Chronic pain among patients with opioid use disorder: Results from electronic health records data
Open accessAbstract
Purpose To examine the prevalence of comorbid chronic pain among patients with opioid use disorder (OUD) and to compare other comorbidities (substance use disorder (SUD), mental health disorders, health/disease conditions) among patients in four categories: no chronic pain (No Pain), OUD prior to pain (OUD First), OUD and pain at the same time (Same Time), or pain condition prior to OUD (Pain First).Methods Using an electronic health record (EHR) database from 2006-2015, the study assessed 5307 adult patients with OUD in a large healthcare system; 35.6% were No Pain, 9.7% were OUD First, 14.9% were Same Time, and 39.8% were Pain First.Results Most OUD patients (64.4%) had chronic pain conditions, and among them 61.8% had chronic pain before their first OUD diagnosis. Other SUDs occurred more frequently among OUD First patients than among other groups in terms of alcohol (33.4% vs. 25.4% for No Pain, 20.7% for Same Time, and 20.3% for Pain First), cocaine (19.0%, vs. 13.8%, 9.4%, 7.1%), and alcohol or drug-induced disorders. OUD First patients also had the highest rates of HIV (4.7%) and hepatitis C virus (HCV; 28.2%) among the four groups. Pain First patients had the highest rates of mental disorder (81.7%), heart disease (72.0%), respiratory disease (68.4%), sleep disorder (41.8%), cancer (23.4%), and diabetes (19.3%).Conclusions The alarming high rates of chronic pain conditions occurring before OUD and the associated severe mental health and physical health conditions require better models of assessment and coordinated care plans to address these complex medical conditions.
Integrity signals
Registry
Cites
Statistics
Claims the paper makes
0 of 3 cited sources checked · 0 supported · 0 flagged
- Findingown data
Groups with chronic pain, particularly Pain First, had higher rates of sleep disorder than the No Pain group.
“sleep disorder (41.8% vs. 6.7% vs. 21.4% vs. 15.7%)”
Quote in the paperNot a substantial claim - Findingown data
OUD First patients had the highest HIV rate (4.7%) among the four groups.
“OUD First patients also had the highest rates of HIV (4.7%)”
- Also stated in: § Co-morbid health conditions, HIV, and HCV · plain
“Among the four groups, the OUD First group had the highest HIV rate (4.7%)”
Quote in the paperNot a substantial claim - Also stated in: § Co-morbid health conditions, HIV, and HCV · plain
- Findingown data
Groups with chronic pain, particularly Pain First, had higher rates of respiratory disease than the No Pain group.
“respiratory disease (68.4% vs. 23.7% vs. 58.1% vs. 48.2%)”
Quote in the paperNot a substantial claim - Findingown data
OUD First patients had the highest rates of alcohol- or drug-induced disorders among the four groups.
“and alcohol or drug-induced disorders.”
- Also stated in: § Co-morbid substance use disorder and psychiatric diagnoses · plain
“This group also had the highest rates of alcohol- or drug-induced disorders.”
Quote in the paperNot a substantial claim - Also stated in: § Co-morbid substance use disorder and psychiatric diagnoses · plain
- Findingown data
The three groups with chronic pain had higher rates of mental disorders than the No Pain group.
“In general, the three groups with chronic pain conditions had higher rates of mental disorders in comparison to the No Pain group.”
Quote in the paperNot a substantial claim
- Findingown data
Pain First patients had the highest rate of diabetes (19.3%) among the four groups.
“and diabetes (19.3%).”
- Also stated in: § Co-morbid health conditions, HIV, and HCV · plain
“diabetes (19.3% vs. 6.6 % vs. 16.1% vs. 13.1%)”
Quote in the paperNot a substantial claim - Also stated in: § Co-morbid health conditions, HIV, and HCV · plain
- Findingown data
Approximately half of each chronic pain group had a depressive disorder.
“Approximately half of each of the groups with chronic pain suffered from a depressive disorder”
Quote in the paperNot a substantial claim - Findingown data
OUD First patients had the highest prevalence of alcohol, cocaine, and other drug use.
“The OUD First group had the highest prevalence rates of alcohol, cocaine, and other drug use (e.g., inhalants and phencyclidine).”
Quote in the paperNot a substantial claim - Findingown data
Among OUD patients who had chronic pain, 61.8% had chronic pain before their first OUD diagnosis.
“among them 61.8% had chronic pain before their first OUD diagnosis.”
- Also stated in: § Patient characteristics · plain
“with the majority (61.8%) having chronic pain before OUD.”
Quote in the paperNot a substantial claim - Also stated in: § Patient characteristics · plain
- Findingown data
Alcohol use disorder was more frequent in OUD First patients (33.4%) than in No Pain (25.4%), Same Time (20.7%), or Pain First (20.3%) patients.
