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Ecological Momentary Assessment of Self-Reported Kratom Use, Effects, and Motivations Among US Adults

Study authors Kirsten Smith and David Epstein

Study authors Kirsten Smith and David Epstein

Featured Paper of the Month – July 2024

Published in Jama Network Open by Kirsten Smith and David Epstein, et al. of the NIDA IRP Real-world Assessment, Prediction, and Treatment Unit.

Summary

This was the first-ever study to use real-time, app-based monitoring of patterns and consequences of kratom use, in 357 people who used kratom daily or almost daily.  Kratom products, which are legal in most US states, are used by millions of US adults for energy and for self-management of problems such as pain, depression, ADHD, and substance-use disorders.  Kratom’s bioactive alkaloids have actions including mu opioid partial agonism, kappa and delta opioid antagonism, alpha-2 adrenergic agonism, 5-HT1A agonism, and perhaps adenosinergic antagonism, along with a complex array of dopaminergic actions (some possibly antidopaminergic). In surveys, most regular consumers report considerable satisfaction and few adverse effects beyond physical dependence (which, per their reports, typically sounds no more disruptive than physical dependence on caffeine).  We monitored 13,501 kratom-use events (across 15 days per participant) to probe for unwanted effects that might be minimized in responses to retrospection-based surveys.  Our real-time findings were, instead, concordant with survey findings, dominated by satisfaction and successful integration of kratom use into daily responsibilities.  We used a statistical technique called clustering to divide participants into five data-driven categories reflecting lowest through highest frequencies of use per day, to assess whether the highest-use participants seemed to be losing control over their use.  Instead, it appeared that they had “titrated” their use (i.e., adjusted their dosage patterns) to match their goals.  Each of our five “clusters” mostly said that kratom was helping them with their daily responsibilities, not hindering them.  Kratom-associated problems were exception, not the rule, in this sample.  We view this dataset as a detailed picture of kratom use in consumers who have found the right products and dosage patterns for themselves.  It does not negate other aspects of the story of kratom; that story is complex, and we have published other papers on what happens when kratom use goes badly.  The data in this paper, however, provide the most extensive available real-time assessment of what may be called instrumental use: use of a potentially addictive drug for a specific purpose, successfully, with benefits appearing to outweigh problems, at least during the time frame assessed.

Publication Information

Smith, Kirsten E; Panlilio, Leigh V; Feldman, Jeffrey D; Grundmann, Oliver; Dunn, Kelly E; McCurdy, Christopher R; Garcia-Romeu, Albert; Epstein, David H

Ecological Momentary Assessment of Self-Reported Kratom Use, Effects, and Motivations Among US Adults Journal Article

In: JAMA Netw Open, vol. 7, no. 1, pp. e2353401, 2024, ISSN: 2574-3805.

Abstract | Links

@article{pmid38277146,
title = {Ecological Momentary Assessment of Self-Reported Kratom Use, Effects, and Motivations Among US Adults},
author = {Kirsten E Smith and Leigh V Panlilio and Jeffrey D Feldman and Oliver Grundmann and Kelly E Dunn and Christopher R McCurdy and Albert Garcia-Romeu and David H Epstein},
url = {https://pubmed.ncbi.nlm.nih.gov/38277146/},
doi = {10.1001/jamanetworkopen.2023.53401},
issn = {2574-3805},
year = {2024},
date = {2024-01-01},
urldate = {2024-01-01},
journal = {JAMA Netw Open},
volume = {7},
number = {1},
pages = {e2353401},
abstract = {IMPORTANCE: Kratom products, which are sold legally in most of the US, contain alkaloids with opioidergic, adrenergic, and serotonergic activity. Millions of people use kratom to relieve pain, improve mood, or self-manage substance use disorders (SUDs). Kratom use has primarily been examined via surveys, in which recall biases among satisfied users may lead to minimization of transient negative outcomes. Further prospective study of kratom use, such as with ecological momentary assessment (EMA), is needed.

OBJECTIVE: To characterize proximal motivators, effects, and patterns of kratom use and to assess whether use frequency is associated with motivations, effects, past-year criteria for SUD for kratom (KUD), or other substance use.

DESIGN, SETTING, AND PARTICIPANTS: For this prospective cross-sectional study, an intensive longitudinal smartphone-based EMA in which participants' current behaviors and experiences were repeatedly sampled in real time was conducted between July 1 and October 31, 2022. Participants comprised a convenience sample of US adults who used kratom at least 3 days per week for at least 4 weeks at the time of online screening. Criteria for past-year KUD were based on the Diagnostic and Statistical Manual of Mental Disorders, Fifth Edition. Data analysis was performed between November 2022 and November 2023.

