Skip to main content

SYSTEMATIC REVIEW article

Front. Psychiatry, 26 April 2021
Sec. Mood Disorders

Early Adverse Stress and Depressive and Bipolar Disorders: A Systematic Review and Meta-Analysis of Treatment Interventions

\nPablo Martínez,,,,Pablo Martínez1,2,3,4,5Sergio Gloger,Sergio Gloger1,6Dante Diez de MedinaDante Diez de Medina1Arantza GonzlezArantza González1María I. CarrascoMaría I. Carrasco1Sara SchillingSara Schilling7Paul A. Vhringer,,,,
Paul A. Vöhringer1,2,4,8,9*
  • 1Psicomedica, Clinical and Research Group, Santiago, Chile
  • 2Departamento de Psiquiatría y Salud Mental, Hospital Clínico Universidad de Chile, Santiago, Chile
  • 3Escuela de Psicología, Facultad de Humanidades, Universidad de Santiago de Chile, Santiago, Chile
  • 4Instituto Milenio para la Investigación en Depresión y Personalidad (MIDAP), Santiago, Chile
  • 5Núcleo Milenio para Mejorar la Salud Mental de Adolescentes y Jóvenes, Imhay, Santiago, Chile
  • 6Departamento de Psiquiatría y Salud Mental Campus Oriente, Facultad de Medicina, Universidad de Chile, Santiago, Chile
  • 7Escuela de Medicina, Facultad de Medicina, Universidad de Chile, Santiago, Chile
  • 8Mood Disorders Program, Tufts Medical Center, Boston, MA, United States
  • 9Department of Psychiatry, Tufts University School of Medicine, Boston, MA, United States

Introduction: A significant proportion of adults with depressive or bipolar disorders exposed to early adverse stressors do not adequately respond to standard treatments. This review aimed at synthesizing the evidence on the effectiveness of treatment interventions for depressive or bipolar disorders in adult individuals (aged 18 years or more) exposed to adverse stress early in life.

Methods: Systematic review and meta-analysis including experimental and quasi-experimental published studies indexed in CINAHL, EMBASE, PubMed, and Web of Science databases and/or in reference lists. Data management and critical appraisal (with the Study Quality Assessment Tools) was conducted independently by multiple researchers. A quality-effects model for meta-analysis was used for data synthesis and publication bias was assessed using the Doi plot and LFK index. The main outcome was short-term reductions in depressive symptoms.

Results: Eight randomized controlled trials, three controlled before-and-after (pre-post) studies, and three uncontrolled before-and-after studies were included. Studies lacked bipolar disorder patients. Unclear randomization procedures and reporting of blinded outcome assessor, and limited use of intention-to-treat analysis, were relevant potential sources of bias. Meta-analyses indicated that psychological, pharmacological, and combined interventions were effective in reducing depressive symptoms in the short- (Cohen's d = −0.55, 95% CI −0.75 to −0.36, I2 = 0%) and mid-term (Cohen's d = −0.66, 95% CI −1.07 to −0.25, I2 = 65.0%). However, a high risk of publication bias was detected for these outcomes. A small number of studies, with mixed results, reported interventions with long-term improvements in depressive symptomatology, and short- and mid-term response to treatment and remission.

Conclusion: Despite the well-documented long-lasting, negative, and costly impact of early adverse stressors on adult psychopathology, evidence on treatment alternatives remains scant. Trauma-focused treatment interventions—whether psychological interventions alone or in combination with pharmacotherapy—may have the potential to reduce the severity of depressive symptom in adults who were exposed to early adverse stress. Findings must be interpreted with considerable caution, as important study and outcome-level limitations were observed and gray literature was not considered in this systematic review and meta-analysis.

Introduction

Depressive disorders and bipolar and related disorders are among the most challenging public mental health issues worldwide. These psychiatric conditions are leading global causes of disability (1, 2) and significant contributors to premature and excess mortality, due to suicide and associated comorbidities (36). For instance, recent global health estimates suggests that more than 300 million people lives with depression worldwide, that depressive disorders are the single largest contributor to years lived with disability, and that the incidence and the disability-adjusted life years for bipolar disorder have increased around fifty percent since 1990 (1, 2). Although effective psychological and drug therapies are available for these disorders, an important proportion of patients do not improve with treatment (7, 8). Notably, following a few years of recovery after treatment most of the patients will experience a relapse into depression or mania (e.g., up to 60% within 2 years) (7, 8).

Early adverse stressors—meaningful negative childhood and adolescent experiences, such as abuse and neglect, or severe household dysfunction—have been robustly linked to negative and long-lasting neurobiological and clinical consequences (911). Furthermore, an important body of literature has reported that early adverse stress is a risk factor for atypical, severe, chronic, and/or treatment-resistant depressive and bipolar disorders (1224). For instance, a meta-analysis that compared the treatment response of depressed adults with or without childhood maltreatment (18) showed that depressed and maltreated individuals benefited less from standard psychological (specifically, cognitive behavioral therapy) or pharmacological treatments (e.g., tricyclic antidepressants, with mixed findings for selective serotonin reuptake inhibitors), and that particularly exhibited poorer outcomes after receiving combined interventions. Similarly, large epidemiological population-based studies and meta-analyses suggest that such traumatic experiences might be at least partly responsible for the plight of millions of adults with depressive disorders (2528).

In light of these findings, the clinical management of depressive and bipolar disorders should consider treatment alternatives tailored to the needs of adults who were exposed to adverse stressors during childhood. However, to the best of our knowledge, no studies to date have summarized the effectiveness of treatment interventions for depressive or bipolar disorders in this subset of patients with early adverse stress. This systematic review and meta-analysis aimed at summarizing the evidence on the effectiveness of treatment interventions for depressive or bipolar disorders in adults exposed to early adverse stressors. Specifically, we look at the effect of these interventions on depressive symptoms or mania, treatment response, and clinical remission.

Methods

This systematic review and meta-analysis was conducted in accordance with the PRISMA statement (29), using the standards outlined in the Cochrane Handbook for Systematic Reviews of Interventions (30). The study protocol was prospectively registered in PROSPERO (CRD42020165507).

Eligibility Criteria

This systematic review included articles that were published in English or Spanish, in peer-reviewed journals, until October 2019 (with no lower limit on publication dates), indexed in CINAHL, EMBASE, PubMed, or Web of Science databases or cited in reference lists, and which had an abstract available to review.