“Other SUDs occurred more frequently among OUD First patients than among other groups in terms of alcohol (33.4% vs. 25.4% for No Pain, 20.7% for Same Time, and 20.3% for Pain First)”
Quote in the paperNot a substantial claim - Findingown data
Groups with chronic pain, particularly Pain First, had higher rates of cancer than the No Pain group.
“cancer (23.4% vs. 9.0% vs. 16.9% vs. 11.3%)”
Quote in the paperNot a substantial claim - Findingown data
Approximately 70% of the sample had a co-morbid mental health disorder.
“Approximately 70% of the sample had a co-morbid mental health disorder”
- Also stated in: § Discussion · plain
“mental disorders (70.9%)”
Quote in the paperNot a substantial claim - Also stated in: § Discussion · plain
- Findingown data
Pain First patients had the highest rate of respiratory disease (68.4%) among the four groups.
“respiratory disease (68.4%)”
- Also stated in: § Co-morbid health conditions, HIV, and HCV · plain
“respiratory disease (68.4% vs. 23.7% vs. 58.1% vs. 48.2%)”
Quote in the paperNot a substantial claim - Also stated in: § Co-morbid health conditions, HIV, and HCV · plain
- Findingown data
As hypothesized, the chronic pain groups (Pain First, OUD First, and Same Time) had greater rates of co-occurring psychiatric and medical conditions than the No Pain group.
“As hypothesized, this group, as well as the OUD First group and Same Time group, had greater rates of co-occurring psychiatric and medical conditions compared to the No Pain group.”
Quote in the paperSubstantial claim - Findingown data
More than 50% of the No Pain group had co-morbid psychiatric diagnoses.
“Even among the No Pain group, more than 50% had co-morbid psychiatric diagnoses.”
Quote in the paperNot a substantial claim - Findingown data
Cocaine use disorder was more frequent in OUD First patients (19.0%) than in No Pain (13.8%), Same Time (9.4%), or Pain First (7.1%) patients.
“cocaine (19.0%, vs. 13.8%, 9.4%, 7.1%)”
Quote in the paperNot a substantial claim - Findingown data
Pain First patients had the highest rate of cancer (23.4%) among the four groups.
“cancer (23.4%)”
- Also stated in: § Co-morbid health conditions, HIV, and HCV · plain
“cancer (23.4% vs. 9.0% vs. 16.9% vs. 11.3%)”
Quote in the paperNot a substantial claim - Also stated in: § Co-morbid health conditions, HIV, and HCV · plain
- Findingown data
The four groups were significantly different in all physical health conditions examined (p < 0.01), except STD and active HIV.
“The four groups were significantly different in all conditions examined (p < 0.01), except for STD and active HIV.”
Quote in the paperNot a substantial claim - Findingnone given
Pain First patients generally had higher rates of co-occurring medical problems than OUD First patients.
“The Pain First group had generally higher rates of co-occurring medical problems than did the OUD First group.”
Quote in the paperNot a substantial claim - Findingown data
Pain First patients had the highest rate of heart disease (72.0%) among the four groups.
“heart disease (72.0%)”
- Also stated in: § Co-morbid health conditions, HIV, and HCV · plain
“heart disease (72.0% in Pain First group vs. 26.8% in No Pain group vs. 59.6% in OUD First group vs. 57.2% in Same Time group)”
Quote in the paperNot a substantial claim - Also stated in: § Co-morbid health conditions, HIV, and HCV · plain
- Findingown data
The four groups differed significantly in all substances examined except sedative/hypnotic/anxiolytic use disorder.
“the four groups differed significantly (p < 0.01) in all substances examined except for sedative/hypnotic/anxiolytic use disorder”
Quote in the paperNot a substantial claim - Findingown data
Pain First patients had the highest rate of mental disorder (81.7%) among the four groups.
“Pain First patients had the highest rates of mental disorder (81.7%)”
Quote in the paperNot a substantial claim - Findingown data
Groups with chronic pain, particularly Pain First, had higher rates of diabetes than the No Pain group.
“diabetes (19.3% vs. 6.6 % vs. 16.1% vs. 13.1%)”
Quote in the paperNot a substantial claim - Findingown data
Pain First patients had the highest rate of sleep disorder (41.8%) among the four groups.
“sleep disorder (41.8%)”
- Also stated in: § Co-morbid health conditions, HIV, and HCV · plain
“sleep disorder (41.8% vs. 6.7% vs. 21.4% vs. 15.7%)”
Quote in the paperNot a substantial claim - Also stated in: § Co-morbid health conditions, HIV, and HCV · plain
- Findingown data
Groups with chronic pain, particularly Pain First, had higher rates of heart disease than the No Pain group.
“Relative to OUD patients without chronic pain conditions, groups with chronic pain (particularly the Pain First group) also demonstrated higher rates of physical health conditions or diseases, including heart disease (72.0% in Pain First group vs. 26.8% in No Pain group vs. 59.6% in OUD First group vs. 57.2% in Same Time group)”
Quote in the paperNot a substantial claim - Findingown data
Among patients with OUD, 64.4% also had a chronic pain condition.
