Abstract
Background
There is little study of lifetime trauma exposure among individuals engaged in medication treatment for opioid use disorder (MOUD). A multisite study provided the opportunity to examine the prevalence of lifetime trauma and differences by gender, PTSD status, and chronic pain.
Methods
A cross-sectional study examined baseline data from participants (N = 303) enrolled in a randomized controlled trial of a mind–body intervention as an adjunct to MOUD. All participants were stabilized on MOUD. Measures included the Trauma Life Events Questionnaire (TLEQ), the Brief Pain Inventory (BPI), and the Posttraumatic Stress Disorder Checklist (PCL-5). Analyses involved descriptive statistics, independent sample t-tests, and linear and logistic regression.
Results
Participants were self-identified as women (n = 157), men (n = 144), and non-binary (n = 2). Fifty-seven percent (n = 172) self-reported chronic pain, and 41% (n = 124) scored above the screening cut-off for PTSD. Women reported significantly more intimate partner violence (85%) vs 73%) and adult sexual assault (57% vs 13%), while men reported more physical assault (81% vs 61%) and witnessing trauma (66% vs 48%). Men and women experienced substantial childhood physical abuse, witnessed intimate partner violence as children, and reported an equivalent exposure to accidents as adults. The number of traumatic events predicted PTSD symptom severity and PTSD diagnostic status. Participants with chronic pain, compared to those without chronic pain, had significantly more traumatic events in childhood (85% vs 75%).
Conclusion
The study found a high prevalence of lifetime trauma among people in MOUD. Results highlight the need for comprehensive assessment and mental health services to address trauma among those in MOUD treatment.
Trial registration
Keywords: Trauma, Post-traumatic stress disorder, Chronic pain, Gender differences, Opioid use disorder, Medication treatment
Introduction
A growing body of literature documents the high prevalence of trauma exposure and PTSD among individuals with substance use disorders (SUD) [1, 2], with rates of co-occurring post-traumatic stress disorder (PTSD) ranging from 33–50% [3]. However, with the opioid overdose epidemic, more trauma-related research is needed about lifetime trauma exposure among persons engaged in treatment with medication for opioid use disorder [4]. Medication for Opioid Use Disorder (MOUD) involves pharmacological treatment with buprenorphine or methadone to stabilize individuals with opioid dependence and decrease the potential for opioid misuse. These medications are associated with substantial reductions in overdose mortality [5]. This study examines the prevalence of lifetime trauma among individuals who are engaged in MOUD, particularly those stabilized on buprenorphine and methadone, to provide insights into the needs of this population, critical for improving integrative and comprehensive care for those engaged in MOUD.
Numerous studies have consistently shown a strong correlation between lifetime trauma and opioid use disorder [6]. This is especially relevant for individuals undergoing medication opioid use disorder treatment (MOUD), as they may have experienced various traumatic events, such as childhood trauma, interpersonal trauma, or traumatic accidents across their lifespan that have implications for treatment [7, 8]. It is crucial to understand these trauma profiles to tailor interventions and enhance treatment outcomes, involving assessment of lifetime trauma among those engaged in MOUD to deliver effective and comprehensive care.
An examination of traumatic events across the lifespan allows for differentiation between types of traumatic experiences (e.g., interpersonal, non-interpersonal, childhood), as well as the opportunity to examine related sex/gender differences and the relationship to PTSD symptoms, all of which are crucial for understanding the impact of trauma on any health condition or population [9]. For example, intimate interpersonal trauma is significantly more likely to be associated with symptoms of PTSD when compared to non-interpersonal trauma and non-intimate interpersonal trauma (e.g., physical assaults perpetrated by non-intimates) [10], and there is a significant relationship between the number of traumatic events and the development of PTSD [11]. Also, the potential health consequences of childhood trauma are increasingly evident. Systematic reviews consistently show a link between exposure to childhood violence and substance use disorder [12], with a 73% increased risk for SUD if there is a history of sexual abuse in childhood and a 74% increased risk if there is a history of physical abuse in childhood [13]. Sexual trauma is more prevalent among women than men. Women with a history of sexual trauma are at increased risk for SUD compared to men [13] and have specific treatment-related needs due to the type of trauma endured and its impact on mental health [14].