Study eligibility criteria were defined using the PICOS model as follows:

Population: adult individuals (aged 18 years or more) exposed to early adverse stress before the age of 18, with a diagnosis of depressive or bipolar disorders ascertained by means of self-reported questionnaires (i.e., sample mean of symptoms above the clinical threshold for depressive or bipolar disorders) and/or clinical assessment by trained personnel.

Intervention: any intervention (psychological, pharmacological, psychosocial, or a combination) aimed at treating depressive or bipolar disorders in adults with early adverse stress.

Comparator: any intervention (psychological, pharmacological, psychosocial, or a combination) that was treatment as usual or placebo. There were also studies without a control group (note: see “Study designs”).

Outcomes: post-intervention, follow-up, and/or change in score data (i.e., change from baseline) were extracted based on self-report or clinician-rated evaluations of symptom improvement, remission, recovery, relapse and/or recurrence of depressive or bipolar disorders. To be considered in this study, outcomes must have been assessed with validated instruments or procedures. The timing of the outcomes was defined as: short-term (up to 12 weeks), mid-term (up to 24 weeks), and long-term (at least 25 weeks post-intervention).

Study designs: randomized controlled trials, controlled clinical trials (i.e., randomization not explicitly reported, but cannot be ruled out), interrupted time series, and before-and-after (pre-post) studies, with or without a control group.

Search Strategy

The detailed search strategy used for each database is included in the Appendix. In general, the basic search strategy combined indexed and free-text terms for “depression” OR “bipolar” AND early adverse stress (e.g., “childhood adversities”) AND study design (e.g., “clinical trial”).

Study Selection and Data Collection Process

After compilation of reports and removal of duplicates, the process of selecting studies (from screening reports and full-text assessment to inclusion), data coding, critical appraisal, and data extraction were carried out by four authors independently and then jointly, using previously piloted forms for study selection and data extraction. The process was documented using the PRISMA flow diagram (29). For purposes of data coding and data extraction, the following information was recorded: (1) study identification (authors, year, and country of the study); (2) characteristics of study sample and methods (including participant's age and gender, criteria used to define depressive or bipolar disorders and early adverse stress, depression symptom severity, study design, recruitment methods, and inclusion/exclusion criteria); (3) characteristics of interventions (for both arms, including type, dose, duration, frequency, and details of the contents in the case of psychological interventions or components included); (4) characteristics of study outcomes (type of outcome measure [depressive symptoms or mania, response to treatment, and remission from depressive or bipolar disorders], measurement instrument [self-report questionnaire or clinical diagnostic interview], and timing); and (5) study results (means or proportions with their standard deviations or 95% confidence intervals for continuous or dichotomous outcomes, respectively). Data were extracted on March 12th, 2020.

Risk of Bias in Individual Studies

The Study Quality Assessment Tools for controlled intervention studies and before-and-after (pre-post) studies with no control group were used (31). These tools assess the following relevant bias domains for controlled and uncontrolled studies (30): confounding (e.g., randomization and similarity of groups at baseline), selection bias (i.e., treatment allocation), performance and detection bias (e.g., study blinding and outcome measure assessment), attrition bias (e.g., dropout, adherence, and use of intention-to-treat analysis), and reporting bias.

Data Synthesis

Data on study characteristics and the critical appraisal of the literature were summarized using a narrative approach and presented in comparative tables. A statistical approach to synthesize results of the included studies (i.e., meta-analysis) was deemed appropriate for studies that reported similar comparisons for outcomes within a given time frame (see eligibility criteria for study outcomes). Data were converted to an appropriate format for inclusion in the meta-analysis; for instance, standard deviations were obtained from standard errors, confidence intervals, or p-values (30). The measures of effect size were standardized mean difference—Cohen's d—or relative risk, with 95% confidence intervals for continuous or dichotomous outcomes, respectively. The main outcome for this study was short-term reductions in depressive symptoms.

Recent developments in meta-analytical techniques were considered while calculating effect size measures. Doi et al. (32) determined that random effects models may underestimate statistical error, such that a significant proportion of supposed between-study heterogeneity may result from differences in study quality. On this basis, a quality effects estimator for meta-analyses of heterogeneous studies was utilized in this analysis. This estimator uses information collected during the critical appraisal of included studies (favoring larger trials with better quality) and is also robust to subjectivity in quality assessment (32). Whenever data was available, subgroup analyses were made according to timing (e.g., short, mid, and long-term results), and sensitivity analyses were conducted by type of intervention. Publication bias was assessed using the Doi plot and LFK index; specifically, the presence of asymmetry was deemed an indicator of publication bias (33). These analyses were implemented using MetaXL, a free meta-analysis software (34).

Results

Study Selection

Figure 1 presents a flow diagram of the articles identified and reviewed during the different phases of the systematic review and meta-analysis. After initial identification and removal of duplicate records, the titles and abstracts of 924 articles were screened; the full text of the 36 articles deemed eligible in principle were reviewed, leading to the inclusion of 14 studies (published in 15 articles). The meta-analysis for the main outcome—i.e., short-term effect of interventions vs. comparators in reductions of depressive symptoms, in randomized controlled trials—included 6 studies.

FIGURE 1
www.frontiersin.org

Figure 1. Flow diagram. 1The 14 included studies were reported in 15 articles.

Study Characteristics

Study characteristics are synthesized in Table 1. Of the 14 studies included in this systematic review, 8 were randomized controlled trials (35, 37, 39, 41, 42, 44, 4648), 3 were controlled before-and-after studies (40, 43, 49), and 3 were uncontrolled before-and-after studies (36, 38, 45). Most of the studies came from developed countries, mainly the United States (35, 36, 38, 41, 42, 4446), with the exception of one Chilean study, reported in Vitriol et al. (47, 48).

TABLE 1
www.frontiersin.org

Table 1. Characteristics of included studies.

Our systematic review included the results of 1,106 individuals. Total sample sizes for included studies ranged from 25 (45) to 315 (41), made up mostly of female participants of reproductive age, recruited from outpatient settings (4143, 45, 46, 49). The majority of the studies used self-report questionnaires to ascertain early adverse stress, and the most frequent was the Childhood Trauma Questionnaire (45, 46). Seven interventions were specifically aimed at victims of childhood sexual abuse (37, 38, 40, 43, 45, 46, 49). Depressive status of the participants was defined as an eligibility criterion in eight of the fourteen studies (35, 38, 39, 41, 42, 4548), and six of these studies used diagnostic clinical interviews to determine the presence of major depressive disorder (39, 41, 42, 4548). No studies reported the inclusion of patients with bipolar disorder. All of the studies employed self-reported questionnaires for the assessment of depressive symptoms, with baseline values in the ranges of moderately severe to severe depressive symptoms.