“Most OUD patients (64.4%) had chronic pain conditions”
- Also stated in: § Patient characteristics · plain
“More than two-thirds (64.4%) of these OUD patients also had a chronic pain condition”
Quote in the paperSubstantial claim - Also stated in: § Patient characteristics · plain
- Findingown data
About 40% of each chronic pain group had mental disorders other than psychosis, depression, anxiety, or bipolar disorders.
“40% had mental disorders other than psychosis, depression, anxiety, or bipolar disorders”
Quote in the paperNot a substantial claim - Findingown data
About 40% of each chronic pain group had an anxiety disorder.
“40% had an anxiety disorder”
Quote in the paperNot a substantial claim - Findingown data
OUD First patients had the highest HCV rate (28.2%) among the four groups.
“and hepatitis C virus (HCV; 28.2%) among the four groups.”
- Also stated in: § Co-morbid health conditions, HIV, and HCV · plain
“The OUD First group also showed the highest rate of HCV (28.2%)”
Quote in the paperNot a substantial claim - Also stated in: § Co-morbid health conditions, HIV, and HCV · plain
- Findingnone given
The Pain First group demonstrated the highest rates of physical and mental health problems.
“The Pain First group demonstrated the highest rates of physical and mental health problems.”
Quote in the paperSubstantial claim - Findingown data
For groups with chronic pain, major pain diagnoses included spinal pain, joint pain, general or unspecific chronic pain, osteoarthrosis, and migraine.
“For the groups with chronic pain, major pain diagnoses included spinal pain, joint pain, general or unspecific chronic pain, osteoarthrosis, and migraine (see Table 2).”
Quote in the paperNot a substantial claim - Interpretationown data
The majority of patients with OUD developed OUD after chronic pain was present.
“The results show that the majority of patients with opioid use disorder developed this disorder following the presence of chronic pain.”
Quote in the paperSubstantial claim - Study design and conductreasoning
Because OUD diagnosis information came from the EHR, the study could not distinguish prescription from nonprescription opioid use or route of administration.
“because OUD diagnosis information was obtained from the EHR, we were not able to distinguish if prescription or nonprescription opioids were used or the route of administration.”
Quote in the paperNot a substantial claim
- May combine two claims. 20
- The quote only partly states this claim. 1
- Classified as probably not a substantial claim. 13
May combine two claims.
Findingown dataOUD First had the highest HCV rate (28.2%), followed by No Pain (17.8%), Same Time (16.1%), and Pain First (15.8%).
“The OUD First group also showed the highest rate of HCV (28.2%), followed by the No Pain group (17.8%), Same Time group (16.1%), and the Pain First group (15.8%).”
Quote in the paperNot a substantial claimMay combine two claims.
Findingown dataPain First and Same Time patients had the highest rate of sedative/hypnotic/anxiolytic use and the lowest rates of alcohol, cannabis, amphetamine, cocaine, and hallucinogen use disorders.
“The highest rate of sedative/hypnotic/anxiolytic use but lowest rates of alcohol, cannabis, amphetamine, cocaine, and hallucinogen use disorders were found in the Pain First group and the Same Time group.”
Quote in the paperNot a substantial claimMay combine two claims.
Findingown dataThe four groups significantly differed in prevalence of any mental disorder or each specific type of mental disorder (p < 0.01), with psychotic disorder as the only exception.
“the four groups also significantly differed in prevalence of any mental disorder or each specific type of mental disorder (p < 0.01) with only one exception, psychotic disorder.”
Quote in the paperNot a substantial claimMay combine two claims.
Findingown dataThe OUD sample was distributed as 35.6% No Pain, 9.7% OUD First, 14.9% Same Time, and 39.8% Pain First.
“35.6% were No Pain, 9.7% were OUD First, 14.9% were Same Time, and 39.8% were Pain First.”
Quote in the paperNot a substantial claimMay combine two claims.
Findingown dataNo Pain patients had the highest rate of amphetamine use and the lowest rate of tobacco use.
“The No Pain group had the highest rate of amphetamine use and the lowest rate of tobacco use.”
Quote in the paperNot a substantial claimMay combine two claims.
Findingown dataLiver disease rates were 15.9% in Pain First, 14.1% in No Pain, 24.5% in OUD First, and 15.1% in Same Time.
“liver diseases (15.9% vs. 14.1% vs. 24.5% vs. 15.1%)”
Quote in the paperNot a substantial claimThe quote only partly states this claim.
Findingown dataThe Pain First group consistently had the highest rates of mental disorders.
“with the highest rates consistently among the Pain First group.”
Quote in the paperNot a substantial claimMay combine two claims.
FindingreasoningOUD First patients generally had higher rates of other substance use disorders, similar to rates in the No Pain group.
