treatment's efficacy or
effectiveness”
“A PRO is any report of the status of a patient's health condition that comes
directly from the patient, without interpretation of the patient's response by a clinician or anyone else”
Integrating PROs into clinical care has been associated with:• Increased patient satisfaction with care• Better communication• Better symptom management• Better health quality• Fewer hospitalizations / ER visits• Longer survival
9
rethinkingclinicaltrials.org/cores-and-working-groups/patient-reported-outcomes-2/
10
• Depression, anxiety, suicidality
• Distress
• Fear of hypoglycemia
• Health-related quality of life
How to collect PROs?
11
How (perhaps) NOT to collect PROs
Appointment Date
Frac
tio
n S
cree
ned
1. Ask physicians to collect PROs
How (perhaps) NOT to collect PROs
2. Collect the same PRO for every patient at every visit (IMO)
CAVEAT: if the status of the PRO changes frequently
NAMCS: https://www.cdc.gov/nchs/data/databriefs/db212_fig1.png
Corathers SD, et al. Pediatrics 2013. 132(5)
How TO collect PROs
If PHQ-9 score ≥ 10, Smart Set option appears
15
1. Leverage Health IT
How TO collect PROs
16
PH
Q2 d
one
rate
0.00
0.05
0.10
0.15
0.20
0.25
0.30
0.35
0.40
0.45
Screening month
-6 -4 -2 0 2 4 6 8 10 12 14
Residents Attending
P<0.05 for all months
except Aug, Sept, Nov
2016 where p=0.07)
Effects of Faculty Peer Comparison Feedback
2. Encourage collection
Medical Assistant screening:27.3% (n=53569) to 59.0% (n=19129), p=<0.0001
Sep 2017: MAs assume all screening responsibilities
Appointment Date (MM/YYYY)
Frac
tio
n S
cree
ned
How TO collect PROs
3. Assign medical assistants to collect data during triage
How TO collect PROs
18
4. Move it outside of the 15 minute clinical visit
• Patient portals (pre-visit)
• Telephone calls (pre-visit)
• Waiting areas (pre-visit) (tablets)
• Patient portals (population health?)
PORTAL-Depression (AHRQ U18HS026151)
Randomized trials :1. To test whether using MyChart can increase rates of population-
level depression screening
2. To test whether using MyChart can increase
depression remission in patients with active depression
Locklear T et a. EGEMS. 2017; 5(1): 7
What do you do with PROs?
19
Depression Screening and Management
PHQ-2
Suicidal OR homicidal / psychosis
Positive screenPHQ-9
ModeratePHQ-9: 10-14CAT-DI: 50-64
Moderately SeverePHQ-9: 15-19 CAT-DI: 65-79
SeverePHQ-9: ≥ 20CAT-DI: ≥ 80
Patient education (.pcgbmedDEPRESSION),
ANDBMED/Therapy
Patient education (.pcgbmedDEPRESSION),
BMED/Therapy ANDStart antidepressant
(.pcgbmedDEPRESSIONMEDICATION)
Patient education (.pcgbmedDEPRESSION), BMED/Therapy, Start antidepressant (.pcgbmedDEPRESSIONMEDICATION)
ANDPsychiatry for medication management
PHQ-2 ≥ 3
PHQ-2 < 3Negative screen
Use suicide screener OR Escort to ER
Escitalopram (Lexapro) 10 mg/d 10-20 mg/d SSRI Best tolerated. Good for anxiety. Rapid onset. $10-60Sertraline (Zoloft) 50 mg/d 50-200 mg/d SSRI Best tolerated. Good for anxiety. Low drug interaction potential. $9-20Citalopram (Celexa) 20 mg/d 20-40 mg/d SSRI QTc prolongation (>55yo max 20 mg/d). Low drug interaction potential. $4-15Fluoxetine (Prozac) 20 mg/d 20-60 mg/d SSRI Good if adherence issues. Less withdrawal. Slow onset. High drug interaction potential. $4-20Paroxetine (Paxil) 20 mg/d 20-60 mg/d SSRI Weight gain. Significant withdrawal. Avoid in pregnancy. $4-20Buproprion XL (Wellbutrin XL) 150 mg/d 150-300 mg/d NDRI Use if FH of bipolar. Avoid with anxiety. $20-40Venlafaxine ER (Effexor XL) 37.5-75 mg/d 75-375 mg/d SNRI Monitor BP. Significant withdrawal. GI side effects, agitation. May increase 75 mg/d every 4-7 days . $15-40Duloxetine (Cymbalta) 30 mg/d 30-60 mg/d SNRI Monitor BP. Good for neuropathic pain/fibromyalgia. $20-80
