PT Interventions & Opioid Use After TKR

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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?

  • 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?

  • 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)?

  • 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)?

<p>Pre- and post-TKR PT, dosage, timing, and active vs. passive PT. (D)</p> Signup and view all the answers

What was the primary stated purpose of the study regarding physical therapy (PT) interventions and total knee replacement (TKR)?

<p>To evaluate associations of PT interventions before and after TKR with long-term opioid use. (B)</p> Signup and view all the answers

Where did the data used in the study come from?

<p>OptumLabs Data Warehouse, including medical and pharmacy claims, lab results, and enrollment records. (B)</p> Signup and view all the answers

Why was insurance status considered an important factor in the study?

<p>Subjects were covered by commercial insurance or Medicare Advantage, which may affect generalizability. (B)</p> Signup and view all the answers

What is a confounding factor, as defined in the context of the study?

<p>A variable that distorts the true relationship between an exposure and an outcome by being related to both. (C)</p> Signup and view all the answers

Which of the following was an inclusion criterion for subjects participating in the study?

<p>Age ≥40 years, TKR between 2001-2016. (C)</p> Signup and view all the answers

How did the authors categorize individuals as 'opioid experienced' in the study?

<blockquote> <p>2 opioid prescriptions pre-TKR. (D)</p> </blockquote> Signup and view all the answers

In the context of classifying subjects, what defines an 'opioid naïve' individual, according to the study?

<p>No opioid prescriptions in 12 months pre-TKR. (A)</p> Signup and view all the answers

What type of study design follows a group over time, classifies subjects by exposure, and observes outcome development?

<p>Cohort study (C)</p> Signup and view all the answers

Which measure is best suited for studying rare exposures?

<p>Relative Risk (RR) (C)</p> Signup and view all the answers

What does the Risk Ratio (RR) compare?

<p>The actual risk of an event happening in an exposed group vs. a non-exposed group. (D)</p> Signup and view all the answers

Which type of study compares cases with an outcome to controls without the outcome, looking back at exposures retrospectively?

<p>Case-control study (C)</p> Signup and view all the answers

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)?

<p>8 (B)</p> Signup and view all the answers

What does an odds ratio (OR) of 4.75 for smokers developing lung cancer compared to non-smokers mean?

<p>Smokers are 4.75 times more likely to develop lung cancer. (D)</p> Signup and view all the answers

Which research design did the investigators employ in the study?

<p>Retrospective cohort study (D)</p> Signup and view all the answers

In the study, what defined 'Post-TKR PT type' as an exposure variable?

<p>Whether the therapy was active (e.g., exercise, gait training) or passive (e.g., TENS, cold therapy). (C)</p> Signup and view all the answers

According to the study, how was long-term opioid use defined as an outcome variable?

<p>≥90 days' worth of filled opioid prescriptions post-TKR. (D)</p> Signup and view all the answers

What are confounders in the context of this study?

<p>Other variables that can affect the outcome, needing to be controlled to ensure cause and effect relationship. (F)</p> Signup and view all the answers

Why is controlling for confounders especially important in observational studies?

<p>Observational studies cannot randomly assign interventions, making confounder control crucial. (A)</p> Signup and view all the answers

Which statistical analysis was specifically used in the study to estimate associations between PT exposure and long-term opioid use?

<p>Logistic regression (B)</p> Signup and view all the answers

When is multiple linear regression used according to the provided information?

<p>When the dependent variable is continuous. (B)</p> Signup and view all the answers

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?

<p>Logistic regression (D)</p> Signup and view all the answers

What is the core purpose of regression analysis?

<p>To examine the relationship between one or more independent variables and a dependent variable. (B)</p> Signup and view all the answers

According to the text results, what can be said about the effect of Post-TKR PT on opioid-naive patients?

<p>There was no significant effect in opioid-naive patients, based on confidence intervals. (D)</p> Signup and view all the answers

True or false: A confidence interval containing the number 1.0 is considered statistically significant.

<p>FALSE (B)</p> Signup and view all the answers

For patients that underwent Post-TKR PT, statistically significant decreases in opioid use were seen in which patient group?

<p>Opioid-experienced patients (B)</p> Signup and view all the answers

What is the primary function of sensitivity analysis in research?

<p>To determine how different values of an input or assumption can impact the outcome of a model, decision, or system. (B)</p> Signup and view all the answers

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?

