| Literature DB >> 25645576 |
Nathaniel P Katz1,2, Florence C Paillard3, Evan Ekman4,5.
Abstract
The overarching goals of treatments for orthopedic conditions are generally to improve or restore function and alleviate pain. Results of clinical trials are generally used to determine whether a treatment is efficacious; however, a statistically significant improvement may not actually be clinically important, i.e., meaningful to the patient. To determine whether an intervention has produced clinically important benefits requires a two-step process: first, determining the magnitude of change considered clinically important for a particular measure in the relevant population and, second, applying this yardstick to a patient's data to determine whether s/he has benefited from treatment. Several metrics have been devised to quantify clinically important differences, including the minimum clinically important difference (MCID) and clinically important difference (CID). Herein, we review the methods to generate the MCID and other metrics and their use and interpretation in clinical trials and practice. We particularly highlight the many pitfalls associated with the generation and utilization of these metrics that can impair their correct use. These pitfalls include the fact that different pain measures yield different MCIDs, that efficacy in clinical trials is impacted by various factors (population characteristics, trial design), that the MCID value is impacted by the method used to calculate it (anchor, distribution), by the type of anchor chosen and by the definition (threshold) of improvement. The MCID is also dependent on the population characteristics such as disease type and severity, sex, age, etc. For appropriate use, the MCID should be applied to changes in individual subjects, not to group changes. The MCID and CID are useful tools to define general guidelines to determine whether a treatment produces clinically meaningful effects. However, the many pitfalls associated with these metrics require a detailed understanding of the methods to calculate them and their context of use. Orthopedic surgeons that will use these metrics need to carefully understand them and be aware of their pitfalls.Entities:
Mesh:
Year: 2015 PMID: 25645576 PMCID: PMC4327973 DOI: 10.1186/s13018-014-0144-x
Source DB: PubMed Journal: J Orthop Surg Res ISSN: 1749-799X Impact factor: 2.359
Figure 1Flow chart illustrating the overall process of determining CID and using it to determine treatment efficacy. (Asterisk) Other factors include: disease, impact on quality of life, tolerability, convenience, availability, cost, and alternative treatments.
Metrics of clinically important changes
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| Smallest detectable difference (SDD) | The amount of difference in an outcome measure for which anything smaller cannot be reliably distinguished from random error in the measurement | |
| Minimal detectable change (MDC) | ||
| Minimal clinically important difference (MCID) | The smallest change or difference in an outcome measure between pre- and post-treatment perceived as beneficial (or detrimental) by the patient [ | Can be used to measure improvement and worsening |
| Minimal clinically important change (MCIC) | ||
| Minimal clinically important improvement (MCII) | Only measures improvements | |
| Clinically important difference (CID) | The difference in outcome measure that is considered clinically important/meaningful |
Figure 2Metrics of clinical importance—theoretical example for a pain measure. MDC (blue dotted line), MCID (green dotted line), and CID (purple dotted line) are illustrated. The improvement of pain score over time (weeks) is shown for three theoretical patients (Pt1, Pt2, and Pt3). After week 4, the treatment is considered successful for Pt1 (change in pain > CID), the treatment is marginally successful for Pt2 (change in pain > MCID but < CID), and treatment failed in Pt3 (change in pain < MDC).