Interventions were categorized as psychological (3538, 40, 4346, 49), pharmacological (42), or combined treatment (i.e., psychological and pharmacological interventions) (39, 41, 47, 48). Regarding the psychological interventions, three studies compared psychological interventions against no intervention (35, 37, 40), two studies compared psychological interventions against waiting-lists (43, 49), and two studies compared psychological interventions against control psychotherapies (44, 46). Of the three uncontrolled studies, all assessed psychological interventions (36, 38, 45). Further details of the content of the psychological interventions are shown in Table 2; most of these conceptualized current interpersonal difficulties as a consequence of early adverse stress, provided a supportive and safe environment to talk about traumatic experiences, and enhanced personal skills and resources. Pandina et al.'s randomized controlled trial was the only study classified as a pharmacological intervention and tested the efficacy of risperidone augmentation therapy vs. matching placebo (42). Finally, three studies reported combined treatments: Minelli et al.'s randomized controlled trial compared the effectiveness of two active psychotherapies plus psychopharmacological treatment as usual (39); Nemeroff et al.'s (41) was a three-arm randomized controlled study testing the efficacy of nefazodone, an integrative model of psychotherapy, and combination therapy; and Vitriol et al.'s study compared a trauma-focused psychotherapy plus pharmacological treatment as usual with usual care for the management of depression (including pharmacological treatment) (47, 48).

TABLE 2
www.frontiersin.org

Table 2. Synthesis of content of psychological interventions included.

All the included studies, except for Nemeroff et al. (41), provided outcome data on depressive symptoms. Four studies assessed response to treatment of depression (39, 41, 42, 47, 48), and three reported information on remission of depressive symptoms (39, 41, 42, 47, 48). Short-term evaluations of depression outcomes were the most commonly reported results; only Bradley and Follingstad (35), Morgan and Cummings (40), and Saxe and Johnson (43) did not include a short-term assessment. Four self-report questionnaires were used to assess depressive symptoms (ordered by frequency): the Beck Depression Inventory (n = 10), the Hamilton Rating Scale for Depression (n = 5), the Center for Epidemiological Studies Depression Scale (n = 2), and the Montgomery-Asberg Depression Rating Scale (n = 1).

Risk of Bias Within Studies

Syntheses of the critical appraisal of each of the studies are presented in Tables 3, 4, for controlled intervention studies and for before-after studies with no control group, respectively. No single study met all the quality criteria. Although Bradley and Follingstad (35), Ha et al. (37), Talbot et al. (46), and Vitriol et al. (47, 48) reported using random assignment, the use of appropriate random-sequence generation and allocation concealment strategies could not be determined. Blinding of patients and providers was not possible for studies testing psychological interventions. In addition, the use of blinded outcomes assessors could not be determined, based on the information provided in Bradley and Follingstad (35), Ha et al. (37), Saxe and Johnson (43), and Westbury and Tutty (49). In the same vein, Bradley and Follingstad (35), Ha et al. (37), and Nemeroff et al. (41) did not report enough information to ascertain whether groups of individuals with early adverse stress were equivalent on baseline characteristics. In the post-hoc analyses by Nemeroff et al. (41) and Pandina et al. (42), dropout rates and adherence to treatment protocols were not reported. Most studies did not include or state power calculations, which may have increased the risk of underpowered results, with the exception of Cameron et al. (36), Kimbrough et al. (38), and Talbot et al. (46). Additionally, 4 of the 11 controlled intervention studies analyzed data on an intention-to-treat basis (42, 4649), while the rest used per protocol or completers analyses. Studies without a control group did not use an interrupted time series design (36, 38, 45), which may have increased confidence in the accurate assessment of study outcomes.

TABLE 3
www.frontiersin.org

Table 3. Critical appraisal for controlled intervention studies.

TABLE 4
www.frontiersin.org

Table 4. Critical appraisal for before-after studies with no control group.

Syntheses of Results

Syntheses of results are outlined below and presented in forest plots or tables for depressive symptoms, response to treatment of depression, and remission of depressive symptoms. Whenever available, results were further classified according to timing (short, mid, and long-term results). This presentation is complemented with details on intervention comparisons made in the included studies (e.g., psychological interventions against control psychotherapies, or psychological interventions vs. no intervention). In the case of uncontrolled before-and-after studies, pre-post effects of interventions were synthesized.

Depressive Symptoms

Meta-analysis for short-term (i.e., up to 12-week follow-up) reductions in depressive symptoms showed a statistically significant moderate effect size favoring intervention groups vs. comparators (d = −0.55, 95% CI −0.75 to −0.36, seven studies, I2 = 0%) (Figure 2). Two randomized controlled trials testing psychological interventions against control psychotherapies (44, 46) yielded favorable results for the intervention groups (d = −0.57, 95% CI −0.93 to −0.21, I2 = 0%). Complementarily, with respect to the combined interventions, a moderate to large effect size favored eye movement desensitization plus pharmacological treatment as usual vs. trauma-focused cognitive behavioral psychotherapy plus pharmacological treatment as usual, although with a wide confidence interval (d = −0.90, 95% CI −1.78 to −0.01) (39), and Vitriol et al.'s trauma-focused intervention plus usual pharmacotherapy vs. usual care for depression yielded a moderate effect size in favor of the intervention group (d = −0.58, 95% CI −1.01 to −0.15) (47, 48). In terms of pharmacological treatments, in Pandina et al.'s study (42), risperidone augmentation therapy compared to matching placebo was efficacious in the short-term improvement of depressive symptoms, with a small effect size and wide confidence interval (d = −0.35, 95% CI −0.68 to −0.01). Finally, a non-statistically significant moderate-to-large effect size was found for pre-post reductions on depressive symptoms in the three uncontrolled before-and-after studies (d = −0.76, 95% CI −1.67 to 0.14, I2 = 86.4%) (36, 38, 45). Further exploration of heterogeneity revealed that Cameron et al. (36) was the only study reporting non-statistically significant pre-post differences (d = −0.33, 95% CI −0.70 to 0.03).