<p>Patients in PT may have already been less likely to use opioids, inflating PT's effectiveness (C)</p> Signup and view all the answers

Which of the following describes a potential solution to the 'Lack of Adjustment for PT Access Across States

<p>Adjusting for state-level PT access or use stratified analysis. (D)</p> Signup and view all the answers

What is meant by ‘residual confounding’ in the context of the study?

<p>It refers to all claims data being included with no BMI or obesity measurements, leading to potential residual confounding (D)</p> Signup and view all the answers

What is not a conclusion stated in the provided study?

<p>Multiple linear regression always finds a connection between PT and lack of opioid use. (A)</p> Signup and view all the answers

In a study, the authors discuss test-retest reliability, What does this mean?

<p>Testing the same person multiple times to get the same result. (D)</p> Signup and view all the answers

In the context of study design and measurement, what does 'responsiveness' refer to?

<p>How well the tool detects changes over time. (C)</p> Signup and view all the answers

What does the phrase “domain 4 of the risk of bias tool” reference?

<p>Areas of blinding. (A)</p> Signup and view all the answers

Blinding the treating therapist to baseline examination is essential to:

<p>Discourage the therapists from being influenced by the baseline data when administering treatment. (A)</p> Signup and view all the answers

What can the ‘attention effect’ be interpreted as?

<p>Both A and B (C)</p> Signup and view all the answers

When determining the sample size, what three factors needs to be accounted for??

<p>Alpha Level, Power, and Effect Size (A)</p> Signup and view all the answers

What does a ‘1’ mean in a Odds and/or Risk Ratio?

<p>It means there is no difference between the groups. (B)</p> Signup and view all the answers

Flashcards

What is Prognosis?

Predicting future health outcomes for individuals or groups.

What is the Role of TKRs?

TKRs are a common primary treatment for knee osteoarthritis (OA).

What is Postoperative Pain?

Persistent pain after surgery. 20-30% of TKR patients

What is PTs effect on opioid use?

Decreased risk of opioid addiction and dependence

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Investigated aspects of PT care

Pre- and post-TKR PT, dose, timing and active vs passive PT.

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Purpose statement

Evaluating associations of PT interventions before and after TKR

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What is a Confounding Factor?

A variable distorting the true relationship between exposure and outcome

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What is Inclusion criteria?

Relatively full insurance coverage

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What is Exclusion criteria?

Excluded rheumatoid arthritis, knee surgery or cancer.

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Opioid experienced

Greater than 2 opioid prescriptions pre-TKR

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Opioid naive

No opioid prescriptions in twelve months pre-TKR

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What is exposure?

PT intervention (pre and post TKR; different doses, timing)

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Outcome in TKR

PT intervention (pre and post TKR; different doses, timing)

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What is cohort study?

Follows a group over time, classifies by exposure

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What is a Risk Ratio (RR)?

Compares the actual risk of an event happening

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Case-Control Study

Compares cases (with outcome) to controls (without)

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What is Odds Ratio (OR)

Compares the odds of an event happening between groups

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What is Retrospective cohort study

An observational study looking back in time

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What is Confounders?

Other variables that can affect outcome

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Confounders impacting TKR outcomes

insurance coverage, region, comorbidities

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Regression analysis purpose

The goal is to estimate associations between PT exposure

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Regression Analysis

Statistical method to examine the relationship.

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Logistic regression

Estimating probability based on independent variables

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What is Multiple linear regression?

Predicting a continuous var using independent vars

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Table for logistic regression

Found in any prognostic study

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What is Opioid naive?

Individuals without documented prior opioid use

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Sensitivity Analysis

Technique determining how input values impact model outcome

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Confounding indication

Tendency for patients in PT to be less likely to use

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Lack of adjustment.

State regulations and insurance coverage differences

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Data on Opioid Dosages

The study examined opioid use only

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Conclusions of the study.

PT is associated with less use

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Parametric tests

Parametric tests assume data follows a speific distribution

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Non-Parametric Tests

Non-parametric tests do not assume a speific distribution

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Mann-Whitney U Test

Comparing differences between two groups without distribution

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ANCOVA (Analysis of Covariance)

test compares means between two or more groups

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MANOVA

compares MULTIPLE dependent variables across groups

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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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