In research specific to trauma for those with opioid use disorder (OUD) (N = 20,522), a recent systematic review examining child maltreatment demonstrated the high prevalence of childhood physical abuse in 43% of the total sample and significantly more childhood sexual abuse among women (41%) compared to men (16%) [15]. Studies specific to examining trauma among those treated with MOUD have been relatively limited in scope and/or small in sample size. For example, one study (N = 919) examined interpersonal trauma only (physical, sexual, or emotional abuse) and found that 23% reported sexual abuse, 43% physical abuse, and 58% emotional abuse and that there were no differences by gender on any of these categories [16]. Unfortunately, this study by Powers did not distinguish whether the traumatic events occurred in childhood or as adults. Another study (N = 36) examined both interpersonal and non-interpersonal types of trauma (e.g., accidents, natural disasters) and found both to significantly predict OUD [6]. A third study (N = 135) examined current trauma only (over period of last 12 months) among those engaged in MOUD and found that more than one third reported interpersonal trauma (combining reported interpersonal traumas such as intimate partner violence, sexual assault, physical assault) and found similar overall rates among men (36%) and women (40%) [17].
Chronic pain is a co-occurring condition common among people with OUD, occurring in approximately two-thirds of patients [18, 19], and there is established high comorbidity between PTSD and chronic pain among individuals engaged in MOUD [20, 21]. While having chronic pain is not associated with return to nonprescribed use among those with MOUD [22, 23], it is a risk factor for return to nonprescribed use among those with highly volatile pain or severe pain [23–25]. Prior research demonstrates that trauma exposure is associated with an increased risk of developing chronic pain [1, 2], defined as persistent pain lasting for at least three months that adversely affects the function or well-being of the individual [26]. In addition, individuals with a trauma history are approximately three times more likely to develop a chronic pain condition than those without a trauma history [27]. Within the population of individuals affected by chronic pain, individuals with a trauma history report more intense pain [28, 29], greater affective distress, and a higher disability [30, 31] than individuals without a trauma history. Thus, it is highly relevant to examine the relationship between lifetime trauma exposure and chronic pain in this population.
As noted above, the type of traumatic experience appears to matter; specifically, the type of traumatic experience appears to be differentially associated with the development of chronic pain. The relationship between exposure to non-interpersonal trauma (e.g., traumatic accidents) and the development of chronic pain is well-established in individuals with and without SUD, with research demonstrating that accident-related pain is associated with greater pain severity and related disability in those with vs. without SUD [32]. The relationship between exposure to interpersonal trauma, childhood trauma in particular, and the development of chronic pain has also been established in the general population [33–35], replicated in SUD populations [36] and documented in OUD populations [37–41]. However, in most studies examining chronic pain or OUD, childhood trauma exposure has been defined and limited to single types of childhood abuse or neglect [38, 42]. Different types of trauma (e.g., interpersonal, non-interpersonal, adult and/or child, etc.) have yet to be investigated among persons with OUD. Doing so may illuminate important risk factors for those with co-occurring chronic pain and OUD [43].
The purpose of this study is to comprehensively examine lifetime trauma exposure among individuals engaged in treatment with MOUD. The four aims of this study are to: 1) examine the prevalence of different types of trauma exposure among individuals in MOUD; 2) identify gender differences in lifetime trauma exposure; 3) examine whether the number of traumatic events predicts PTSD symptom severity, and 4) compare types of trauma exposure among those with and without chronic pain.
Method
Study design, setting and enrollment
A National Center for Complementary and Integrated Health (NCCIH)-funded randomized controlled trial to examine mindful body awareness training in individuals engaged in MOUD treatment provided the opportunity to examine the prevalence of self-reported lifetime trauma exposure and differences in trauma exposure by gender and among those with and without chronic pain. This study received approval from the Human Subjects Institutional Review Board of a university in the northwestern United States. Data for this project was collected at baseline, prior to randomization to study treatment groups.
