| Literature DB >> 29642850 |
Stefan Lautenbacher1, Anna Lena Walz2, Miriam Kunz3.
Abstract
BACKGROUND: For patients with advanced dementia, pain diagnosis and assessment requires observations of pain-indicative behavior by others. One type of behavior that has been shown to be a promising candidate is the facial response to pain. To further test how pain-indicative facial responses are, we investigated the predictive power of observational facial descriptors to (i) predict the self-report of pain and (ii) to differentiate between non-painful and painful conditions. In addition, the expertise of the observers (nurses vs. healthy controls) and the cognitive status of the observed (dementia vs. cognitively healthy) were considered.Entities:
Keywords: Dementia, facial expression; Observer scales; Pain; Pain assessment; Pain behavior
Mesh:
Year: 2018 PMID: 29642850 PMCID: PMC5896123 DOI: 10.1186/s12877-018-0773-8
Source DB: PubMed Journal: BMC Geriatr ISSN: 1471-2318 Impact factor: 3.921
Descriptive data of the two samples studied
| Nurses |
| ||
|---|---|---|---|
|
| 32 | 30 | |
| Age (in years) | 40.3 (11.3) | 40.0 (12.3) | |
| Sex (male/female) | 7/25 | 3/27 | |
| Education | lower secondary school (Hauptschule) | 7 | 4 |
| Intermediate secondary school (Realschule) | 18 | 22 | |
| Higher education entrance qualification (Abitur) (finished or enrolled) | 5 | 4 | |
| University degree | 2 | 0 | |
Step 1 - Selecting pain-indicative facial descriptors that are (a) observed in more than half (> 50%) of the pain videos (5 kg) and (b) that can differentiate between no-pain (non-noxious 2 kg stimulatus) and pain (noxious 5 kg stimulus) (effect size > 0.80)
| A. Frequency with which the facial descriptors were used; when judging facial expressions to 5 kg pain (in percentage (%)) | B. Ability of a facial descriptor to differentiate between facial expressions to 2 and 5 kg (effect size, Cohen’s d) | Selected for further analyses1 | |||||
|---|---|---|---|---|---|---|---|
| All videos | Healthy elderly | Patients with dementia | All videos | Healthy elderly | Patients with dementia | ||
| Frowning |
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|
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| x |
| Narrowing eyes |
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|
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|
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| x |
| Closing eyes | 26% | 18% | 34% |
| −1.25 |
| |
| Raising upper lip |
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|
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|
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| x |
| Opened mouth |
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|
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| x |
| Tightened lips |
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|
|
|
|
| x |
| Empty gaze |
|
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| −2.27 | −1.13 | −1.61 | |
| Seeming disinterested | 47% | 48% | 46% | −2.55 | −1.30 | −1.73 | |
| Teary eyes | 32% | 28% | 37% |
| 0.13 |
| |
| Looking tense |
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|
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|
|
| x |
| Looking sad |
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| −0.28 | −0.93 | 0.33 | |
| Looking frightened |
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|
|
| x |
Values are given separately for all videotaped individuals (healthy older individuals and patients with dementia), as well as for each videotaped group separately
1 Only those facial descriptors are selected for further analyses that meet both selection criteria (A and B) for all videos and for the videotaped groups of healthy controls and patients with dementia, separately
Fig. 1Experimental design of the video presentations and the assessment of the observer ratings
Step 2 - Which facial descriptors can best predict the self-report of pain (criterion: self-report of pain)
| Videos: | All videos showing facial responses to noxious 5 kg pressure stimuli | All videos showing facial responses to noxious 5 kg pressure stimuli | Healthy elderly (“5 kg”) | Patients with dementia (“5 kg”) | |||
|---|---|---|---|---|---|---|---|
| Participant group: | All participants | Nurses | Controls | All participants | |||
| Overall model fit: | R2 = 0.093 ( | R2 = 0.091 ( | R2 = 0.109 ( | R2 = 0.160 ( | R2 = 0.116 ( | ||
| Beta weight | Zero-order r | Product measure* | Product measure | Product measure | Product measure | Product measure | |
| Opened mouth | .332 | .212 | .070 |
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| Raising upper lip | .177 | .082 | .015 |
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| Frowning | .084 | .064 | .006 |
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| Narrowing eyes | .065 | .058 | .004 |
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| Looking frightened | .024 | .042 | .001 |
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| Looking tense | .005 | .018 | <.001 |
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| Tightened lips | .069 | −.021 | < −.001 |
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Values are given separately for the whole sample and the whole videos presented, as well as separately for the videotaped groups of healthy older individuals and patients with dementia and separately for the two subject groups (nurses, controls)
*The product measure is a combination of beta weights and zero order correlations and uniquely reflects both direct and total effects of each predictor variable
Step 3 - Step-wise regression analyses to assess the predictive gain of using facial descriptors to infer pain in others compared to (a) an overall pain intensity estimate rating or (b) an overall pained expression estimate
| Blocks | Predictors |
| R2 | Change in R2 | F value of the change | Significance of the change ( |
|---|---|---|---|---|---|---|
| a | ||||||
| 1 | Pain intensity estimate (“How intense is the pain the individual is experiencing?”) | .075 | .006 | |||
| 2 | Opened mouth/Raising upper lip/Frowning/Narrowing eyes/Looking frightened/Looking tense/Tightened lips | .311 | .097 | .091 | 17.06 | <.001 |
| b | ||||||
| 1 | Pained expression estimate (“How intense is the pained expression?”) | .054 | .003 | |||
| 2 | Opened mouth/Raising upper lip/Frowning/Narrowing eyes/Looking frightened/Looking tense/Tightened lips | .309 | .095 | .092 | 17.10 | <.001 |
Criterion: self-report of pain of the videotaped individuals
Correlations (r-values) between facial descriptors (scored by the participants) and their corresponding Action Units (fine-grained FACS analysis)
| Correlation between: | All videos | All videos | Healthy elderly | Patients with dementia | |
|---|---|---|---|---|---|
| All participants | Nurses | Controls | all participants | ||
| Frowning x AU 4 | .071 | .075 | .068 | −.244 *** | .220*** |
| Narrowing eyes x AU 6_7 | .297*** | .295*** | .299*** | .004 | .400*** |
| Raising upper lip x AU 9_10 | .336*** | .342*** | .330*** | .449*** | .250*** |
| Opened mouth x AU 25_26_27 | .535*** | .500*** | .571*** | .530*** | .541*** |
Values are given separately for the whole sample and the whole videos presented, as well as separately for the videotaped groups of healthy older individuals and patients with dementia and separately for the two subject groups (nurses, controls)
***p < .001