Example of calculations of MCID and CID in pain score in OA patients
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| Tubach 2005 (NSAIDs) [ | Anchor—PGA | None, poor, fair, good, excellent | 75th percentile of the change in score among patients whose evaluation of response to treatment (on PGA) was “good” (MCID) | −19.9 mm (knee) − 15.3 mm (hip) |
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| Farrar 2001 [ | Anchor―PGIC | Very much improved, much improved, minimally improved, no change, minimally worse, much worse, very much worse | Decrease in pain score for patients “much improved” (CID) | 2 pt |
| Decrease in pain score for patients “very much improved” (CID) | ≥4 pt | |||
| ROC—PGIC | Very much improved, much improved, minimally improved, no change, minimally worse, much worse, very much worse | Decrease in pain score for patients “much improved” (CID) | ≥1.7 pt | |
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| Ehrich 2000 (NSAIDs) [ | Anchor—PGA | None, poor, fair, good, excellent | Difference btw “none” and “poor” response on PGA (MCID) | 9.7 mm |
| Angst 2001 (inpatient rehabilitation) [ | Anchor—transition question | Much worse, slightly worse, equal, slightly better, much better | Difference btw “equal” and “slightly better” groups (MCID) | 0.75 pta |
| Escobar 2007 (TKR) [ | Anchor—transition question | A great deal better, somewhat better, equal, somewhat worse, a great deal worse | Difference btw baseline score and scores for patients declaring changes “somewhat better” (MCID) | 23 pt |
| Quintana 2012 (THR) [ | Anchor—transition question | Seven items from “a great deal better” to “a great deal worse” | Mean change score for patients whose response was “a little better” (MCID) | 15, 23, 36 ptb |
| Anchor—PASS question | Totally satisfied, slightly satisfied, not satisfied, not at all satisfied | Mean change in score for the 75th percentile of patients in the probability curve reporting being totally satisfied or slightly satisfied (MCID) | 20, 25, 25 ptb | |
| ROC—PASS question | Totally satisfied, slightly satisfied, not satisfied, not at all satisfied | Patients reporting being totally satisfied or slightly satisfied—optimal point on curve (MCID) | 19, 25, 25 ptb | |
| Escobar 2013 (TKR) [ | Anchor—transition question | A great deal better, somewhat better, equal, somewhat worse, a great deal worse | Mean change in patients “somewhat better” (MCID) | 30 pt |
| ROC—transition question | A great deal better, somewhat better, equal, somewhat worse, a great deal worse | Mean change in patients “somewhat better” (MCID) | 20–24 ptc | |
| Anchor—question about satisfaction | Very satisfied, somewhat satisfied, somewhat dissatisfied and very dissatisfied | Patient “somewhat satisfied” (MCID) | 27 pt | |
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| Angst 2001 (inpatient rehabilitation) [ | Anchor—“transition” questionnaire | Much worse, slightly worse, equal, slightly better, much better | Improvement MCID = Difference btw “equal” and “slightly better” (MCID) | 7.8 pt for improvement |
| Escobar 2007 (TKR) [ | Anchor—“transition” question at 6 months or 2 years | A great deal better, somewhat better, equal, somewhat worse, a great deal worse | Difference btw baseline score and scores for patients declaring changes “somewhat better” (MCID) | 17 pt |
Btw between, PASS Patient Acceptable Symptom, THR total hip replacement, pt point, TKR total knee replacement.
aOn a 0–10 point scale.
bMCID is reported for different patients’ baseline pain, divided in tertiles.
cData for one cohort (derivation cohort) only are shown.
Examples of calculation of MCID or CID in pain scores in patients with painful spine conditions
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| Carreon 2013 (lumbar fusion surgery) [ | MDC | N/A—no anchor used | MDC defines the MCID | 1.16 pt—back pain, 1.36 pt—leg pain |
| Gum 2013 (lumbar fusion surgery) [ | MDC | N/A—no anchor used | MDC defines the MCID | 0.20 pt—back pain, 0.23 pt—leg pain |
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| Gum 2013 (lumbar fusion surgery) [ | ROC—health transition item on SF-36 | Much worse, somewhat worse, about the same, somewhat better, and much better | Change in pain score for patients being “somewhat better” (MCID) | 3.08 pt—back pain, 2.83 pt—leg pain |
| Change in pain score for patients being “much better” (CID) | 5.32 pt—back pain, 4.98 pt—leg pain | |||
| Carreon 2010 (cervical spine fusion) [ | ROC—Health transition item of SF-36 | Much better, somewhat better, about the same, somewhat worse, much worse | Distinguish the “somewhat better” from the “about the same” patients (MCID) | 2.5 pt—arm and neck pain |