Study participants were recruited from six community clinics in urban and rural settings that offer outpatient MOUD in Washington State. Five out of six clinics prescribed buprenorphine and one prescribed methadone for MOUD. Three clinics were primary care clinics with embedded buprenorphine programs using a nurse-care model [44], one was a mental health clinic offering buprenorphine treatment, one was a MOUD-only community clinic offering buprenorphine, and one was an opioid treatment program offering methadone. All clinics had mental health services available on-site, although access to services varied and was often limited. The overall level of MOUD care was comparable with all sites offering regular 1:1 appointments with a medical provider (nurse and/or physician) with an emphasis on attention to medical and other social service supports needed; the exception was the methadone clinic where regular appointments were with a counselor who focused on substance use counseling and social service support.
Recruitment was based on referral of interested and potentially eligible patients by clinic staff (i.e., nurses, physicians, and counselors). The Research Coordinator at each clinical site screened for eligibility and enrolled patients interested in study participation. Screening criteria aimed to select patients with adequate treatment engagement and clinical stability to participate in the mindful body awareness intervention sessions. Evidence of medication dose stability: buprenorphine/naloxone was defined as at least 30 days of medication treatment and an appointment frequency of less than once weekly. For methadone, this was defined as at least 90 days in treatment with a minimum dose of 60 mg and no more than three missed doses or any missed dose evaluation appointments in the past 30 days. Patients also needed to speak English and be willing to attend intervention sessions when offered. They were excluded if they were unwilling or unable to remain in MOUD treatment for the one-year trial, if they were not on medication to treat psychosis, or reported cognitive impairment due to head injury or other reasons.
Measures
Demographic characteristics, chronic pain status and substance use history
Demographic characteristics, including self-identified gender, along with other information specific to health history, was collected by patient self-report. Substance use was assessed using the Timeline Follow-Back Interview (TLFB) [45]; a calendar method used to identify substance use over the 90 days prior to study enrollment. The presence of Chronic pain was determined by a survey question: “Are you currently experiencing any bodily pain that has been present for 3 months or more?”.
Trauma history
The Trauma Life Events Questionnaire (TLEQ) was used to assess the prevalence and number of traumatic events across the lifespan [46]. The TLEQ is a 23-item self-report measure to assess lifetime exposure to a broad range of potentially traumatic events. Two sex-specific items were removed and not administered to participants: one specific to miscarriage and one specific to abortion. Participants are asked to report the number of times they experienced each event (event frequency) on a 7-point scale ranging from never to more than 5 times.
Based on the responses to the 21-item TLEQ, we chose to categorize the items by constructs identified in the literature – i.e., adult interpersonal trauma, adult non-interpersonal trauma, or childhood trauma [9]. We then examined the type of event to determine if any could be combined conceptually to minimize the number of total categories for analysis (for example, we combined natural disasters with other types of accidents to create a non-interpersonal category titled “accident”). We excluded 6 items from the original measure for which the response rate was relatively low; these were items 4 (military trauma), 6 (the survival of someone you loved after a life-threatening accident or illness), 7 (having had a life-threatening illness), 11 (witnessing a stranger beat, attack or kill someone), 19 (subjected to uninvited or unwanted sexual attention other than sexual contact covered by items 15, 16, 17, or 18), and 21 (experienced other events that were highly distressing such as lost in the wilderness; a serious animal bite; violent death of a pet; being kidnapped or held hostage; seeing a mutilated body or body parts). Our final set of 15 items and 11 categorizations are listed in Table 1.
Table 1.
