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Questions and Answers
What percentage range of patients experience persistent postoperative pain after undergoing total knee replacement (TKR), according to the information?
What percentage range of patients experience persistent postoperative pain after undergoing total knee replacement (TKR), according to the information?
- 30-40%
- 20-30% (correct)
- 5-10%
- 10-20%
What range represents the prevalence of opioid use among individuals who were opioid-experienced prior to undergoing TKR?
What range represents the prevalence of opioid use among individuals who were opioid-experienced prior to undergoing TKR?
- 20%-25%
- 32.5%-35.0% (correct)
- 10%-15%
- 2.2%-2.4%
Why is physical therapy considered relevant to the issue of opioid use after total knee replacement (TKR)?
Why is physical therapy considered relevant to the issue of opioid use after total knee replacement (TKR)?
- PT always eliminates the need for opioids after surgery.
- PT is irrelevant to opioid usage after TKR.
- PT has a strong correlation that leads to increase in function. (correct)
- PT increases the risk of opioid addiction and long-term opioid use.
Which aspects of physical therapy (PT) care were investigated in relation to total knee replacement (TKR)?
Which aspects of physical therapy (PT) care were investigated in relation to total knee replacement (TKR)?
What was the primary stated purpose of the study regarding physical therapy (PT) interventions and total knee replacement (TKR)?
What was the primary stated purpose of the study regarding physical therapy (PT) interventions and total knee replacement (TKR)?
Where did the data used in the study come from?
Where did the data used in the study come from?
Why was insurance status considered an important factor in the study?
Why was insurance status considered an important factor in the study?
What is a confounding factor, as defined in the context of the study?
What is a confounding factor, as defined in the context of the study?
Which of the following was an inclusion criterion for subjects participating in the study?
Which of the following was an inclusion criterion for subjects participating in the study?
How did the authors categorize individuals as 'opioid experienced' in the study?
How did the authors categorize individuals as 'opioid experienced' in the study?
In the context of classifying subjects, what defines an 'opioid naïve' individual, according to the study?
In the context of classifying subjects, what defines an 'opioid naïve' individual, according to the study?
What type of study design follows a group over time, classifies subjects by exposure, and observes outcome development?
What type of study design follows a group over time, classifies subjects by exposure, and observes outcome development?
Which measure is best suited for studying rare exposures?
Which measure is best suited for studying rare exposures?
What does the Risk Ratio (RR) compare?
What does the Risk Ratio (RR) compare?
Which type of study compares cases with an outcome to controls without the outcome, looking back at exposures retrospectively?
Which type of study compares cases with an outcome to controls without the outcome, looking back at exposures retrospectively?
If the odds of smoking in lung cancer patients are 2 and the odds of smoking in healthy controls are 0.25, what is the Odds Ratio (OR)?
If the odds of smoking in lung cancer patients are 2 and the odds of smoking in healthy controls are 0.25, what is the Odds Ratio (OR)?
What does an odds ratio (OR) of 4.75 for smokers developing lung cancer compared to non-smokers mean?
What does an odds ratio (OR) of 4.75 for smokers developing lung cancer compared to non-smokers mean?
Which research design did the investigators employ in the study?
Which research design did the investigators employ in the study?
In the study, what defined 'Post-TKR PT type' as an exposure variable?
In the study, what defined 'Post-TKR PT type' as an exposure variable?
According to the study, how was long-term opioid use defined as an outcome variable?
According to the study, how was long-term opioid use defined as an outcome variable?
What are confounders in the context of this study?
What are confounders in the context of this study?
Why is controlling for confounders especially important in observational studies?
Why is controlling for confounders especially important in observational studies?
Which statistical analysis was specifically used in the study to estimate associations between PT exposure and long-term opioid use?
Which statistical analysis was specifically used in the study to estimate associations between PT exposure and long-term opioid use?
When is multiple linear regression used according to the provided information?
When is multiple linear regression used according to the provided information?
What type of regression analysis models the probability that a certain event will occur based on independent variables and expresses the result in terms of odds ratios or probabilities?
What type of regression analysis models the probability that a certain event will occur based on independent variables and expresses the result in terms of odds ratios or probabilities?
What is the core purpose of regression analysis?
What is the core purpose of regression analysis?
According to the text results, what can be said about the effect of Post-TKR PT on opioid-naive patients?
According to the text results, what can be said about the effect of Post-TKR PT on opioid-naive patients?