FIGURE 2
www.frontiersin.org

Figure 2. Short-term effects of interventions vs. comparators in reductions of depressive symptoms. Abbreviations. 95% CI, 95% confidence interval. Short-term effects: assessment up to 12-weeks follow-up.

Results of a meta-analysis for mid-term (i.e., assessments carried out between 12- and 24-weeks follow-up) reductions in depressive symptoms, are displayed in Figure 3. In this analysis, which included five studies, intervention groups achieved statistically significant lower depressive symptoms scores, with moderate effect sizes, compared to controls (d = −0.66, 95% CI −1.07 to −0.25, I2 = 65.0%). Randomized controlled trials, whether comparing a psychological intervention to no intervention (35), a psychological intervention with a control psychotherapy (46), or a combined intervention vs. usual care (47, 48), yielded consistent, non-heterogeneous estimates in favor of these interventions (d = −0.49, 95% CI −0.79 to −0.18, I2 = 0%). In contrast, the statistical synthesis of psychological interventions in two controlled before-and-after studies was highly heterogeneous (I2 = 88.9%); thus, study results must be interpreted individually (40, 43). Finally, regarding the synthesis of uncontrolled before-and-after studies (38, 45), a statistically significant pre-post reduction in depressive symptoms, with a large effect size, was observed (d = −0.82, 95% CI −1.25 to −0.39, I2 = 0%).

FIGURE 3
www.frontiersin.org

Figure 3. Mid-term effects of interventions vs. comparators in reductions of depressive symptoms. Abbreviations. 95% CI, 95% confidence interval. Mid-term effects: assessment up to 24-weeks follow-up.

Long-term (assessment after at least 25-week follow-up) reductions in depressive symptoms were assessed in two studies that evaluated psychological interventions, with a randomized controlled trial reporting no differences between groups (d = −0.34, 95% CI −0.89 to 0.21) (46), and an uncontrolled before-and-after study finding statistically significant pre-post reductions in depressive symptoms, with a large effect size (d = −1.04, 95% CI −1.75 to −0.33) (45).

Sensitivity analyses found that psychological and combined treatments reported higher effect sizes for reductions in depressive symptoms (d = −0.56, 95% CI −0.82 to −0.30; and d = −0.59, 95% CI −0.87 to −0.30, respectively) than the single study assessing a pharmacological intervention (d = −0.35, 95% CI −0.68 to −0.01), although the overlapping confidence intervals for these estimations revealed that there were no statistically significant differences between the subgroups.

Response to Treatment of Depression

A meta-analysis for short-term response to depression treatment was not feasible, given the markedly different nature of comparisons across the three studies (39, 42, 47, 48). Statistically significant differences were only found for Pandina et al.'s pharmacological intervention study (42), which demonstrated a higher likelihood of short-term response to depression treatment favoring the intervention group (Table 5). Vitriol et al.'s trial (47, 48), which tested a combined intervention, was the only study to report data for mid-term response to treatment, thought they did not find statistically significant differences between study groups (relative risk = 1.50, 95% CI 0.83 to 2.73).

TABLE 5
www.frontiersin.org

Table 5. Short-term response to treatment and remission of depressive symptoms.

Remission of Depressive Symptoms

Short-term remission of depressive symptoms was assessed in three studies (41, 42, 47, 48); of theses, Nemeroff et al.'s combined intervention study (41) was the only to demonstrate a higher likelihood of remission of depressive symptoms, favoring the intervention group against nefazodone alone (relative risk = 1.55, 95% CI 1.14 to 2.11). The only study providing information on mid-term remission of depressive symptoms, which was a combined intervention (47, 48), found no statistically significant differences between study groups (relative risk = 3.89, 95% CI 0.89 to 17.05).

Risk of Bias Across Studies

The Doi plots for publication bias showed major (LFK index = −2.56) and minor (LFK = −1.10) asymmetry in meta-analyses for short- and mid-term reductions of depressive symptoms, respectively (Figures 4A,B). These findings might provide unequivocal evidence for publication bias, implying that studies with negative (i.e., favoring controls) or equal outcomes are lacking. However, these findings might also be attributable to chance, given the few number of studies included in the analyses.

FIGURE 4
www.frontiersin.org

Figure 4. (A) Doi plot for the assessment of publication bias in studies assessing short-term effects of interventions in reducing depressive symptoms. LFK index: −2.56 (major asymmetry). (B) Doi plot for the assessment of publication bias in studies assessing mid-term effects of interventions in reducing depressive symptoms. LFK index: −1.10 (minor asymmetry).

Discussion

Summary of Main Findings

Our systematic review included eight randomized controlled trials, three controlled before-and-after studies, and three uncontrolled before-and-after studies, representing 1,106 participants with depression. No study included patients with bipolar disorder. The syntheses of results suggest that psychological, pharmacological, and combined treatment interventions in adults with depression and a history of early adverse stress may be effective in reducing depressive symptoms in the short- and mid-term, with moderate effect sizes. Sensitivity analyses found that psychological or combined treatment interventions had greater effect sizes than pharmacological interventions, although with no statistically significant differences. In controlled or uncontrolled before-and-after studies of psychological interventions, a trend favoring a significant reduction of depressive symptoms was also observed; however, these estimates had substantial heterogeneity and, in some cases, did not achieve statistical significance. Assessments of long-term outcomes were only reported for a small number of studies, as was also the case for symptoms response and remission of depression in the short- and mid-term; these assessments had mixed results that, in general, could not be statistically synthesized.

Overall Completeness and Applicability of Evidence

The evidence synthesized in this systematic review may only be relevant for depressed adults with a history of early adverse stress. Moreover, as most of studies were conducted in developed countries, with samples with unclear or limited ethnic diversity, the results of this review may not be applicable to other locations, such as low- or middle-income countries, or in minority populations. Half of the studies were aimed at victims (mostly women) of childhood sexual abuse (37, 38, 40, 43, 45, 46, 49), with an important component of the psychological interventions addressing this early adverse stressor. On the other hand, most of the studies in our review reported psychological interventions; there is limited available evidence on pharmacological or combined treatment interventions for depressed individuals with a history of exposure to early adverse stress. There is also scarce evidence on long-term treatment outcomes, even for psychological interventions. Finally, although the body of reviewed literature dates to more than a decade ago, on average, the fact that three studies were recently published (36, 37, 39) may be a sign of a renewed interest in this research topic.