Adult Interpersonal Trauma |
---|
Witness Trauma |
10. Have you seen a stranger attack or beat up someone and seriously injure or kill them? |
Intimate Partner Violence (IPV) |
14. Have you ever been slapped, punched, kicked, or beaten up or physically hurt by your spouse or other intimate partner? |
Physical Assault |
8. Have you been robbed or present during a robbery where the robber used a weapon? |
9. Have you ever been hit or beat up by a stranger or someone you didn’t know very well? |
Adult Sexual Assault |
18. Over 18 years old: did anyone touch sexual parts of your body or make you touch theirs without your consent? |
Adult Stalking |
20. Has anyone stalked you-in other words: followed you or kept track of your activities causing you to feel intimidated or concerned for your safety? |
Sudden Death |
5. Have you experienced the sudden unexpected death of a loved one? |
Adult Non-Interpersonal Trauma |
Accidents |
1. Have you ever experienced a natural disaster? |
2. Were you involved in a motor vehicle accident for which you received medical attention or that badly injured or killed someone? |
3. Have you been involved in any other kind of accident where you or someone else was badly hurt? |
Childhood Trauma |
Childhood Physical Abuse |
12. While growing up: Were you physically punished in a way that resulted in bruises, burns, cuts or broken bones? |
Childhood Witnessing IPV |
13. While growing up: Did you see or hear family violence? |
Childhood Sexual Abuse |
15. Before your 13th birthday: did anyone who was 5 years older than you, touch or fondle your body in a sexual way? |
16. Before your 13th birthday: did anyone close to your age touch sexual parts of your body without your consent? |
17. Between 13–18 yrs. old: did anyone touch sexual parts of your body or make you touch theirs without your consent? |
Total Childhood Trauma |
Items 12, 13, 15, 16, 17 |
PTSD Symptom severity
The Posttraumatic Stress Disorder Checklist for DSM 5 (PCL-5) assesses PTSD symptom severity [47]. Participants were asked to indicate how much they have been bothered by each PTSD symptom in the past month. It includes 20 items with a 5-point scale ranging from 0 (not at all) to 4 (extremely). We used a screening cut-off of > 31, indicative of probable PTSD [48]. The reliability of the PCL-5 in this sample was 0.93.
Analyses
Descriptive statistics (counts, percentages, mean values, and SDs) were used to summarize sample demographics, self-report indices, and survey scales. Independent sample t-tests were used to examine differences in trauma exposure between men and women and between those with and without chronic pain. Linear regression was used to examine whether the number of trauma events predicted PTSD symptoms. Logistic regression was used to examine whether the number of trauma events predicted PTSD status (scoring above the screening cut-point for PTSD). We examined potential covariates of sex, age, education, and time in treatment prior to study enrollment; none were significant and so were not included in the regression analyses. All analyses were conducted using Stata version 18.0 (College Station, TX, USA).
Results
Participants
This sample (N = 303) had a median age of 40, with ages ranging from 21–73. Self-reported gender in the sample was 144 male, 157 female, and two non-binary. The majority (79%) of the sample identified as White, 9% as mixed-race, 5% as Black, 4% as Native American, 1% as Asian, and 1% as Native Hawaiian or Pacific Islander. Nine percent identified as Hispanic. The highest level of education was high school for 66% of the sample. Socioeconomic status was low, reflected in the overall low employment rate (34% employed (at either full or half-time) and high public insurance rate (72%) on Medicaid. Before study enrollment, most participants (67%) were engaged in MOUD treatment for over 12 months and reported high levels of abstinence from opioids and other substances. Mental health distress was high, and chronic pain was reported in 57% of the sample [49]. Nonetheless, the majority (53%) reported no mental health services in the past 90 days, and similar numbers reported minimal engagement in lifetime mental health services (see Table 2).
Table 2.
