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Clinical Trial
. 2011 Mar;45(3):386-94.
doi: 10.1016/j.jpsychires.2010.07.006. Epub 2010 Aug 13.

Predicting response to leuprolide of women with premenstrual dysphoric disorder by daily mood rating dynamics

Affiliations
Clinical Trial

Predicting response to leuprolide of women with premenstrual dysphoric disorder by daily mood rating dynamics

Steven M Pincus et al. J Psychiatr Res. 2011 Mar.

Abstract

Approximately 60-70 percent of women with premenstrual dysphoric disorder (PMDD) show symptomatic improvement in response to the GnRH agonist leuprolide acetate, which suppresses ovarian function. However, it has been very difficult to either predict or understand why some women respond, while others do not. We applied several complementary statistical methods to the dynamics of pre-treatment mood rating data to determine possible predictors of response for women with PMDD. We compared responders (n = 33) to nonresponders (n = 12) in clinical trials of leuprolide (three months in duration) as a treatment for PMDD, on the basis of pre-trial daily self-ratings of sadness, anxiety, and irritability. We analyzed both sequential irregularity (approximate entropy, ApEn) and a quantification of spikiness of these series, as well as a composite measure that equally weighted these two statistics. Both ApEn and Spikiness were significantly smaller for responders than nonresponders (P ≤ 0.005); the composite measure was smaller for responders compared with nonresponders (P ≤ 0.002) and discriminated between the subgroups with high sensitivity and specificity. In contrast, mean symptom levels were indistinct between the subgroups. Relatively regular and non-spiky pre-trial dynamics of mood ratings predict a positive response to leuprolide by women with PMDD with high probability, moreover based on typically less than 3 months of daily records. The statistical measures may have broad and direct applicability to behavioral studies for many psychiatric disorders, facilitating both accurate diagnosis and the prediction of response to treatment.

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Conflict of interest statement

Conflicts of interest statement

None declared.

Figures

Fig. 1
Fig. 1
Individual subject values of responders and nonresponders for each of (A) mean; (B) Spikiness; (C) ApEn; (D) ApEn of the log-transformed series; (E) normalized average of ApEn and Spikiness; (F) index of smooth cyclicity (normalized average of ApEn of the log-transformed series and Spikiness). R indicates responder, Non-R indicates nonresponder. Each subject value is averaged over the three symptoms of the visual-analogue scale (VAS): sadness, anxiety, and irritability.
Fig. 2
Fig. 2
Representative pre-trial daily mood rating profiles for two responders and two nonresponders. VAS sadness and irritability series for responder #1 are upper left, panels (A, B); for responder #2, upper right, panels (C, D); for nonresponder #1, lower left, (E, F); for nonresponder #2, lower right, (G, H). Timing of menses are indicated by dips in the dotted marks displayed at the 0 level of each panel. Average values across all symptoms for each statistic are: responder #1, mean, 60.58; Spikiness, 0.320; ApEn, 0.378; log-transformed ApEn, 0.352; normalized average of ApEn and Spikiness, 0.354; Index of smooth cyclicity, 0.340; responder #2; mean, 72.00; Spikiness, 0.557; ApEn, 0.501; log-transformed ApEn, 0.292; normalized average of ApEn and Spikiness, 0.524; Index of smooth cyclicity, 0.388; nonresponder #1; mean, 50.06; Spikiness, 1.024; ApEn, 0.873; log-transformed ApEn, 0.820; normalized average of ApEn and Spikiness, 0.936; index of smooth cyclicity, 0.894; nonresponder #2; mean, 46.21; Spikiness, 0.793; ApEn, 0.905; log-transformed ApEn, 0.923; normalized average of ApEn and Spikiness, 0.858; Index of smooth cyclicity, 0.876. On visual inspection, observe ‘classic’ cyclic dynamics for each symptom for the two responders in (A, B) and (C, D). For each nonresponder, the mood ratings sets (E, F) and (G, H) satisfy the quantitative criteria for PMDD. Yet note dynamic inconsistency across months and between symptoms, greater irregularity, and greater Spikiness, typically manifesting numerous brief moderate-to-large drops in mood or depressive epochs not proximate to menses.

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References

    1. Akay M, Lipping T, Moodie K, Hoopes PJ. Effects of hypoxia on the complexity of respiratory patterns during maturation. Early Human Development. 2002;70:55–71. - PubMed
    1. American College of Obstetricians and Gynecologists. ACOG practice bulletin 15. Washington, DC: ACOG; 2000. Clinical management guidelines for obstetricians-gynecologists:premenstrual syndrome.
    1. American Psychiatric Association. Diagnostic and statistical manual of mental disorders. 4. Washington, DC: American Psychiatric Association; 1994.
    1. Angst J, Sellaro R, Stolar M, Merikangas KR, Endicott J. The epidemiology of perimenstrual psychological symptoms. Acta Psychiatrica Scandinavica. 2001;104:110–6. - PubMed
    1. Brown CS, Ling FW, Andersen RN, Farmer RG, Arheart KL. Efficacy of depot leuprolide in premenstrual syndrome: effect of symptom severity and type in a controlled trial. Obstetrics and Gynecology. 1994;84:779–86. - PubMed

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