“The OUD First group generally had higher rates of other substance use disorders, commensurate with rates in the No Pain group.”
Quote in the paperNot a substantial claimMay combine two claims.
Findingown dataThe study cohort comprised 5,307 OUD patients drawn from a healthcare system with 4.6 million patients.
“The study cohort included 5,307 patients who had OUD, out of the 4.6 million patients in the system.”
Quote in the paperNot a substantial claimMay combine two claims.
Findingown dataAmong the four groups, OUD First had the highest HIV rate (4.7%), while the other two groups had similar rates (1.7-2.7%).
“Among the four groups, the OUD First group had the highest HIV rate (4.7%), with the other two groups having a similar rate (1.7–2.7%).”
Quote in the paperNot a substantial claimProbably not a substantial claim: may not pass S3 (load-bearing). May combine two claims.
Findingown dataMost study patients were male, white, and had private insurance or paid for care themselves.
“Most study patients were male, white, and most had private insurance or paid for care themselves (Table 1).”
Quote in the paperNot a substantial claimMay combine two claims.
Findingown dataThe majority of patients (76.4%) in this general healthcare setting were white and had private insurance or resources to pay for care.
“the majority of patients (76.4%) in this general healthcare or medical setting were white and with private insurance or the resources to pay for their healthcare”
Quote in the paperNot a substantial claimMay combine two claims.
Findingown dataPrevalence rates of these major pain diagnoses were significantly different among the three chronic pain groups (p < .01), and were higher in Pain First than in OUD First or Same Time (p < .05).
“The prevalence rates in all these diagnoses were significantly different among the three groups with chronic pain (p < .01), and these rates were higher among the Pain First group than among the OUD First or Same Time groups (p < .05).”
Quote in the paperNot a substantial claimMay combine two claims.
Findingown dataCompared with other groups, No Pain patients were younger, fewer were employed, and more paid for care.
“Relative to the other groups, patients in the No Pain group were younger, fewer were employed, and more paid for care.”
Quote in the paperNot a substantial claimMay combine two claims.
Interpretationown dataParticipants were predominantly white patients living in Los Angeles, which may limit generalizability to patients in other regions.
“Participants were predominantly white patients living in the Los Angeles area of the United States, potentially limiting generalizability to patients in other regions.”
Quote in the paperNot a substantial claimProbably not a substantial claim: may not pass S3 (load-bearing).
Study design and conductnone givenVariation in physician documentation and health insurance requirements may introduce bias in the data captured.
“variation in physician documentation and health insurance requirements may introduce bias in the data that are captured.”
Quote in the paperNot a substantial claimClassified as probably not a substantial claim.
Study design and conductown dataSeparate multinomial logistic regression analyses tested group differences for each diagnostic measure, controlling for age, race, gender, and length of observation.
“Separate multinomial logistic regression analyses were conducted for each diagnostic measure to test group differences (using the No Pain group as the reference), controlling for age, race, gender, and length of observation.”
Quote in the paperSubstantial claimProbably not a substantial claim: may not pass S3 (load-bearing).
PremisecitationStudies of healthcare claims data show that the most challenging and costliest OUD patients had high rates of preexisting and concurrent medical comorbidities and mental health disorders.
“Similarly, studies of healthcare claims data reveal that the most challenging and costliest OUD patients had high rates of preexisting and concurrent medical comorbidities and mental health disorders (Shei et al., 2015).”
Quote in the paperNot a substantial claim0 of 1 sources checked- cites Shei et al., 2015 source
Not checked in the free run.
May combine two claims.
Interpretationown dataRates of co-occurring chronic pain (64.4%) and mental disorders (70.9%) appear higher than most rates reported in the literature for OUD, often heroin use disorder, treated in public settings.
“Somewhat surprising is that the rates of co-occurring chronic pain conditions (64.4%) and mental disorders (70.9%) appear even higher than most rates reported in the literature in connection with OUD, often heroin use disorder, treated in public settings.”
Quote in the paperSubstantial claim- Rests on an assumption: Most knowledge of OUD, including medical conditions among patients in publicly funded programs, is based on self-reports from individuals treated in publicly funded addiction specialty programs.
Probably not a substantial claim: may not pass S3 (load-bearing). May combine two claims.
Study design and conductreasoningClinical data were initially recorded for clinical reasons rather than research, so their accuracy may be lower than research data.
“The clinical data were initially recorded for clinical reasons and not specifically for research purposes, so the accuracy of the data may be less than that collected for research purposes.”
Quote in the paperNot a substantial claimClassified as probably not a substantial claim.
Study design and conductown dataBecause the four groups differed significantly in age, race, and gender, these measures were included as controls in subsequent analyses.
“Given that the four groups differed significantly in age, race, and gender, these measures were included in subsequent analyses as controls.”
Quote in the paperSubstantial claimClassified as probably not a substantial claim.