Quality of the Evidence

The summary of findings of this systematic review and meta-analysis must be interpreted with considerable caution due to the limitations observed in the design and implementation of the included studies. The included studies with higher methodological quality (i.e., randomized clinical trials) also suffered from potentially relevant sources of bias, such as selection bias due to unclear randomization procedures and, in some cases, lack of information to ensure equivalence between the baseline characteristics of study groups. Likewise, the risk of performance and detection bias could have been present in studies evaluating psychological interventions that relied on the use of patient self-reported outcomes, without clearly stating the use of blinded outcome assessment. Only a minority of studies used intention-to-treat analysis, a useful strategy to limit attrition bias. Finally, the asymmetry detected in the Doi plots were consistent with a high probability of publication bias, in favor of studies with positive results.

Potential Biases in the Review Process

In addition to the study and outcome-level limitations outlined above, attention should be paid to the strengths and weaknesses of the review process. The prospective registration of the protocol, the usage of the PRISMA statement reporting guidelines (29), and the implementation of this systematic review and meta-analysis according to the standards set by the Cochrane Collaboration (30) were important elements to ensure transparency and quality throughout the review process. The exploration of the published studies in multiple databases and in the reference lists of the included studies guaranteed a reasonable extension of the search process. The data extraction and study quality assessments were carried out independently by two researchers, with several and periodical quality checks. Notwithstanding, this review did not consider gray literature and a relevant source of information in mental health research (PsycINFO). Moreover, subsequent assessments of the asymmetry in the meta-analyses were consistent with the existence of publication bias, suggesting there is a high likelihood that negative results from other studies have simply not been published. Additionally, although the exclusion of studies published in languages other than English or Spanish may have biased the reviewing process, very few records were excluded for this reason. Furthermore, some of the estimates had to be extracted from unadjusted or poorly reported data, which may have affected the precision and bias of the estimated effect of the interventions (30). Importantly, the small sample of studies found coupled with their relative clinical diversity, are major limitations to conclusively judge the effectiveness of the reviewed interventions.

Comparison With Previous Studies

This is the first systematic review and meta-analysis to provide direct evidence on the effectiveness of treatment interventions for depressive or bipolar disorders in adults with a history of early adverse stress. A previous synthesizing effort, by Nanni et al. (18), compared the response to treatment in depressed patients with or without childhood maltreatment. The aforementioned study found that maltreated and depressed individuals were at higher risk for poor response to treatment (18). Nanni et al. also highlighted the need to test new treatments targeting the biological vulnerabilities evidenced in victims of childhood trauma (18, 19). Despite this, the present review did not find studies in this direction, and novel therapeutic strategies that consider the neurobiological mechanisms involved in the differential risk of depression among individuals with early adverse stress, as discussed by Nemeroff, are still required (10).

Beyond the important methodological limitations of the evidence reviewed, the synthesis of studies focused on patients with early adverse stress provides provocative insights. First, the effect sizes for acute symptoms of depression were comparable to those reported by a network meta-analysis that evaluated the effectiveness of different modalities of cognitive behavioral psychotherapy for depression (51), one of the current standards in the management of this mental disorder. Thus, treatment interventions for depression in adults exposed to early adverse stress seems to be an auspicious field for future clinical research. Second, psychological interventions for depression—or the psychological components of combined treatment interventions –that recognize the impact of childhood trauma on interpersonal conflicts and coping strategies in adulthood show promise in achieving better clinical outcomes for this patient population. This is consistent with so-called “trauma-informed care,” which recognizes the ubiquity of early adverse stress, and its burdensome, lingering consequences, and implements strategies to provide a supportive environment to avoid retraumatization (52, 53).

Implications for Future Research and Clinical Practice

Despite the well-documented long-lasting, negative, and costly impact of early adverse stressors on adult psychopathology, evidence on treatment alternatives remains scant. This is the first systematic review and meta-analysis to provide direct evidence on the effectiveness of interventions for depressed adults with a history of early adverse stress. The results of our systematic review and meta-analysis tentatively suggest that trauma-focused treatment interventions—whether psychological interventions alone or in combination with pharmacotherapy—have the potential to reduce the severity of depressive symptom in adults who were exposed to early adverse stress. We hypothesize that this shared psychological component might partly confer a greater potential for success to interventions aimed at this population, supporting earlier findings by Nemeroff et al. (41), Vitriol et al. (47), and Vitriol et al. (48). Moreover, although an important clinical diversity was found—which might be a major limitation of our review—the consistency of the effects is striking, strengthening the case for the potential usefulness of this type of interventions. Nevertheless, additional intervention studies, specifically targeting depressive or bipolar disorders in adults with early adverse stress, are needed. Of particular concern is the absence of studies including patients with bipolar disorders. In this regard, to date only one published study protocol has reported a clinical trial for patients with bipolar disorder and a history of trauma (54).

On the other hand, we noted a relative lack of studies testing specific pharmacological interventions, to address, for instance, the neurobiological mechanisms outlined by Nemeroff (10). In the same line, although Minelli et al.'s results are suggestive (39), our review found different psychological approaches to early adverse stress in depressed adults which were not possible to compare against each other. More research should also be conducted to study the effectiveness of combined interventions. Additionally, greater efforts should be made to develop and test personalized approaches to treatment co-occurring early adverse stressors, without neglecting interventions addressing specific types of childhood trauma. Furthermore, future investigative efforts should focus on patients' samples in developing countries or in populations of lower social position, where childhood trauma may be more common (55). Finally, forthcoming research should pay particular attention to common and critical sources of bias observed in the studies included in this systematic review, and a strong commitment should be made to publish all trials, even those with negative results.

Data Availability Statement

The original contributions presented in the study are included in the article/Supplementary Material, further inquiries can be directed to the corresponding author.

Author Contributions

PM, SG, and PV: study conception and design. PM, DD, AG, and MC: data collection. PM, SG, DD, AG, MC, SS, and PV: analysis and interpretation of data. PM, DD, AG, MC, and SS: drafting of manuscript. SG and PV: critical revision. All authors contributed to the article and approved the submitted version.

Conflict of Interest

The authors declare that the research was conducted in the absence of any commercial or financial relationships that could be construed as a potential conflict of interest.

Acknowledgments

PM was funded by the ANID—Millennium Science Initiative Program—NCS17_035 and by the ANID Millennium Science Initiative/Millennium Institute for Research on Depression and Personality-MIDAP ICS13_005.