Mean | Percent | |
---|---|---|
Age, median (range) | 40 | (21-73) |
Gender Identity | ||
Male | 144 | 48% |
Female | 157 | 52% |
Non-binary | 2 | 1% |
Hispanic | 27 | 9% |
Race | ||
Native American | 13 | 4% |
Asian | 3 | 1% |
Black or African American | 16 | 5% |
Hawaiian or Pacific Islander | 4 | 1% |
White | 238 | 79% |
More than one race | 28 | 9% |
Marital Status | ||
Married | 33 | 11% |
Single | 215 | 71% |
Domestic Partnership | 18 | 6% |
Unknown (Endorsed “Other”) | 36 | 12% |
Highest Education Level | ||
High school or less | 168 | 44% |
Two-year college/technical school | 103 | 34% |
College or advanced degree | 32 | 11% |
Monthly Income | ||
Less than $1000 | 179 | 59% |
$1000 or more | 124 | 41% |
Employed | 104 | 34% |
Full time | 69 | 66% |
Part time | 35 | 34% |
Insurancea | ||
Medicaid | 219 | 72% |
Medicare | 69 | 23% |
Private | 36 | 12% |
None | 5 | 2% |
Chronic Pain 3 Months or More | 172 | 57% |
Mental Health Services in Lifetime | ||
0–10 therapy sessions | 99 | 33% |
11–30 therapy sessions | 64 | 21% |
> 31 therapy sessions | 140 | 46% |
Time in MOUD Treatment Prior to Study Enrollment | ||
< 3 months | 28 | 9% |
3–6 months | 26 | 9% |
6–12 months | 46 | 15% |
> 12 months | 203 | 67% |
Percent days abstinent from any opioid | 96% | |
Percent days abstinent from any substanceb | 88% | |
Medication for Opioid Use Disorder | ||
Methadone | 35 | 12% |
Buprenorphine | 268 | 88% |
aRespondents could select multiple responses
bPercent Days Abstinent excludes cannabis, and prescribed buprenorphine or methadone
Lifetime trauma exposure
All participants in the sample, with one exception (n = 302), reported at least one lifetime traumatic event. Over 70% of the sample reported exposure to five types of traumatic events. Within the category of adult interpersonal trauma: 71% reported physical assault (e.g., robbed or witnessing a robbery when a weapon was used or physically assaulted by a stranger), 79% reported intimate partner violence (IPV), and 89% reported the experience of a sudden and unexpected death of a close friend or loved one. Within the category of adult non-interpersonal trauma: 86% reported an accident (e.g., a natural disaster or injurious accident. Within the category of childhood trauma: 89% reported at least one type of traumatic event (see Table 3).
Table 3.
N (%) | Female | Male | P value | |
---|---|---|---|---|
N | 301 | 157 | 144 | |
Witness Trauma | 172 (57%) | 75 (48%) | 95 (66%) | 0.001 |
Intimate Partner Violence (IPV) | 238 (79%) | 132 (85%) | 104 (73%) | 0.012 |
Physical Assault | 214 (71%) | 96 (61%) | 116 (81%) | < 0.001 |
Adult Sexual Assault | 110 (37%) | 90 (57%) | 19 (13%) | < 0.001 |
Stalking | 161 (53%) | 106 (68%) | 53 (37%) | < 0.001 |
Total Childhood Trauma | 245 (81%) | 140 (89%) | 103 (72%) | < 0.001 |
Childhood Physical Abuse | 127 (42%) | 61 (39%) | 64 (44%) | 0.373 |
Witnessing IPV | 212 (70%) | 117 (75%) | 94 (66%) | 0.079 |
Childhood Sexual Abuse | 165 (54%) | 115 (73%) | 48 (33%) | < 0.001 |
Accidents | 260 (86%) | 135 (86%) | 123 (85%) | 0.888 |
Sudden Death | 269 (89%) | 148 (94%) | 120 (83%) | 0.002 |
Binary variables, endorsed implies ≥ 1 on original 0–6 metric. Frequency (Percent%): p-value from chi-square test
Trauma exposure and gender
Women reported significantly more trauma than men in many categories (IPV, sexual assault, being stalked, total childhood violence, childhood witness of IPV, childhood sexual abuse, and sudden death of a loved one). Men reported significantly more trauma than women in witnessing a traumatic event, physical assault, and childhood physical abuse. Notably, despite gender differences the prevalence of exposure to some of these events was very high for both men and women; for example, IPV (men 73%; women 85%), physical assault (women 61%; men 81%), total childhood violence (men 72%; women 89%), and sudden death of a loved one (men 83%; women 94%). There was equivalent exposure to accidents across genders (see Table 3).