True or false: A confidence interval containing the number 1.0 is considered statistically significant.
True or false: A confidence interval containing the number 1.0 is considered statistically significant.
For patients that underwent Post-TKR PT, statistically significant decreases in opioid use were seen in which patient group?
For patients that underwent Post-TKR PT, statistically significant decreases in opioid use were seen in which patient group?
What is the primary function of sensitivity analysis in research?
What is the primary function of sensitivity analysis in research?
In the context of the study examining physical therapy interventions and opioid use after TKR, which of the following is a limitation related to confounding by indication?
In the context of the study examining physical therapy interventions and opioid use after TKR, which of the following is a limitation related to confounding by indication?
Which of the following describes a potential solution to the 'Lack of Adjustment for PT Access Across States
Which of the following describes a potential solution to the 'Lack of Adjustment for PT Access Across States
What is meant by ‘residual confounding’ in the context of the study?
What is meant by ‘residual confounding’ in the context of the study?
What is not a conclusion stated in the provided study?
What is not a conclusion stated in the provided study?
In a study, the authors discuss test-retest reliability, What does this mean?
In a study, the authors discuss test-retest reliability, What does this mean?
In the context of study design and measurement, what does 'responsiveness' refer to?
In the context of study design and measurement, what does 'responsiveness' refer to?
What does the phrase “domain 4 of the risk of bias tool” reference?
What does the phrase “domain 4 of the risk of bias tool” reference?
Blinding the treating therapist to baseline examination is essential to:
Blinding the treating therapist to baseline examination is essential to:
What can the ‘attention effect’ be interpreted as?
What can the ‘attention effect’ be interpreted as?
When determining the sample size, what three factors needs to be accounted for??
When determining the sample size, what three factors needs to be accounted for??
What does a ‘1’ mean in a Odds and/or Risk Ratio?
What does a ‘1’ mean in a Odds and/or Risk Ratio?
Flashcards
What is Prognosis?
What is Prognosis?
Predicting future health outcomes for individuals or groups.
What is the Role of TKRs?
What is the Role of TKRs?
TKRs are a common primary treatment for knee osteoarthritis (OA).
What is Postoperative Pain?
What is Postoperative Pain?
Persistent pain after surgery. 20-30% of TKR patients
What is PTs effect on opioid use?
What is PTs effect on opioid use?
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Investigated aspects of PT care
Investigated aspects of PT care
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Purpose statement
Purpose statement
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What is a Confounding Factor?
What is a Confounding Factor?
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What is Inclusion criteria?
What is Inclusion criteria?
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What is Exclusion criteria?
What is Exclusion criteria?
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Opioid experienced
Opioid experienced
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Opioid naive
Opioid naive
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What is exposure?
What is exposure?
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Outcome in TKR
Outcome in TKR
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What is cohort study?
What is cohort study?
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What is a Risk Ratio (RR)?
What is a Risk Ratio (RR)?
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Case-Control Study
Case-Control Study
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What is Odds Ratio (OR)
What is Odds Ratio (OR)
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What is Retrospective cohort study
What is Retrospective cohort study
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What is Confounders?
What is Confounders?
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Confounders impacting TKR outcomes
Confounders impacting TKR outcomes
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Regression analysis purpose
Regression analysis purpose
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Regression Analysis
Regression Analysis
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Logistic regression
Logistic regression
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What is Multiple linear regression?
What is Multiple linear regression?
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Table for logistic regression
Table for logistic regression
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What is Opioid naive?
What is Opioid naive?
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Sensitivity Analysis
Sensitivity Analysis
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Confounding indication
Confounding indication
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Lack of adjustment.
Lack of adjustment.
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Data on Opioid Dosages
Data on Opioid Dosages
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Conclusions of the study.
Conclusions of the study.
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Parametric tests
Parametric tests
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Non-Parametric Tests
Non-Parametric Tests
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Mann-Whitney U Test
Mann-Whitney U Test
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ANCOVA (Analysis of Covariance)
ANCOVA (Analysis of Covariance)
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MANOVA
MANOVA
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Study Notes
- Prognosis aims to predict future patient outcomes
- EBP (Evidence Based Practice) uses article analysis
Article Overview: PT Interventions and Opioid Use After TKR
- Aoyagi, Neogi, Peloquin et al. conducted research on the association between PT interventions and long-term opioid use after total knee replacement (TKR)
- The study appeared in JAMA Network Open. 2021;40(0); e2131271
Authors' Argument: Opioid Use in TKR Patients
- TKRs serve as a primary treatment for knee osteoarthritis (OA)
- Post-operative pain persists in 20-30% of patients after undergoing TKR
- Initial opioid prescriptions can lead to long-term opioid use
- Opioid use affects 32.5%-35.0% of opioid-experienced individuals and 2.2%-2.4% of opioid-naive individuals long-term after TKR
Relevance of Physical Therapy (PT)
- PT correlates with increased function.
