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Inter-Individual Differences Explain More Variance in Conditioned Pain Modulation Than Age, Sex and Conditioning Stimulus Intensity Combined

Philipp Graeff, Alina Itter, Katharina Wach, Ruth Ruscheweyh

2021Brain Sciences35 citationsDOIOpen Access PDF

Abstract

Conditioned pain modulation (CPM) describes the reduction in pain evoked by a test stimulus (TS) when presented together with a heterotopic painful conditioning stimulus (CS). CPM has been proposed to reflect inter-individual differences in endogenous pain modulation, which may predict susceptibility for acute and chronic pain. Here, we aimed to estimate the relative variance in CPM explained by inter-individual differences compared to age, sex, and CS physical and pain intensity. We constructed linear and mixed effect models on pooled data from 171 participants of several studies, of which 97 had repeated measures. Cross-sectional analyses showed no significant effect of age, sex or CS intensity. Repeated measures analyses revealed a significant effect of CS physical intensity (p = 0.002) but not CS pain intensity (p = 0.159). Variance decomposition showed that inter-individual differences accounted for 24% to 34% of the variance in CPM while age, sex, and CS intensity together explained <3% to 12%. In conclusion, the variance in CPM explained by inter-individual differences largely exceeds that of commonly considered factors such as age, sex and CS intensity. This may explain why predictive capability of these factors has had conflicting results and suggests that future models investigating them should account for inter-individual differences.

Topics & Concepts

Analysis of varianceConditioningStimulus (psychology)Repeated measures designExplained variationVariance decomposition of forecast errorsChronic painAudiologyPsychologyIntensity (physics)MedicineInternal medicineStatisticsMathematicsNeuroscienceCognitive psychologyPhysicsQuantum mechanicsMusculoskeletal pain and rehabilitationPain Mechanisms and TreatmentsPain Management and Placebo Effect