Trauma exposure and PTSD status
In this study sample, 41% (n = 124) met the screening criteria for PTSD. Exposure to trauma was significantly higher across all categories of trauma for those positive for PTSD compared to those without, with the exception of childhood witnessing of IPV, accidents, or sudden death of a loved one (see Table 4). Notably, those with subthreshold symptoms of PTSD still reported exposure to a great deal of trauma; for example, 72% experienced IPV, 77% experienced childhood violence, and 64% reported physical assault.
Table 4.
Subthreshold Symptoms | PTSD | P value | |
---|---|---|---|
N | 179 | 124 | |
Witness Trauma | 91 (51%) | 81 (66%) | 0.011 |
Intimate Partner Violence (IPV) | 128 (72%) | 110 (90%) | < 0.001 |
Physical Assault | 115 (64%) | 99 (80%) | 0.003 |
Adult Sexual Assault | 55 (31%) | 55 (45%) | 0.011 |
Stalking | 85 (48%) | 76 (61%) | 0.023 |
Total Childhood Trauma | 137 (77%) | 108 (87%) | 0.022 |
Childhood Physical Abuse | 64 (36%) | 63 (51%) | 0.011 |
Witnessing IPV | 121 (68%) | 91 (75%) | 0.192 |
Childhood Sexual Abuse | 83 (46%) | 82 (66%) | < 0.001 |
Accidents | 151 (84%) | 109 (88%) | 0.384 |
Sudden Death | 156 (87%) | 113 (91%) | 0.281 |
Binary variables, endorsed implies ≥ 1 on original 0–6 metric. Frequency (Percent%): p-value from chi-square test
Number of trauma exposure events and PTSD symptoms and status
The number of reported traumatic events (i.e., the total number of events reported within each trauma category) predicted PTSD symptoms. Results from the univariate linear regression model showed that for every 1-point increase in the number of trauma events, there was an increase of 6.5 on the PTSD symptom scale (β = 6.5, 95% CI, 4.8–8.2; Fig. 1). Likewise, the number of traumatic events predicted PTSD status (scoring above the PTSD screening cut-off on the PCL-5; OR = 2.1; 95% CI, 1.6–27.7; Fig. 2).
Trauma exposure and chronic pain
Individuals with chronic pain, compared to those without chronic pain, reported significantly more trauma in the following categories: accidents (n = 155, 91%), childhood violence (total; n = 147, 85%), childhood physical abuse (n = 82, 48%), witnessing IPV in childhood (n = 144, 78%), childhood sexual abuse (n = 106, 62%: Table 5).
Table 5.
No Chronic Pain | Chronic Pain | P value | |
---|---|---|---|
N | 131 | 172 | |
Witness Trauma | 70 (54%) | 102 (60%) | 0.314 |
Intimate Partner Violence (IPV) | 101 (78%) | 137 (80%) | 0.609 |
Physical Assault | 90 (69%) | 124 (72%) | 0.521 |
Adult Sexual Assault | 43 (33%) | 67 (39%) | 0.276 |
Stalking | 65 (50%) | 96 (56%) | 0.290 |
Total Childhood Trauma | 98 (75%) | 147 (85%) | 0.020 |
Childhood Physical Abuse | 45 (35%) | 82 (48%) | 0.020 |
Witnessing IPV | 79 (61%) | 133 (78%) | 0.001 |
Childhood Sexual Abuse | 59 (45%) | 106 (62%) | 0.004 |
Accidents | 105 (80%) | 155 (90%) | 0.014 |
Sudden Death | 113 (86%) | 156 (91%) | 0.225 |
Binary variables, endorsed implies ≥ 1 on original 0–6 metric.Frequency (Percent%): p-value from chi-square test
Discussion
This is the first study to examine lifetime trauma experiences among a large sample of individuals in MOUD. The results highlight the high prevalence of trauma in both childhood and in adulthood, as well as both interpersonal and non-interpersonal traumatic events in both men and women. While differences across gender and chronic pain status are notable, there was remarkably high prevalence of exposure to all trauma categories across both men and women and those with and without chronic pain, pointing to the critical need for both trauma assessment and mental health services that are accessible and integrated into MOUD treatment. Individuals in this sample were stabilized on MOUD for a substantial amount of time and reported high levels of abstinence from substance use yet were not accessing a level of mental health care commensurate with their need. Also notable is the particularly high report of sudden and unexpected death of a close friend or loved one – reflecting the tragic experience of loss among this sample likely due to drug overdose in their communities and the need for related support services.