- PT reduces the risk of opioid addiction and long-term opioid use
- PT can reduce pain and opioid use, but optimal methods (dosage, timing, type) are unclear
Aspects of PT Care Investigated
- Pre- and post-TKR PT
- Dosage and timing of PT
- Active vs. passive PT interventions
- Active PT includes exercise and gait training
- Passive PT includes modalities, TENS, and cold therapy
- Studies look at PT interventions before and after TKR to see if post-rehab care would help with pain
Purpose Statement
- Evaluating the associations of PT interventions before and after TKR with long-term opioid use
- PT dosage and timing affects outcomes
Identifying Data Source
- OptumLabs Data Warehouse provides data, containing medical & pharmacy claims
- Includes lab results
- Enrollment records of approximately 67,000 individuals
Importance of Insurance Coverage
- Subjects had commercial insurance or Medicare Advantage, which affects generalizability
- Full database members had full insurance coverage
- Lacking insurance as a confounding factor
- Not participating in PT due to access or other factors
Confounding Factors
- A confounding factor distorts the true relationship between an exposure and an outcome
- It relates to both the exposure and the outcome
Key Inclusion Criteria
- Broad insurance coverage
- Age ≥40 years
- TKR between 2001-2016
- Continuous insurance for 24 months pre- and post-TKR follow-up
Exclusion Criteria
- Previous history of comorbidities, rheumatoid arthritis (RA), or cancer
- Pts Could already be on different drugs
- Knee surgery, rheumatoid arthritis, or cancer within 24 months of the study
Categorizing Individuals
- Opioid-experienced individuals had ≥2 opioid prescriptions pre-TKR
- Opioid-naive individuals had no opioid prescriptions in 12 months pre-TKR
- Separate group had only 1 prescription, for sensitivity study
Exposure
- PT intervention (pre- and post-TKR, different doses, timing)
Cohort Study
- Group classified by exposure, observes outcome development over time
- Prospective or Retrospective
- Measures incidence, relative risk (RR)
- Best for rare exposures
- Involves exposure, wait for outcome.
Risk Ratio
- Compares risk of an event in an exposed group vs. non-exposed
- Example: 10/100 smokers get lung cancer versus 2/100 non-smokers
- RR = 10%/2% = 5
- Smokers are 5 times more likely to develop lung cancer
Outcome
- Long-term opioid use
Case-Control Study
- Compares cases (with outcome) to controls (without)
- Looks back at exposures retrospectively
- Measures odds ratio (OR)
- Best for rare outcomes
- Involves starting with outcome then looking back at exposure like asking cancer patients about past smoking.
Odds Ratio
- Compares odds of an event between groups, not actual risk
- Example: 10/15 cancer patients are smokers vs 2/10 healthy controls
- Odds of smoking are two in cancer patients
- Odds of smoking are 0.25 in healthy controls
- OR = 2/0.25 = 8
- Cancer patients had 8 times higher odds of being smokers
Research Design
- Retrospective cohort study
- Examines relationships between past exposures and outcomes
Exposure Variables
- Pre-TKR PT: Any PT within 90 days before surgery
- Post-TKR PT: Any PT within 90 days after surgery
- Post-TKR PT dose: 1-5, 6-12, or ≥13 sessions
- Post-TKR PT timing: <30, 31-60, or 61-90 days after TKR
- Post-TKR PT type: Active (exercise, gait training) vs. passive (TENS, cold therapy)
Outcome Variable
- Long-term opioid use (≥90 days' worth of filled prescriptions post-TKR)
Measurement
- Identified via pharmacy claims and prescriptions in 12 months post-TKR
Confounders
- Other variables that affect outcome
- Must be controlled when causal relationships are looked at
- Can bias results if correlated with both exposure and outcome
- Randomization is difficult in this design (demographic/longitudinal)
Importance in this Type of Study
- Confirm effects are not due to age, gender etc
- Observational studies can't randomly assign interventions
- Confounder control crucial
Confounders Authors Refer To
- Age, sex, race/ethnicity, obesity, insurance type
- Geographical location, physical and mental health comorbidity
Impactful Confounders
- Insurance, most impactful confounding factors region, comorbidities
- Pre-TKR pain severity, mental health conditions, and healthcare access,is most impactful
Statistical Analyses
- Regression analysis to estimate associations between PT and long-term opioid use
Regression Analysis Details
- If dependent variable is continuous → multiple linear regression
- If dependent variable is categorical/nominal → logistic regression
Regression Analysis Description
- Examines the relationship between independent variables (predictors) and a dependent variable (outcome).