| Copay 2008 (lumbar spine surgery) [ | Anchor—satisfaction with results scale | Answers: definitively true, mostly true, don’t know, mostly false, or definitively false to the following five items: 1. “I can do the things I thought I would be able to do after surgery”; 2. “I was helped as much as I thought I would be by my surgery”; 3. “My pain was reduced as much as I expected it to be after surgery”; 4. “The benefits of my care outweighed the setbacks it caused me”; 5. “All things considered, I would have the surgery again for the same condition” | Patients classified as “satisfied” and “don’t know” | 1.2 pt—back pain, 1.6 pt—leg pain |
| Solberg 2013 (lumbar discectomy) [ | Anchor—global perceived scale of change | Completely recovered, much improved, slightly improved, no change, slightly worse, much worse, and worse than ever | Patient reporting to be “completely recovered” or “much better” (CID) | 2.5 pt—back pain, 3.5 pt—leg pain |
| Parker 2013 (anterior cervical discectomy and fusion) [ | ROC—NASS | 1) The treatment met my expectations; 2) I did not improve as much as I had hoped, but I would undergo the same treatment for the same outcome; 3) I did not improve as much as I had hoped, and I would not undergo the same treatment for the same outcome; and 4) I am the same or worse than before treatment | Patients with choice 1 classified as responders; choices 2–4 are non-responders (CID) | 4.0 pt—VAS neck pain, 4.0 pt—VAS arm pain |
| Combination: NASS anchor + MDCb | 2.6 pt—VAS neck pain, 4.1 pt—VAS arm pain | |||
NASS North American Spine Society patient satisfaction scale, N/A not applicable.
aAll MCID and CID data presented in this table are for the 0–10 NRS, except for Parker 2013 which uses a 0–10 mm VAS.
bThe MDC approach defines the MCID value as the upper value of the 95% CI for the average change score seen in non-responders (defined based on the anchor).
MCID by patient population and tertile of baseline VAS score
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| Knee OA | 11 | 27 | 37 |
| Hip OA | 7 | 24 | 30 |
| Low back pain | 9 | 19 | 29 |
Data are MCID for improvement in pain (VAS 0–100 mm).
Data are from Tubach et al. [10].
Figure 3Calculating CID by the ROC method. This analysis defines the sensitivity and specificity of different cutoffs of a predictor (e.g., pain) for an anchor (e.g., global change). The diagonal line represents a test with no predictive value. The curve is the ROC analysis. The CID is the cutoff of the predictor with the highest sensitivity and specificity for predicting the anchor, i.e., the upper left most point on the ROC curve (marked by an x on the graph). For example, the x might represent 30% pain reduction as the best cutoff to predict “much improved” on a PGIC.
MCID values determined by different methods
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| Anchor-based | ||
| Average change | 2.9 | 3.4 |
| Change difference | 1.4 | 1.9 |
| ROC | 2.5 | 2.5 |
| Combination of anchor-based and distribution-based methods | ||
| SEM | 0.4 | 0.4 |
| MDC | 1.2 | 1.2 |
From Copay 2008 [20].
aThe HTI questionnaire asks patients to compare their health after treatment versus before treatment; the HTI answers are much better, somewhat better, about the same, somewhat worse, and much worse. Patients reporting being “somewhat better” or “about the same” were selected.
bThe satisfaction questionnaire has five items (statements): “I can do the things I thought I would be able to do after surgery”; “I was helped as much as I thought I would be by my surgery”; “My pain was reduced as much as I expected it to be after surgery”; “The benefits of my care outweighed the setbacks it caused me”; “All things considered, I would have the surgery again for the same condition” to which patients can answer: definitively true, mostly true, don’t know, mostly false, or definitively false. Patients classified as “satisfied” and “don’t know” were selected.
Level of efficacy used in OA treatment guidelines depending on the statistical and clinical importance (MCII) of the treatment effect
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| Clinically significant | Statistically significant and lower limit of CI > MCII |
| Possibly clinically significant | Statistically significant and CI contains the MCII |
| Not clinically significant | Statistically significant and upper limit of CI < MCII |
| True negative finding | Not statistically significant and upper limit of CI < MCII |
| Inconclusive finding | Not statistically significant but CO contains the MCII |
From AAOS 2013 [30].