There were distinct gender differences in trauma exposure, the most striking being the higher number of women who reported sexual abuse in childhood and sexual assault in adulthood compared to men. This finding aligns with prior research and the identified need for women-specific programs in SUD treatment to address the high prevalence of sexual trauma [13, 14]. Perhaps unexpected, although similar to study findings examining interpersonal trauma in the past 12 months among those in MOUD [17], was the high number of men who reported being victims of intimate partner violence (IPV); while not as high as the report of IPV among women, this finding warrants further research and clinical attention as it points to the need for more assessment and clinical support for IPV, for everyone regardless of gender/sex. Overall, these results point to the need to ensure that support services and trauma treatment are available and integrated into treatment to optimize outcomes for those receiving MOUD.
In this study, 41% of participants screened positive for PTSD, congruent with previously published literature [50, 51]. Given the high prevalence of many types of traumatic experiences among the participants in this sample, we could not link PTSD diagnostic status to particular types of traumatic events (i.e., whether they occurred during childhood or as an adult, whether interpersonal or non-interpersonal). However, the results demonstrate the link between the number of traumatic events experienced and PTSD symptomatology and diagnosis. These findings align with previous studies [52], including the understanding that sub-threshold PTSD symptoms are important to address and that traumatic events in both childhood or adulthood can impact symptom severity, expression, and complexity [53].
The high prevalence of chronic pain in MOUD populations allowed us to examine the relationship between trauma exposure and chronic pain. Congruent with previous studies among individuals with and without SUD, our study found that individuals with OUD and chronic pain were more likely to report traumatic accidents (e.g., car accidents, falls, natural disasters) [32–35, 37, 38, 40–42, 54]. Impaired cortisol secretion and psychological stress in response to a traumatic injury/ accident have been associated with the development of chronic pain over time [32]. Prior life circumstances that result in sustained, long-term cortisol surges or activations are known to contribute to cortisol dysfunction and may then increase the risk of developing chronic pain [55]. The relationship between abnormal physiological stress reactivity (i.e., heart rate, blood pressure, respiration rate, cortisol secretion) on negative health outcomes is well-established [56] and linked to pain somatization disorders [57, 58].
We also found that individuals who endorsed chronic pain were more likely to report childhood violence, including physical abuse, sexual abuse, and witnessing IPV in childhood. Most prior studies that have examined chronic pain, OUD, and childhood trauma exposure have been limited to single types of childhood abuse or neglect [38, 41]. Our findings align with prior research showing a link between childhood trauma and chronic pain in community and SUD samples, highlighting the importance of assessing PTSD symptoms among those with chronic pain in MOUD and the potential need for psychological treatment in the context of recovery.
Providing trauma-focused therapy alongside treatment for opioid use disorder [50, 58], may prove to be beneficial. Research and clinical reports describe the indirect and successful treatment of intractable and chronic pain in patients with comorbid PTSD, only after instituting behavioral therapy targeting the PTSD symptoms [60–62]. Cognitive-behavioral therapies with proven efficacy for the treatment of PTSD are now available to pain practitioners, and it is noteworthy that these interventions are now being tailored within comprehensive pain rehabilitation programs. Incorporating novel mindfulness and body therapy approaches to increase sensory and emotional awareness may also benefit individuals with elevated trauma symptoms and/or PTSD and co-occurring OUD, and further research is needed in this area.
There are important related clinical implications of these findings for medical providers. Given the high prevalence of trauma exposure and PTSD among individuals with OUD, evidence-based PTSD screenings, assessments, and treatments should be provided alongside MOUD [63]. Although calls to lower barriers and increase access to MOUD treatment have resulted in more primary care providers treating people with OUD [64–67] and national guidelines recommend that primary care clinics screen for depression [68] and anxiety [69], there is not a similar recommendation for universal PTSD screening [70] and, thus, the detection rate of trauma symptoms is low [71, 72].