- Models relationships to predict or understand associations
Logistic Regression
- Type of regression with a binary dependent variable with 2 outcomes yes/no, and if it will successfull/failure.
- Models the chance of an event based on independent variables
- Result expressed as odds ratios or probabilities
Multiple Linear Regression
- Type of regression with a continuous dependent variable
- Predicts it using 2+ independent variables
- Assumes a linear relationship
Figure 2 and Table 1
- Figure 2 is a participant flow diagram (prisma) and flowchart showing study inclusion criteria and participant selection.
- Involes Inclusion criteria process and two study groups
Two groups
- Opioid-naive individuals had no prior opioid use
- Opioid-experienced individuals had used opioids
Similarities
- Both are primarily female
- Most participants were from the Midwest, South, and West, limited northeast representation
- Insurance spread is about the same
Differences
- Opioid experienced individuals have more obese members than opioid-naive
- Opioid Experienced have more NSAID use
- Opioid experienced report more pain
- Opioid experienced group presents more psychological issues
Table 2
- Table related to logistic regression, table for prognostic study for future disease course based on data study of condition
Pre-TKR PT Impact
- Opioid-naive: Lower odds (aOR 0.75, 95% CI 0.60-0.95), decreased 25%
- Opioid-experienced: Lower odds (aOR 0.75, 95% CI 0.70-0.80)
Post-TKR PT Effects
- Opioid-experienced: Lower odds (aOR 0.75, 95% CI 0.70-0.79)
- Opioid-naive: No significant effect as confidence interval for odds ratio includes 1.0
Table 3 Results
- Post-TKR PT intervention characteristics affect long-term opioid use
Post TKR PT Doses
- Not statistically significant for opioid-naive individuals as confidence interval includes 1
- Significant effect opioid experienced individuals, more sessions associated with less opioid use, including 29% decrease for > 13 session and 18% decrease for for 6-12 sessions
Post TKR PT Timing
- The sooner you get therapy the better the outcomes
- Delayed PT initiation increased odds of opioid use
- Statistically significant for opioid naive individuals
Post TKR PT Type
- Post TKR PT type shows no difference between active vs. passive and not a significant difference for either
Take-Home Messages
- More sessions linked to lower opioid use
- Delayed PT increased opioid use odds
Sensitivity Analysis Justification
- Analysis remains constant and Findings remained consistent
Sensitivity Analysis Use
- Determines how input values affect a system's outcome
- Assesses outcome sensitivity to changes in input variables
- This informs decisions by understanding variability and risks
Limitations
- Confounding bias occurred
- Patients in PT less likely to use opioids already Solution: RCT, or propensity score matching
Lack of Adjustment Between States
- Regulations/coverage differences affected PT/opioid use Solution: Adjust for state-level access or stratified analysis
Exposure Issues
- Post-TKR PT extended beyond 90 days, while pre-TKR PT was fixed, creates unevenness Solution: Standardize timeframe for groups
Ownership Issues
- Varying models/incentives impacted PT quality/quantity Solution: Include type of practice into the analysis
Missing Data Issues
- Functional status data lacked no baseline
- Worse status results skewed opioids/PT relationship Solution: Collect/adjust status in assessments
Solution Instead of BMI
- Data lacked BMI leading to residual confounding Solution: Use of alternative metrics
Conclusion
- Pre- and post-TKR PT linked to less opioid use
- Some PT factors (sessions/timing) further cut opioid use
- Opioid use matters when recommending PT for TKR patients
Evidence Strength
- Study show correlation but not causation due factors
- Design limits claims vs randomized trials
- Evidence is moderately strong to be strong RCT with factor adjustment
- Study did not measure minor adverse events, and the long-term effects beyond 3 months were not assessed and effects of standardization were not considered
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