EXPOSURE: The exposure was 13 401 kratom-use events across 15 days.

MAIN OUTCOMES AND MEASURES: A baseline survey covering demographics, health, kratom attitudes and behaviors, use motivations, other substance use, and KUD was administered before EMA. Data for the following EMA entries were then collected: event-contingent entries for kratom use (product, dose, and proximal motivations), follow-up entries (short-term effects and consequences of use events), random-prompt entries (mood), beginning-of-day entries (effects of kratom on sleep), and end-of-day entries (daily subjective descriptions of kratom effects). Bayesian regression was used to estimate means and credible intervals.

RESULTS: A total of 357 participants completed the EMA. Their mean (SD) age was 38.0 (11.1) years; more than half were men (198 [55.5%]). Participants reported overall motivators of use on the baseline survey that involved managing psychiatric and SUD problems, but proximal motivators evaluated during the EMA involved situation-specific needs such as increasing energy and productivity and decreasing pain. Acute effects were considered congruent with daily obligations. Use patterns, despite having some distinguishing features, were generally similar in their motivators and effects; participants used kratom predominantly during the daytime and seemed to find use frequencies that suited their needs. Higher use patterns were associated with symptoms of physical dependence (eg, withdrawal or tolerance). Co-used substances included caffeine, nicotine, vitamins, and cannabis.

CONCLUSIONS AND RELEVANCE: Most participants in this study reported using kratom in a seemingly nonproblematic way. When such use appeared problematic, the key element was usually that withdrawal avoidance became a proximal motivator. Longitudinal studies examining changes in kratom use patterns and effects over time are needed.},
keywords = {},
pubstate = {published},
tppubtype = {article}
}

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IMPORTANCE: Kratom products, which are sold legally in most of the US, contain alkaloids with opioidergic, adrenergic, and serotonergic activity. Millions of people use kratom to relieve pain, improve mood, or self-manage substance use disorders (SUDs). Kratom use has primarily been examined via surveys, in which recall biases among satisfied users may lead to minimization of transient negative outcomes. Further prospective study of kratom use, such as with ecological momentary assessment (EMA), is needed.

OBJECTIVE: To characterize proximal motivators, effects, and patterns of kratom use and to assess whether use frequency is associated with motivations, effects, past-year criteria for SUD for kratom (KUD), or other substance use.

DESIGN, SETTING, AND PARTICIPANTS: For this prospective cross-sectional study, an intensive longitudinal smartphone-based EMA in which participants' current behaviors and experiences were repeatedly sampled in real time was conducted between July 1 and October 31, 2022. Participants comprised a convenience sample of US adults who used kratom at least 3 days per week for at least 4 weeks at the time of online screening. Criteria for past-year KUD were based on the Diagnostic and Statistical Manual of Mental Disorders, Fifth Edition. Data analysis was performed between November 2022 and November 2023.

EXPOSURE: The exposure was 13 401 kratom-use events across 15 days.

MAIN OUTCOMES AND MEASURES: A baseline survey covering demographics, health, kratom attitudes and behaviors, use motivations, other substance use, and KUD was administered before EMA. Data for the following EMA entries were then collected: event-contingent entries for kratom use (product, dose, and proximal motivations), follow-up entries (short-term effects and consequences of use events), random-prompt entries (mood), beginning-of-day entries (effects of kratom on sleep), and end-of-day entries (daily subjective descriptions of kratom effects). Bayesian regression was used to estimate means and credible intervals.

RESULTS: A total of 357 participants completed the EMA. Their mean (SD) age was 38.0 (11.1) years; more than half were men (198 [55.5%]). Participants reported overall motivators of use on the baseline survey that involved managing psychiatric and SUD problems, but proximal motivators evaluated during the EMA involved situation-specific needs such as increasing energy and productivity and decreasing pain. Acute effects were considered congruent with daily obligations. Use patterns, despite having some distinguishing features, were generally similar in their motivators and effects; participants used kratom predominantly during the daytime and seemed to find use frequencies that suited their needs. Higher use patterns were associated with symptoms of physical dependence (eg, withdrawal or tolerance). Co-used substances included caffeine, nicotine, vitamins, and cannabis.

CONCLUSIONS AND RELEVANCE: Most participants in this study reported using kratom in a seemingly nonproblematic way. When such use appeared problematic, the key element was usually that withdrawal avoidance became a proximal motivator. Longitudinal studies examining changes in kratom use patterns and effects over time are needed.

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  • https://pubmed.ncbi.nlm.nih.gov/38277146/
  • doi:10.1001/jamanetworkopen.2023.53401

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