Supplementary Material

The Supplementary Material for this article can be found online at: https://www.frontiersin.org/articles/10.3389/fpsyt.2021.650706/full#supplementary-material

References

1. He H, Hu C, Ren Z, Bai L, Gao F, Lyu J. Trends in the incidence and DALYs of bipolar disorder at global, regional, and national levels: results from the global burden of Disease Study 2017. J Psychiatr Res. (2020) 125:96–105. doi: 10.1016/j.jpsychires.2020.03.015

PubMed Abstract | CrossRef Full Text | Google Scholar

2. World Health Organization. Depression and Other Common Mental Disorders: Global Health Estimates. World Health Organization, Geneva (2017).

Google Scholar

3. Crump C, Sundquist K, Winkleby MA, Sundquist J. Comorbidities and mortality in bipolar disorder: a Swedish national cohort study. JAMA Psychiatry. (2013) 70:931–9. doi: 10.1001/jamapsychiatry.2013.1394

PubMed Abstract | CrossRef Full Text | Google Scholar

4. Hayes JF, Miles J, Walters K, King M, Osborn DP. A systematic review and meta-analysis of premature mortality in bipolar affective disorder. Acta Psychiatr Scand. (2015) 131:417–25. doi: 10.1111/acps.12408

PubMed Abstract | CrossRef Full Text | Google Scholar

5. Vigo D, Thornicroft G, Atun R. Estimating the true global burden of mental illness. Lancet Psychiatry. (2016) 3:171–8. doi: 10.1016/S2215-0366(15)00505-2

PubMed Abstract | CrossRef Full Text | Google Scholar

6. Walker ER, McGee RE, Druss BG. Mortality in mental disorders and global disease burden implications: a systematic review and meta-analysis. JAMA Psychiatry. (2015) 72:334–41. doi: 10.1001/jamapsychiatry.2014.2502

PubMed Abstract | CrossRef Full Text | Google Scholar

7. Cuijpers P, Stringaris A, Wolpert M. Treatment outcomes for depression: challenges and opportunities. Lancet Psychiatry. (2020) 7:925–7. doi: 10.1016/S2215-0366(20)30036-5

PubMed Abstract | CrossRef Full Text | Google Scholar

8. Geddes JR, Miklowitz DJ. Treatment of bipolar disorder. Lancet. (2013) 381:1672–82. doi: 10.1016/S0140-6736(13)60857-0

CrossRef Full Text | Google Scholar

9. Anda RF, Felitti VJ, Bremner JD, Walker JD, Whitfield C, Perry BD, et al. The enduring effects of abuse and related adverse experiences in childhood. A convergence of evidence from neurobiology and epidemiology. Eur Arch Psychiatry Clin Neurosci. (2006) 256:174–86. doi: 10.1007/s00406-005-0624-4

PubMed Abstract | CrossRef Full Text | Google Scholar

10. Nemeroff CB. Paradise lost: the neurobiological and clinical consequences of child abuse and neglect. Neuron. (2016) 89:892–909. doi: 10.1016/j.neuron.2016.01.019

PubMed Abstract | CrossRef Full Text | Google Scholar

11. Shonkoff JP, Boyce WT, McEwen BS. Neuroscience, molecular biology, and the childhood roots of health disparities: building a new framework for health promotion and disease prevention. JAMA. (2009) 301:2252–9. doi: 10.1001/jama.2009.754

PubMed Abstract | CrossRef Full Text | Google Scholar

12. Agnew-Blais J, Danese A. Childhood maltreatment and unfavourable clinical outcomes in bipolar disorder: a systematic review and meta-analysis. Lancet Psychiatry. (2016) 3:342–9. doi: 10.1016/S2215-0366(15)00544-1

PubMed Abstract | CrossRef Full Text | Google Scholar

13. Dube SR, Felitti VJ, Dong M, Giles WH, Anda RF. The impact of adverse childhood experiences on health problems: evidence from four birth cohorts dating back to 1900. Prev Med. (2003) 37:268–77. doi: 10.1016/S0091-7435(03)00123-3

PubMed Abstract | CrossRef Full Text | Google Scholar

14. Gaudiano BA, Zimmerman M. The relationship between childhood trauma history and the psychotic subtype of major depression. Acta Psychiatr Scand. (2010) 121:462–70. doi: 10.1111/j.1600-0447.2009.01477.x

PubMed Abstract | CrossRef Full Text | Google Scholar

15. Hosang GM, Fisher HL, Hodgson K, Maughan B, Farmer AE. Childhood maltreatment and adult medical morbidity in mood disorders: comparison of unipolar depression with bipolar disorder. Br J Psychiatry. (2018) 213:645–53. doi: 10.1192/bjp.2018.178

PubMed Abstract | CrossRef Full Text | Google Scholar

16. Maniglio R. The impact of child sexual abuse on the course of bipolar disorder: a systematic review. Bipolar Disord. (2013) 15:341–58. doi: 10.1111/bdi.12050

PubMed Abstract | CrossRef Full Text | Google Scholar

17. Merrick MT, Ports KA, Ford DC, Afifi TO, Gershoff ET, Grogan-Kaylor A. Unpacking the impact of adverse childhood experiences on adult mental health. Child Abuse Negl. (2017) 69:10–9. doi: 10.1016/j.chiabu.2017.03.016

PubMed Abstract | CrossRef Full Text | Google Scholar

18. Nanni V, Uher R, Danese A. Childhood maltreatment predicts unfavorable course of illness and treatment outcome in depression: a meta-analysis. Am J Psychiatry. (2012) 169:141–51. doi: 10.1176/appi.ajp.2011.11020335

PubMed Abstract | CrossRef Full Text | Google Scholar

19. Nelson J, Klumparendt A, Doebler P, Ehring T. Childhood maltreatment and characteristics of adult depression: meta-analysis. Br J Psychiatry. (2017) 210:96–104. doi: 10.1192/bjp.bp.115.180752

PubMed Abstract | CrossRef Full Text | Google Scholar

20. Teicher MH, Samson JA. Childhood maltreatment and psychopathology: a case for ecophenotypic variants as clinically and neurobiologically distinct subtypes. Am J Psychiatry. (2013) 170:1114–33. doi: 10.1176/appi.ajp.2013.12070957

PubMed Abstract | CrossRef Full Text | Google Scholar

21. Tokuda T, Yoshimoto J, Shimizu Y, Okada G, Takamura M, Okamoto Y, et al. Identification of depression subtypes and relevant brain regions using a data-driven approach. Sci Rep. (2018) 8:14082. doi: 10.1038/s41598-018-32521-z