Study design and conductcitationChronic pain codes followed the list provided by the Centers for Disease Control and Prevention.
“Codes for conditions that cause chronic pain follow the list provided by the Centers for Disease Control and Prevention (CDC, 2013).”
Quote in the paperSubstantial claim0 of 1 sources checked- cites CDC, 2013
Not checked in the free run.
Probably not a substantial claim: may not pass S3 (load-bearing). May combine two claims.
PremisecitationComorbid OUD and chronic pain complicates treatment decision-making, predicts poor outcomes, and increases healthcare costs.
“Comorbid OUD and chronic pain complicates treatment decision-making, predicts poor outcomes, and increases healthcare costs (Trafton, Oliva, Horst, Minekl, & Humphreys, 2004).”
Quote in the paperNot a substantial claim0 of 1 sources checked- cites Trafton, Oliva, Horst, Minekl, & Humphreys, 2004
Not checked in the free run.
Classified as probably not a substantial claim.
Study design and conductreasoningICD-9 codes for pain-related, psychiatric, and physical health domains were determined by extensive literature review, CMS documents, and expert reviews.
“For each of these domains, ICD-9 codes were determined by an extensive review of the literature providing relevant ICD-9 codes, searching and confirming with documents provided by the Centers for Medicare & Medicaid Services (CMS), and expert reviews.”
Quote in the paperSubstantial claimProbably not a substantial claim: may not pass S3 (load-bearing). May combine two claims.
Study design and conductreasoningMislabeling of people without OUD and under-recognition of true OUD could affect the true prevalence of OUD in the sample.
“Both mislabeling of people who do not actually have OUD and under-recognition of true OUD diagnoses could affect the true prevalence of OUD in the sample.”
Quote in the paperNot a substantial claimProbably not a substantial claim: may not pass S3 (load-bearing).
Study design and conductreasoningBecause addiction can be under-recognized in the EHR, some patients in the Pain First group may actually belong in the OUD First group.
“Since addiction can be under-recognized in the EHR, it is possible that a subset of patients may not have been identified as having an OUD; thus, there may be some patients in the Pain First group that may actually belong in the OUD First group.”
Quote in the paperNot a substantial claimMay combine two claims.
Study design and conductown dataThe study lacked information about patient diagnoses outside the system and could not ascertain a new OUD diagnosis except as the first OUD diagnosis in the healthcare system.
“we do not have the information about patient diagnoses outside the system in our study and therefore are unable to ascertain the new OUD diagnosis except that it’s the first OUD diagnosis in the healthcare system under study.”
Quote in the paperSubstantial claimMay combine two claims.
Interpretationown dataOUD is similarly associated with high or even higher morbidity among patients in the private sector as in the public sector, putting them at high risk for mortality.
“This study demonstrated that regardless of demographic differences, OUD is similarly associated with high (or even higher) morbidity among patients in the private sector as in the public sector, which put them at high risk for mortality.”
Quote in the paperSubstantial claim- Rests on an assumption: Most knowledge of OUD, including medical conditions among patients in publicly funded programs, is based on self-reports from individuals treated in publicly funded addiction specialty programs.
Classified as probably not a substantial claim.
Study design and conductreasoningLength of observation was included as an additional control to avoid potential bias from differential observation periods across groups.
“To avoid potential bias due to differential observation periods by the four groups, the length of observation (first visit to last visit, as indicated by the records) was also included as an additional control variable.”
Quote in the paperSubstantial claimClassified as probably not a substantial claim.
Study design and conductreasoningThe findings depend on the extent, accuracy, and validity of the EHR data.
“Our findings are dependent on the extent, accuracy, and validity of the data available in the EHR dataset.”
Quote in the paperSubstantial claim
The paper relies on this without support.
There is limited knowledge about chronic pain conditions, other co-morbid health and mental health conditions, and healthcare utilization among OUD patients treated in general medical or healthcare systems.
“There is limited knowledge about chronic pain conditions, other co-morbid health and mental health conditions, and healthcare utilization among OUD patients treated in general medical or healthcare systems.”
The paper relies on this without support.
Most knowledge of OUD, including medical conditions among patients in publicly funded programs, is based on self-reports from individuals treated in publicly funded addiction specialty programs.
“Most knowledge of OUD is based on self-reports from individuals treated in publicly funded addiction specialty programs.”
“medical conditions among OUD patients treated in publicly funded programs are mostly based on self-report”
The paper relies on this without support.
EHR systems represent a new but underutilized research resource that allows OUD and related physical and mental health conditions to be studied in general healthcare systems.
“EHR systems represent a new but underutilized research resource that allows OUD and related physical and mental health conditions to be studied in general healthcare systems.”
The paper relies on this without support.
The relationship between chronic pain and OUD and the time course of the two is complex; chronic pain may precede prescription opioid use and addiction or may develop after OUD.