Study limitations include the characteristics of the sample: the majority were white, low SES, and from one region of the United States, limiting generalizability. Also, only two individuals in this study identified as non-binary, limiting our ability to learn more about this population and highlighting an important line of future research. That said, while racial discrimination can increase the risk of exposure to potentially traumatic events and may influence response to traumatic events, studies have not found a difference in lifetime trauma exposure due to race among those with a substance use disorder [73–75]. Also, while the majority of this sample were not receiving mental health services there were participants who were; future research examining access to care and impact of services on mental and physical health symptoms among those with trauma histories is needed. This study’s strengths speak to the ways in which the findings are likely generalizable in that it includes participants from urban and rural areas and multiple practice settings. Patients reported a high proportion of days abstinent, and the majority had been in MOUD treatment for over a year, reducing the possibility that mental health symptoms were primarily substance-induced. Also, the equal number of males and females in this sample provided a unique look at the similarities as well as differences in lifetime trauma exposure among those engaged in medication treatment for OUD.
The TLEQ, the questionnaire we used to collect trauma exposure data, is comprehensive and has been used in prior research; however, until there is a more standard measure used consistently across studies, it will continue to be challenging to compare findings from one study to another in order to gather a more subtle understanding of the sequelae of trauma exposure across the lifespan [9].
In conclusion, the findings highlight the complex connection between trauma exposure, OUD, gender, PTSD symptoms, and chronic pain. This study provides valuable insights into the prevalence of trauma across genders and points to the potential impact on individuals engaged in MOUD. These findings may inform the need for enhanced screening, mental health services and approaches, and gender-specific interventions for patients engaged in MOUD treatment, potentially addressing the interconnectedness of trauma, chronic pain, and psychological distress in this population that are critical for recovery.
Acknowledgements
Not applicable.
Abbreviations
- SUD
Substance use disorder
- PTSD
Post-traumatic stress disorder
- OUD
Opioid use disorder
- MOUD
Medication for opioid use disorder
- TLFB
Timeline follow-back interview
- TLEQ
Trauma life events questionnaire
- PCL-5
Posttraumatic stress disorder checklist for DSM 5
- BPI
Brief pain inventory
- IPV
Intimate partner violence
Authors' contributions
CJP and JOM obtained funding and oversaw data collection; CJP and MNR conceptualized the manuscript; KP was responsible for data analysis; MNR, DDC, SL, and CJP wrote the article; JOM manuscript review. All authors read and approved the final manuscript.
Funding
This research was made possible by Grant Numbers R33AT009932 from the National Center for Complementary and Integrative Health (NCCIH) and R01 AT010742 from the National Center for Complementary and Integrative Health (NCCIH) and the National Institute of Neurological Disorders and Stroke (NINDS). Its contents are solely the authors' responsibility and do not necessarily represent the official views of the NCCIH, NINDS, or the National Institutes of Health.
Availability of data and materials
The datasets generated and/or analyzed during the current study are available in the Dryad Data Repository (10.5061/dryad.76hdr7t37).
Declarations
Ethics approval and consent to participate
This study received Human Subjects Institutional Review Board approval from the University of Washington. All participants involved in this study provided consent prior to their participation. Participants were provided detailed information about the study's purpose, procedures, potential risks, benefits, and confidentiality measures. They were also informed about their right to withdraw from the study at any point without facing any consequences.
Consent for publication
Not applicable.
Competing interests
The authors declare no competing interests.
Footnotes
Publisher’s Note
Springer Nature remains neutral with regard to jurisdictional claims in published maps and institutional affiliations.
Monique N. Rodríguez and Dana D. Colgan contributed equally to this work.
References
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Associated Data
This section collects any data citations, data availability statements, or supplementary materials included in this article.
Data Availability Statement
The datasets generated and/or analyzed during the current study are available in the Dryad Data Repository (10.5061/dryad.76hdr7t37).