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Beyond abstinence and relapse II: momentary relationships between stress, craving, and lapse within clusters of patients with similar patterns of drug use

Featured Paper of the Month – May 2021

Patterns of opioid and cocaine use in individual participants in the three arms of the study.

See full caption below. Click image to enlarge.

Published in Psychopharmacology by  Leigh V Panlilio, et al. in the NIDA IRP Real-world Assessment, Prediction, and Treatment Unit.

Summary

Despite the popular conception that people in treatment for opioid addiction either become abstinent or relapse into a spiral of continuous drug use, many actually continue using drugs to some intermediate degree. Some use drugs frequently, some use sporadically, and some use very rarely. In this paper, we show that groups of people who share similar patterns of use also tend to be alike in other ways. For example, we find that those who use sporadically are unusual in that they do not seem to be driven by drug craving, but tend to use simply because they were offered drugs. In contrast, craving typically does precede drug use in people who use frequently and also in those who only use very rarely. We also found differences in how people reacted to stressful events: craving generally increased when people were stressed, but this increase was greater in those who were using drugs frequently. These findings are helping us develop ways to discuss treatment outcome in clear and meaningful ways for the majority of people in treatment, given that, as we noted, the usual outcome is neither total abstinence nor ongoing near-continuous use. Beyond that, the findings could also eventually help inform personalized strategies for treatment augmentation.

Figure Caption: Patterns of opioid and cocaine use in individual participants in the three arms of the study. Each small cell represents the results of a single drug test, which could be negative for opioids and cocaine (gray), positive only for cocaine (black), positive only for opioids (orange),  positive for both opioids and cocaine (blue), or missing (white). Each row of tests represents the sequence of test results for one participant. Each larger block of sequences represents a cluster of participants who were identified as having similar patterns of use, or who left the study early (Dropout).

Publication Information

Panlilio, Leigh V; Stull, Samuel W; Bertz, Jeremiah W; Burgess-Hull, Albert J; Lanza, Stephanie T; Curtis, Brenda L; Phillips, Karran A; Epstein, David H; Preston, Kenzie L

Beyond abstinence and relapse II: momentary relationships between stress, craving, and lapse within clusters of patients with similar patterns of drug use Journal Article

In: Psychopharmacology, 2021, ISBN: 1432-2072.

Abstract | Links

@article{Panlilio:2021aa,
title = {Beyond abstinence and relapse II: momentary relationships between stress, craving, and lapse within clusters of patients with similar patterns of drug use},
author = {Leigh V Panlilio and Samuel W Stull and Jeremiah W Bertz and Albert J Burgess-Hull and Stephanie T Lanza and Brenda L Curtis and Karran A Phillips and David H Epstein and Kenzie L Preston},
url = {https://pubmed.ncbi.nlm.nih.gov/33558983/},
doi = {10.1007/s00213-021-05782-2},
isbn = {1432-2072},
year = {2021},
date = {2021-01-01},
urldate = {2021-01-01},
journal = {Psychopharmacology},
abstract = {Rationale
Given that many patients being treated for opioid-use disorder continue to use drugs, identifying clusters of patients who share similar patterns of use might provide insight into the disorder, the processes that affect it, and ways that treatment can be personalized.

Objectives and methods
We applied hierarchical clustering to identify patterns of opioid and cocaine use in 309 participants being treated with methadone or buprenorphine (in a buprenorphine–naloxone formulation) for up to 16 weeks. A smartphone app was used to assess stress and craving at three random times per day over the course of the study.

Results
Five basic patterns of use were identified: frequent opioid use, frequent cocaine use, frequent dual use (opioids and cocaine), sporadic use, and infrequent use. These patterns were differentially associated with medication (methadone vs. buprenorphine), race, age, drug-use history, drug-related problems prior to the study, stress-coping strategies, specific triggers of use events, and levels of cue exposure, craving, and negative mood. Craving tended to increase before use in all except those who used sporadically. Craving was sharply higher during the 90 min following moderate-to-severe stress in those with frequent use, but only moderately higher in those with infrequent or sporadic use.

Conclusions
People who share similar patterns of drug-use during treatment also tend to share similarities with respect to psychological processes that surround instances of use, such as stress-induced craving. Cluster analysis combined with smartphone-based experience sampling provides an effective strategy for studying how drug use is related to personal and environmental factors.},
keywords = {},
pubstate = {published},
tppubtype = {article}
}

Close

Rationale
Given that many patients being treated for opioid-use disorder continue to use drugs, identifying clusters of patients who share similar patterns of use might provide insight into the disorder, the processes that affect it, and ways that treatment can be personalized.

Objectives and methods
We applied hierarchical clustering to identify patterns of opioid and cocaine use in 309 participants being treated with methadone or buprenorphine (in a buprenorphine–naloxone formulation) for up to 16 weeks. A smartphone app was used to assess stress and craving at three random times per day over the course of the study.

Results
Five basic patterns of use were identified: frequent opioid use, frequent cocaine use, frequent dual use (opioids and cocaine), sporadic use, and infrequent use. These patterns were differentially associated with medication (methadone vs. buprenorphine), race, age, drug-use history, drug-related problems prior to the study, stress-coping strategies, specific triggers of use events, and levels of cue exposure, craving, and negative mood. Craving tended to increase before use in all except those who used sporadically. Craving was sharply higher during the 90 min following moderate-to-severe stress in those with frequent use, but only moderately higher in those with infrequent or sporadic use.

Conclusions
People who share similar patterns of drug-use during treatment also tend to share similarities with respect to psychological processes that surround instances of use, such as stress-induced craving. Cluster analysis combined with smartphone-based experience sampling provides an effective strategy for studying how drug use is related to personal and environmental factors.

Close

  • https://pubmed.ncbi.nlm.nih.gov/33558983/
  • doi:10.1007/s00213-021-05782-2

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  • HHS Vulnerability Disclosure
  • Freedom of Information Act
  • Document Viewing Tools
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