“The relationship between chronic pain and OUD and the time course of the two is complex; chronic pain may precede prescription opioid use and addiction or may develop after OUD, either as an expected health condition or as a consequence of OUD.”
The paper relies on this without support.
Individuals with chronic pain often take opioids to relieve pain, and opioid therapy is the most commonly prescribed treatment for severe chronic pain, even though long-term opioid therapy remains controversial for chronic non-cancer pain.
“individuals with chronic pain often take opioids to relieve pain, and opioid therapy is the most commonly prescribed treatment for severe chronic pain, even though long-term opioid therapy remains controversial for chronic non-cancer pain due to its questionable efficacy and association with opioid misuse and use disorders in some individuals.”
The paper relies on this without support.
Screening for drug use is not mandated in primary care and some other medical settings.
“because screening for drug use is not mandated in primary care and some other medical settings”
Claims other papers make about this one
Each is checked against this paper’s own text: does it say what the citing paper says it does?
Between 65% and 75% of patients with OUD suffer from chronic pain, which is frequently comorbid with anxiety, depression, and trauma.
“In addition, between 65% and 75% of patients with OUD suffer from chronic pain, which is in turn frequently co-morbid with anxiety, depression, and trauma 4,5.”
From Effects of a trauma-informed mindful recovery program on comorbid pain, anxiety, and substance use during primary care buprenorphine treatment: A proof-of-concept study (2023) · cites this paper as [5]
The Results (Patient characteristics; page not provided) report chronic pain in 64.4% of patients with OUD, approximately the lower end of the claimed range but below 65%. The Results (Co-morbid substance use disorder and psychiatric diagnoses; page not provided) report frequent depression and anxiety among the groups with chronic pain. Our copy does not establish that trauma is frequently comorbid. (LLM, conf=0.88)
Experimental — accuracy not yet measuredThere is a high risk of transitioning to illicit drugs if opioids are stopped abruptly in individuals with chronic pain preceding opioid use disorder.
“Recent data shows alarming rates of chronic pain preceding the onset of OUD, associated with high rates of mental disorders (81.7%), suggesting a high risk of transitioning to illicit drugs if stopped abruptly (34).”
From A Biopsychosocial Overview of the Opioid Crisis: Considering Nutrition and Gastrointestinal Health (2019) · cites this paper as [34]
Chronic pain preceding the onset of opioid use disorder is associated with high rates of mental disorders (81.7%).
“Recent data shows alarming rates of chronic pain preceding the onset of OUD, associated with high rates of mental disorders (81.7%), suggesting a high risk of transitioning to illicit drugs if stopped abruptly (34).”
From A Biopsychosocial Overview of the Opioid Crisis: Considering Nutrition and Gastrointestinal Health (2019) · cites this paper as [34]
Self-check
Percentages, sums and reported differences re-computed from the paper’s own numbers.
Each contradiction between two passages listed here was confirmed by an independent check.
Pain preceded OUD in fewer than half of all patients
MajorThe discussion says a majority of patients developed OUD after chronic pain, but the Pain First group accounts for only 39.8% of the OUD cohort. The 61.8% figure applies only to patients who had both OUD and chronic pain.
“The results show that the majority of patients with opioid use disorder developed this disorder following the presence of chronic pain.”
“35.6% were No Pain, 9.7% were OUD First, 14.9% were Same Time, and 39.8% were Pain First.”
Cites
CDC Guideline for Prescribing Opioids for Chronic Pain—United States, 2016
Dowell, D., Haegerich, T. M., & Chou, R. (2016) · JAMA · doi:10.1001/jama.2016.1464 · Cited by 5,161 · see citing works
CDC Guideline for Prescribing Opioids for Chronic Pain — United States, 2016
Dowell, D., Haegerich, T. M., & Chou, R. (2016) · MMWR. Recommendations and Reports · doi:10.15585/mmwr.rr6501e1 · Cited by 2,697 · see citing works
Opioid Epidemic in the United States
Manchikanti, L. (2012) · Pain Physician · doi:10.36076/ppj.2012/15/es9 · Cited by 1,180 · see citing works