PubMed Abstract | CrossRef Full Text

22. Upthegrove R, Chard C, Jones L, Gordon-Smith K, Forty L, Jones I, et al. Adverse childhood events and psychosis in bipolar affective disorder. Br J Psychiatry. (2015) 206:191–7. doi: 10.1192/bjp.bp.114.152611

PubMed Abstract | CrossRef Full Text | Google Scholar

23. Williams LM, Debattista C, Duchemin AM, Schatzberg AF, Nemeroff CB. Childhood trauma predicts antidepressant response in adults with major depression: data from the randomized international study to predict optimized treatment for depression. Transl Psychiatry. (2016) 6:e799. doi: 10.1038/tp.2016.61

PubMed Abstract | CrossRef Full Text | Google Scholar

24. Withers AC, Tarasoff JM, Stewart JW. Is depression with atypical features associated with trauma history? J Clin Psychiatry. (2013) 74:500–6. doi: 10.4088/JCP.12m07870

PubMed Abstract | CrossRef Full Text | Google Scholar

25. Bellis MA, Hughes K, Ford K, Ramos Rodriguez G, Sethi D, Passmore J. Life course health consequences and associated annual costs of adverse childhood experiences across Europe and North America: a systematic review and meta-analysis. Lancet Public Health. (2019) 4:e517–28. doi: 10.1016/S2468-2667(19)30145-8

PubMed Abstract | CrossRef Full Text | Google Scholar

26. Kessler RC, McLaughlin KA, Green JG, Gruber MJ, Sampson NA, Zaslavsky AM, et al. Childhood adversities and adult psychopathology in the WHO World Mental Health Surveys. Br J Psychiatry. (2010) 197:378–85. doi: 10.1192/bjp.bp.110.080499

PubMed Abstract | CrossRef Full Text | Google Scholar

27. Li M, D'Arcy C, Meng X. Maltreatment in childhood substantially increases the risk of adult depression and anxiety in prospective cohort studies: systematic review, meta-analysis, and proportional attributable fractions. Psychol Med. (2016) 46:717–30. doi: 10.1017/S0033291715002743

PubMed Abstract | CrossRef Full Text | Google Scholar

28. Merrick MT, Ford DC, Ports KA, Guinn AS, Chen J, Klevens J, et al. Vital signs: estimated proportion of adult health problems attributable to adverse childhood experiences and implications for prevention - 25 states, 2015-2017. MMWR Morb Mortal Wkly Rep. (2019) 68:999–1005. doi: 10.15585/mmwr.mm6844e1

PubMed Abstract | CrossRef Full Text | Google Scholar

29. Liberati A, Altman DG, Tetzlaff J, Mulrow C, Gotzsche PC, Ioannidis JP, et al. The PRISMA statement for reporting systematic reviews and meta-analyses of studies that evaluate health care interventions: explanation and elaboration. J Clin Epidemiol. (2009) 62:e1–34. doi: 10.1016/j.jclinepi.2009.06.006

PubMed Abstract | CrossRef Full Text | Google Scholar

30. Higgins JPT, Green S, Cochrane Collaboration. Cochrane Handbook for Systematic Reviews of Interventions. Chichester; Hoboken, NJ: Wiley-Blackwell (2008).

PubMed Abstract | Google Scholar

31. National Heart Lung Blood Institute. Study Quality Assessment Tools (2018).

Google Scholar

32. Doi SA, Barendregt JJ, Khan S, Thalib L, Williams GM. Advances in the meta-analysis of heterogeneous clinical trials II: the quality effects model. Contemp Clin Trials. (2015) 45:123–9. doi: 10.1016/j.cct.2015.05.010

PubMed Abstract | CrossRef Full Text | Google Scholar

33. Furuya-Kanamori L, Barendregt JJ, Doi SAR. A new improved graphical and quantitative method for detecting bias in meta-analysis. Int J Evid Based Healthc. (2018) 16:195–203. doi: 10.1097/XEB.0000000000000141

PubMed Abstract | CrossRef Full Text | Google Scholar

34. Barendregt J, Doi S. MetaXL User Guide Version 5.3. Sunrise Beach, QLD: EpiGear International Pty Ltd (2016).

35. Bradley RG, Follingstad DR. Group therapy for incarcerated women who experienced interpersonal violence: a pilot study. J Trauma Stress. (2003) 16:337–40. doi: 10.1023/A:1024409817437

PubMed Abstract | CrossRef Full Text | Google Scholar

36. Cameron LD, Carroll P, Hamilton WK. Evaluation of an intervention promoting emotion regulation skills for adults with persisting distress due to adverse childhood experiences. Child Abuse Negl. (2018) 79:423–33. doi: 10.1016/j.chiabu.2018.03.002

PubMed Abstract | CrossRef Full Text | Google Scholar

37. Ha N, Bae S-M, Hyun M-H. The effect of forgiveness writing therapy on posttraumatic growth in survivors of sexual abuse. Sexual Relation Ther. (2019) 34:10–22 doi: 10.1080/14681994.2017.1327712

CrossRef Full Text | Google Scholar

38. Kimbrough E, Magyari T, Langenberg P, Chesney M, Berman B. Mindfulness intervention for child abuse survivors. J Clin Psychol. (2010) 66:17–33. doi: 10.1037/e517292011-413

PubMed Abstract | CrossRef Full Text | Google Scholar

39. Minelli A, Zampieri E, Sacco C, Bazzanella R, Mezzetti N, Tessari E, et al. Clinical efficacy of trauma-focused psychotherapies in treatment-resistant depression. (TRD) in-patients: a randomized, controlled pilot-study. Psychiatry Res. (2019) 273:567–74. doi: 10.1016/j.psychres.2019.01.070

PubMed Abstract | CrossRef Full Text | Google Scholar

40. Morgan T, Cummings AL. Change experienced during group therapy by female survivors of childhood sexual abuse. J Consult Clin Psychol. (1999) 67:28–36. doi: 10.1037/0022-006X.67.1.28

PubMed Abstract | CrossRef Full Text | Google Scholar

41. Nemeroff CB, Heim CM, Thase ME, Klein DN, Rush AJ, Schatzberg AF, et al. Differential responses to psychotherapy versus pharmacotherapy in patients with chronic forms of major depression and childhood trauma. Proc Natl Acad Sci USA. (2003) 100:14293–6. doi: 10.1073/pnas.2336126100