Measure PHQ-9 every 4-6 weeksvia MyChart, phone, or in person
Continue antidepressant ≥ 6 moIncrease, augment, or switch antidepressant
AND/OR Initiate therapy
If ≥3 months, consider Psychiatry
Increased agitation, Psychiatry referral
AUGMENTBuspirone 7.5-15mg BID Aripiprazole 5-10 mg daily
PHQ-9 <5 PHQ-9 ≥5
MildPHQ-9: 5-9
CAT-DI: 30-49
Patient education(.pcgbmedDEPRESSION,
.pcgbmedSTRESS,.pcgbmedGRIEF)
Developed by the UChicago Medicine Primary Care Group-Behavioral Health Integration Program Primary Care Behavioral Health Integration Director: Neda Laiteerapong, MD, MS Last updated 11/14/2018
1. Create decision support tools to respond to PROs
Behavioral Health SmartSet
21
2. Integrate decision support into day to day clinical care
Co-located BMED Clinic
During warm hand-offs,
patients will often get a full therapy session
Scheduled appointments
Curbside consults
Warm hand-offs
3. Advocate for more resources as necessary
Results: Screening by Demographics
Pre-InterventionPost-Intervention
p = 0.001, Ho rejected using Hochberg multiple comparisons adjustment
Gender
Age
Race
Female
40-64
65 +
Asian
Black/ AA
Other
0.6 0.8 1 1.2 1.4
Odds Ratio
4. Examine for disparities in PROs data collection
Future challenges
24
• Unclear match between PRO and intended claim
• Lack of direct patient input into PRO content from target population
• No evidence that most relevant and important item content is contained in instrument
• Lack of documentation to support modifications to PRO instrument
25
Challenge 1: Content Validity
26
Challenge 2: External Validity
Accepted in Annals of Family Medicine
Major Depressive Disorder CAD-MDD PHQ-9 PHQ-2Sensitivity 0.77 0.75 0.58
Specificity 0.93 0.94 0.93
Positive predictive value 0.57 0.62 0.52
Negative predictive value 0.97 0.97 0.95
AUC [95% CI] 0.85 [0.76-0.94] 0.84 [0.75-0.94] 0.76 [0.65-0.87]
• PROMIS® measures
– over 300 measures of physical, mental, and social health
– Short forms, unidimensional CATs, profiles
• PROMIS® measures in EPIC
– 2012 – limited short-forms
– 2017 – CATs
– Doesn’t come for free
• Multi-dimensional CATs can decrease question burden without sacrificing precision
27
Challenge 3: Volume
• EHR Access to Seamless Integration of PROMIS®
– 6.3 M NCATS grant
– Justin Starren, PI (Northwestern)
– David Liebovitz, site PI (UChicago)
– 9 universities
28
Challenge 4: Stagnation
University of Florida
University of Utah
Harvard Catalyst CTS
Southern California CTSI
Northwestern
University of Chicago
University of Illinois at Chicago
University of Alabama at Birmingham
University of Kentucky
• PROs are important outcomes to integrate into diabetes care and research
• PROs collection should consider
– Time and timing
– Staffing
– Seamless integration, clinical decision support tools
– Leveraging health IT
• Many future challenges
– Validity – content, external
– Stagnation – implementation, volume
29
Summary
Acknowledgments
30
• Dan Yohanna
• Lisa Vinci
• Nancy Beckman
• Pooja Dave
• George Weyer
• Jessica Kolek
• Sonia Zhang
• Sarah Bach
• Robert Gibbons
• Valerie Press
• David Beiser
• Andrea Kass
• Sachin Shah
• Yashas Attanayake
• John Moses
• David Liebovitz
• Isabel Yin
• Parmida Zarai
• Erin Staab
• Sandi Ham
• Wen Wan
• Kimberly Banks
• Antoinette Williams
• Raj Krishnamurthy
• Deirdre Gorman
• Tuyaa Montgomery
• Ashley Isaacson
All the Primary Care
Group Faculty,
Residents, Staff, and
patients
Thank you!
31
Contact info:
@nedalai
Center for Chronic Disease Research and Policy
Chicago Center for Diabetes Translational Research