Conway, K. P., Compton, W., Stinson, F. S., & Grant, B. F. (2006) · The Journal of Clinical Psychiatry · doi:10.4088/jcp.v67n0211 · Cited by 934 · see citing works
Degenhardt, L. J., Whiteford, H., Ferrari, A. J., Baxter, A. J., Charlson, F., Hall, W., Freedman, G., Burstein, R., Johns, N. E., Engell, R. E., et al. (2013) · The Lancet · doi:10.1016/s0140-6736(13)61530-5 · Cited by 849 · see citing works
Psychiatric and Substance Use Comorbidity Among Treatment-Seeking Opioid Abusers
Brooner, R. K. (1997) · Archives of General Psychiatry · doi:10.1001/archpsyc.1997.01830130077015 · Cited by 737 · see citing works
Rosenblum, A. (2003) · JAMA · doi:10.1001/jama.289.18.2370 · Cited by 523 · see citing works
Psychoactive substance use and the risk of motor vehicle accidents
Movig, K. L. L., Mathijssen, M., Nagel, P., van Egmond, T., de Gier, J. J., Leufkens, H. G. M., & Egberts, T. C. G. (2003) · Accident Analysis & Prevention · doi:10.1016/s0001-4575(03)00084-8 · Cited by 342 · see citing works
CDC guideline for prescribing opioids for chronic pain
Haegerich, T. M., Dowell, D., & Tauben, D. J. (2016) · Cited by 331 · see citing works
Long-Term Course of Opioid Addiction
Hser, Y.-I., Evans, E., Grella, C., Ling, W., & Anglin, D. (2015) · Harvard Review of Psychiatry · doi:10.1097/hrp.0000000000000052 · Cited by 299 · see citing works
Self-citationCurtailing Diversion and Abuse of Opioid Analgesics Without Jeopardizing Pain Treatment
Volkow, N. D. (2011) · JAMA · doi:10.1001/jama.2011.369 · Cited by 213 · see citing works
Persistent pain is associated with substance use after detoxification: a prospective cohort analysis
Larson, M. J., Paasche‐Orlow, M., Cheng, D. M., Lloyd‐Travaglini, C., Saitz, R., & Samet, J. H. (2007) · Addiction · doi:10.1111/j.1360-0443.2007.01759.x · Cited by 204 · see citing works
Trafton, J. A., Oliva, E. M., Horst, D., Minkel, J. D., & Humphreys, K. N. (2003) · Drug and Alcohol Dependence · doi:10.1016/j.drugalcdep.2003.08.007 · Cited by 191 · see citing works
Substance Use, Injury, and Risk‐Taking Dispositions in the General Population
CHERPITEL, C. J. S. (1999) · Alcoholism Clinical and Experimental Research · doi:10.1111/j.1530-0277.1999.tb04032.x · Cited by 118 · see citing works
Substance Use, Injury, and Risk-Taking Dispositions in the General Population
CHERPITEL, C. J. S. (1999) · Alcoholism Clinical and Experimental Research · doi:10.1097/00000374-199901000-00017 · Cited by 107 · see citing works
An Analysis of Heavy Utilizers of Opioids for Chronic Noncancer Pain in the TROUP Study
Edlund, M. J., Martin, B. C., Fan, M.-Y., Braden, J. B., DEVRIES, A. R., & Sullivan, M. D. (2010) · Journal of Pain and Symptom Management · doi:10.1016/j.jpainsymman.2010.01.012 · Cited by 95 · see citing works
Pain conditions among veterans with schizophrenia or bipolar disorder.
Birgenheir, D. G., Ilgen, M., Bohnert, A., Abraham, K. M., Bowersox, N. W., Austin, K. L., & Kilbourne, A. (2013) · General Hospital Psychiatry · doi:10.1016/j.genhosppsych.2013.03.019 · Cited by 78 · see citing works
Tai, B. (2012) · Substance Abuse and Rehabilitation · doi:10.2147/sar.s22575 · Cited by 64 · see citing works
The Timing of Onset of Pain and Substance Use Disorders
Ilgen, M. A., Perron, B. E., Czyz, E. K., McCammon, R. J., & Trafton, J. A. (2010) · American Journal on Addictions · doi:10.1111/j.1521-0391.2010.00065.x · Cited by 33 · see citing works
Big Data In Health: A New Era For Research And Patient Care
Weil, A. R. (2014) · Health Affairs · doi:10.1377/hlthaff.2014.0689 · Cited by 29 · see citing works
Thomas, D., Frascella, J., Hall, T. K., Smith, W., Compton, W. M., Koroshetz, W. J., Briggs, J. P., Grady, P., Somerman, M. J., & Volkow, N. D. (2014) · Journal of Internal Medicine · doi:10.1111/joim.12345 · Cited by 26 · see citing works
Characteristics of high-cost patients diagnosed with opioid abuse
Shei, A., Rice, J. B., Kirson, N. Y., Bodnar, K., Enloe, C. J., Birnbaum, H. G., Holly, P., & Ben-Joseph, R. (2015) · Journal of Managed Care & Specialty Pharmacy · doi:10.18553/jmcp.2015.21.10.902 · Cited by 23 · cited 1× · see citing works
“Similarly, studies of healthcare claims data reveal that the most challenging and costliest OUD patients had high rates of preexisting and concurrent medical comorbidities and mental health disorders (Shei et al., 2015).”