PubMed Abstract | CrossRef Full Text | Google Scholar

42. Pandina G, Turkoz I, Bossie C. Impact of self-reported juvenile abuse on treatment outcome in patients with major depressive disorder. J Affect Disord. (2013) 151:384–91. doi: 10.1016/j.jad.2013.01.053

PubMed Abstract | CrossRef Full Text | Google Scholar

43. Saxe BJ, Johnson SM. An empirical investigation of group treatment for a clinical population of adult female incest survivors. J Child Sex Abuse. (1999) 8:67–88. doi: 10.1300/J070v08n01_05

CrossRef Full Text | Google Scholar

44. Scheck MM, Schaeffer JA, Gillette C. Brief psychological intervention with traumatized young women: the efficacy of eye movement desensitization and reprocessing. J Trauma Stress. (1998) 11:25–44. doi: 10.1023/A:1024400931106

PubMed Abstract | CrossRef Full Text | Google Scholar

45. Talbot NL, Conwell Y, O'Hara MW, Stuart S, Ward EA, Gamble SA, et al. Interpersonal psychotherapy for depressed women with sexual abuse histories: a pilot study in a community mental health center. J Nerv Ment Dis. (2005) 193:847–50. doi: 10.1097/01.nmd.0000188987.07734.22

PubMed Abstract | CrossRef Full Text | Google Scholar

46. Talbot NL, Chaudron LH, Ward EA, Duberstein PR, Conwell Y, O'Hara MW, et al. A randomized effectiveness trial of interpersonal psychotherapy for depressed women with sexual abuse histories. Psychiatr Serv. (2011) 62:374–80. doi: 10.1176/ps.62.4.pss6204_0374

PubMed Abstract | CrossRef Full Text | Google Scholar

47. Vitriol VG, Ballesteros ST, Florenzano RU, Weil KP, Benadof DF. Evaluation of an outpatient intervention for women with severe depression and a history of childhood trauma. Psychiatr Serv. (2009) 60:936–42. doi: 10.1176/ps.2009.60.7.936

PubMed Abstract | CrossRef Full Text | Google Scholar

48. Vitriol GV, Cancino AA, Florenzano UR, Ballesteros TS, Schwartz PD. [Efficacy and associated costs of an outpatient intervention in women with severe depression and early trauma]. Rev Med Chil. (2010) 138:428–36. doi: 10.4067/S0034-98872010000400006

PubMed Abstract | CrossRef Full Text | Google Scholar

49. Westbury E, Tutty LM. The efficacy of group treatment for survivors of childhood abuse. Child Abuse Negl. (1999) 23:31–44. doi: 10.1016/S0145-2134(98)00109-4

PubMed Abstract | CrossRef Full Text | Google Scholar

50. Keller MB, McCullough JP, Klein DN, Arnow B, Dunner DL, Gelenberg AJ, et al. A comparison of nefazodone, the cognitive behavioral-analysis system of psychotherapy, and their combination for the treatment of chronic depression. N Engl J Med. (2000) 342:1462–70. doi: 10.1056/NEJM200005183422001

PubMed Abstract | CrossRef Full Text | Google Scholar

51. Cuijpers P, Noma H, Karyotaki E, Cipriani A, Furukawa TA. Effectiveness and acceptability of cognitive behavior therapy delivery formats in adults with depression: a network meta-analysis. JAMA Psychiatry. (2019) 76:700–7. doi: 10.1001/jamapsychiatry.2019.0268

PubMed Abstract | CrossRef Full Text | Google Scholar

52. Racine N, Killam T, Madigan S. Trauma-informed care as a universal precaution: beyond the adverse childhood experiences questionnaire. JAMA Pediatr. (2020) 174:1–2. doi: 10.1001/jamapediatrics.2019.3866

PubMed Abstract | CrossRef Full Text | Google Scholar

53. Ravi A, Little V. Providing trauma-informed care. Am Fam Phys. (2017) 95:655–7. Available online at: https://www.aafp.org/afp/2017/0515/afp20170515p655.pdf

Google Scholar

54. Moreno-Alcazar A, Radua J, Landin-Romero R, Blanco L, Madre M, Reinares M, et al. Eye movement desensitization and reprocessing therapy versus supportive therapy in affective relapse prevention in bipolar patients with a history of trauma: study protocol for a randomized controlled trial. Trials. (2017) 18:160. doi: 10.1186/s13063-017-1910-y

CrossRef Full Text | Google Scholar

55. Viola TW, Salum GA, Kluwe-Schiavon B, Sanvicente-Vieira B, Levandowski ML, Grassi-Oliveira R. The influence of geographical and economic factors in estimates of childhood abuse and neglect using the Childhood Trauma Questionnaire: a worldwide meta-regression analysis. Child Abuse Negl. (2016) 51:1–11. doi: 10.1016/j.chiabu.2015.11.019

PubMed Abstract | CrossRef Full Text | Google Scholar

Keywords: child abuse, bipolar and related disorders, systematic review, meta-analysis, treatment outcome and efficacy, depressive disorder

Citation: Martínez P, Gloger S, Diez de Medina D, González A, Carrasco MI, Schilling S and Vöhringer PA (2021) Early Adverse Stress and Depressive and Bipolar Disorders: A Systematic Review and Meta-Analysis of Treatment Interventions. Front. Psychiatry 12:650706. doi: 10.3389/fpsyt.2021.650706

Received: 07 January 2021; Accepted: 22 March 2021;
Published: 26 April 2021.

Edited by:

Yuan-Pang Wang, University of São Paulo, Brazil

Reviewed by:

Takeshi Inoue, Tokyo Medical University, Japan
Zhen Yuan, University of Macau, China

Copyright © 2021 Martínez, Gloger, Diez de Medina, González, Carrasco, Schilling and Vöhringer. This is an open-access article distributed under the terms of the Creative Commons Attribution License (CC BY). The use, distribution or reproduction in other forums is permitted, provided the original author(s) and the copyright owner(s) are credited and that the original publication in this journal is cited, in accordance with accepted academic practice. No use, distribution or reproduction is permitted which does not comply with these terms.

*Correspondence: Paul A. Vöhringer, pvohringer@hcuch.cl

Disclaimer: All claims expressed in this article are solely those of the authors and do not necessarily represent those of their affiliated organizations, or those of the publisher, the editors and the reviewers. Any product that may be evaluated in this article or claim that may be made by its manufacturer is not guaranteed or endorsed by the publisher.