BackgroundGoldstick, J. E., Stoddard, S. A., Carter, P. M., et al. (2016) · The American Journal of Drug and Alcohol Abuse · doi:10.1080/00952990.2016.1174707 · Cited by 20 · see citing works
Ghitza, U. E., Gore‐Langton, R. E., Lindblad, R., et al. (2015) · Frontiers in Psychiatry · doi:10.3389/fpsyt.2015.00033 · Cited by 12 · see citing works
Patient registries for substance use disorders
Tai, B., Lindblad, R., VanVeldhuisen, P., Hu, L., Ghitza, U. E., & Sparenborg, S. (2014) · Substance Abuse and Rehabilitation · doi:10.2147/sar.s64977 · Cited by 8 · see citing works
Flagged first, then by citations
Cited by
Sorted by citations
John, W. S., & Wu, L.-T. (2020) · Drug and Alcohol Dependence · doi:10.1016/j.drugalcdep.2020.107902 · Cited by 83 · see citing works
Clinical Management of Opioid Withdrawal.
Torres‐Lockhart, K. E., Lu, T. Y., Weimer, M. B., Stein, M. R., & Cunningham, C. O. (2022) · Addiction · doi:10.1111/add.15818 · Cited by 57 · see citing works
A Biopsychosocial Overview of the Opioid Crisis: Considering Nutrition and Gastrointestinal Health
Wiss, D. A. (2019) · Frontiers in Public Health · doi:10.3389/fpubh.2019.00193 · Cited by 41 · see citing works
Andersson, H. W., Mosti, M. P., & Nordfjaern, T. (2023) · BMC Psychiatry · doi:10.1186/s12888-023-04632-z · Cited by 35 · see citing works
Schuman‐Olivier, Z., Fatkin, T., Creedon, T. B., Samawi, F., Moore, S. K., Okst, K., Fredericksen, A. (., Oxnard, A. (., Roll, D., Smith, L., et al. (2023) · The American Journal on Addictions · doi:10.1111/ajad.13364 · Cited by 15 · see citing works
- Authors
- Hser, Y.-I., Mooney, L. J., Saxon, A. J., Miotto, K., Bell, D. S., & Huang, D.
- Affiliations
- University of California, Los Angeles (US)
- VA Puget Sound Health Care System (US)
- Corresponding author
- Hser, Yih-Ing
- Venue
- Journal of Substance Abuse Treatment
- Publisher
- Elsevier BV
- Published
- 2017-06
- Volume
- 77
- Pages
- 26-30
- ISSN
- 0740-5472 (ISSN-L)
- PMC
- PMC5424616
- OpenAlex
- W2594687469
- Cited by
- 222
- References
- 25
- Citations by year
- 2026: 23 · 2025: 27 · 2024: 36 · 2023: 29 · 2022: 32 · 2021: 34 · 2020: 13 · 2019: 13 · 2018: 12 · 2017: 3
- FWCI
- 10.49
- Type
- journal article
- Language
- en
- Open access
- green
- www.ncbi.nlm.nih.gov
- Locations
- Journal of Substance Abuse Treatment (publishedVersion)
- PubMed (publishedVersion)
- Europe PMC (PubMed Central) (acceptedVersion)
- PubMed Central (acceptedVersion)
- eScholarship (California Digital Library) (submittedVersion)
- Funders
- National Institutes of Health (5p30da016383-10, UL1TR001881)
- National Institute on Drug Abuse (P30-DA016383, HHSN271201400028C)
- National Center for Advancing Translational Sciences
- Topics
- Health Sciences › Medicine › Public Health, Environmental and Occupational Health › Opioid Use Disorder Treatment
- Health Sciences › Medicine › Epidemiology › Substance Abuse Treatment and Outcomes
- Health Sciences › Medicine › Anesthesiology and Pain Medicine › Pain Management and Opioid Use
- Keywords
- chronic pain, opioid use disorder, comorbidities, substance use disorders, mental illness, alcoholism, cocaine dependence, HIV, hepatitis C virus, heart disease, sleep disorders, cancer, diabetes mellitus, care coordination
- MeSH terms
- Adult, Mental Disorders, Female, Humans, Male, Middle Aged, Opioid-Related Disorders, Comorbidity, Prevalence, Substance-Related Disorders, Electronic Health Records, Chronic Pain
About these checks
Registry, retraction, Cites and statistics results are computed, not judged, with one exception: a printed reference that no index lists is read once by a model before it counts as a citation error. Claims are extracted by a model and kept only when their quote appears verbatim in the text; each cited source is then checked, with a model’s help, for whether it says what the claim relies on. Those verdicts can be wrong — read the claim’s quote and the cited source before relying on one.
Claims read by deepseek-v4.1-flash under definition version 3 (extract-v3) on 2026-09-28.
Classified by jev-1.13-20260917 (gold-guideline-v0.2) on 2026-09-28.
Statistics and arithmetic are recomputed, not judged.
Confidence bands are shown only for fields calibrated on our annotated test set. None is calibrated yet, so no band is shown.
What counts as a claim ›How we measure confidence ›How we check this ›
Are you an author, or do you see a problem with this page? Request a review