This systematic review (s=32) of healthy adult volunteers examined the pharmacokinetics of LSD, psilocybin, DMT, mescaline and 5-MeO-DMT. It found that LSD and psilocybin showed dose-related peak levels, while oral and intravenous DMT differed in ways that may matter clinically.
Introduction
Despite renewed investigations into classical psychedelic compounds, their pharmacokinetic profiles remain incompletely understood.
Methods
This systematic review collated data from healthy adult volunteers on the pharmacokinetic properties of lysergic acid diethylamide (LSD), psilocybin, dimethyltryptamine (DMT), mescaline, and 5-methoxy-N,N-dimethyltryptamine (5-MEO-DMT).
Results
We identified 32 eligible trials. LSD was the most studied compound, followed by DMT, split between intravenous (IV) and oral formulations. Psilocybin was also frequently studied. Mescaline was reported in two trials, with IV LSD, IV psilocybin, inhalation 5-MEO-DMT, and intranasal 5-MEO-DMT reported in single studies. Key findings include dose proportional Cmax values for LSD and psilocybin, alongside differences between oral and IV formulations of DMT that may be clinically significant.
Discussion
This systematic review highlights key variations in absorption, distribution, and elimination between the studied compounds that may have important implications in both clinical and research settings.
Papers cited by this study that are also in Blossom
Arikci, D., Holze, F., Mueller, L. et al. · Clinical Pharmacology and Therapeutics (2025)
Becker, A. M., Humbert-Droz, M., Mueller, L. et al. · Clinical Pharmacology and Therapeutics (2025)
Brown, R. T., Nicholas, C. R., Cozzi, N. V. et al. · Clinical Pharmacokinetics (2017)
Callaway, J. C., Mckenna, D. J., Grob, C. S. et al. · Journal of Ethnopharmacology (1999)
Classical psychedelics are serotonergic compounds with a long history of human use and a renewed role in modern clinical research. However, the pharmacokinetic properties of the main compounds remain incompletely characterised, and the existing literature has been fragmented across compound-specific reviews and a limited number of studies. The paper notes that understanding absorption, distribution, metabolism, and elimination is important because these features shape both subjective effects and practical considerations for clinical use. Hampsey and colleagues therefore set out to provide a systematic review of the pharmacokinetics of the main classical serotonergic psychedelics in healthy adults. Their aim was to synthesise available blood-based pharmacokinetic data for LSD, psilocybin/psilocin, DMT, mescaline, and 5-MeO-DMT, and to compare compounds and routes of administration where the evidence allowed. The review was framed as timely given the increasing number of clinical trials and the prospect of regulatory decisions for some psychedelics.
The researchers conducted a PRISMA-guided systematic review, which was also pre-registered on PROSPERO. They searched Embase, Medline, Global Health, and APA PsycINFO, and also used Google Scholar and reference lists of included papers. The search covered studies up to 1 October 2023, followed by supplementary searches from 1 October 2023 to 1 September 2025. There were no restrictions on publication region, language, or format. Eligible reports were prospective trials in healthy adults over 18 years of age that administered a single classical psychedelic substance and reported at least one blood pharmacokinetic parameter. The substances included LSD, N,N-DMT, 5-MeO-DMT, psilocybin, and mescaline. The review excluded studies with coadministered compounds, participants with psychiatric conditions, medical illnesses, or substance misuse, reports not available in English, and studies reporting only urinary or saliva measurements. The screening process used Rayyan, with duplicates removed in a staged fashion and eligibility assessed in two stages by pairs of independent, blinded raters. Data extraction was also performed independently by paired reviewers using a predefined proforma, with disagreements resolved by a third rater. The researchers extracted standard pharmacokinetic outcomes, including C max (maximum concentration), T max (time to peak concentration), half-life, clearance, volume of distribution, and AUC (area under the concentration-time curve). Missing data were not imputed. If dose was reported as mg/kg, it was converted to mg using an assumed 70 kg body weight, and other measures were standardised to common units where possible. For the quantitative presentation, the researchers used Python-based tools for data handling and visualisation. Confidence intervals for the dose-proportionality analyses were generated using bootstrapping with 1000 iterations, and regression lines with confidence bands were overlaid on scatterplots. The extracted text does not clearly describe a formal risk-of-bias tool or a full meta-analytic pooling model beyond these descriptive and regression-based summaries.
The review included 32 eligible trials. LSD was the most studied compound, followed by DMT, which was represented in both intravenous and oral forms. Psilocybin was also frequently studied. Mescaline appeared in only two eligible studies, and 5-MeO-DMT was represented by two trials, one inhaled and one intranasal. IV LSD and IV psilocybin were each reported in a single trial arm. For oral LSD, the review identified 431 administrations across 23 trial arms. Sample sizes ranged from 3 to 39 participants, with 59.5% male participants overall. Doses ranged from 0.005 to 0.200 mg. C max ranged from 0.151 to 4.30 ng/mL, T max from 0.5 to 2.0 hours, and half-life from 2.5 to 8.25 hours. AUC and clearance values showed wide ranges, and the authors noted substantial interindividual variability. For oral psilocybin, which was discussed in terms of psilocin exposure, there were 220 administrations across 12 trial arms. Sample sizes ranged from 6 to 32, with 65.0% male participants. Doses ranged from 11.9 to 46.9 mg. Psilocin C max ranged from 8.2 to 37.6 ng/mL, T max from 1.3 to 3.7 hours, and half-life from 1.8 to 3 hours. Compared with LSD, psilocin showed more rapid elimination, although variability in peak concentrations remained marked. IV DMT was administered 254 times across 16 trial arms, with sample sizes ranging from 5 to 27 and 55.4% male participants. Session durations were much shorter than for oral psychedelics, ranging from 2 to 10 hours. The review notes that IV dosing could be delivered as a continuous infusion, a bolus, or both. The results text does not provide one consolidated set of numerical ranges for all IV DMT parameters in the same way as for the oral compounds, but it states that peak plasma concentrations increased proportionally with infusion rate and that the elimination half-life was short. Oral DMT was reported 63 times across 5 trial arms. Sample sizes ranged from 8 to 15 and 77.4% of analysed participants were male. Doses ranged from 35.5 to 217 mg. C max ranged from 4.50 to 17.4 ng/mL, T max from 1.14 to 1.79 hours, and half-life from 0.52 to 4.32 hours. Clearance and volume of distribution were very large and variable, reflecting the complexities of oral bioavailability. Mescaline was reported in only two studies, with 96 administrations across 6 trial arms. Each arm had 16 participants, sex was balanced at 50%, and mean age was 31.7 years. Doses ranged from 100 to 800 mg. Mescaline C max ranged from 298 to 1721 ng/mL, T max from 1.6 to 2.3 hours, and half-life from 3.5 to 3.7 hours. The authors highlighted the very limited size of this evidence base. Two studies examined 5-MeO-DMT. One inhalation study included 22 participants in a 4-arm escalating dose design, and one intranasal study included 31 participants in a 7-arm escalating dose design. For intranasal 5-MeO-DMT, doses ranged from 1 to 12 mg, C max from 5.90 to 32.3 ng/mL, T max from 0.07 to 0.25 hours, and half-life from 0.25 to 0.44 hours. The inhalation study reported only C max, which ranged from 0.20 to 0.97 ng/mL. Overall, the available data suggested very rapid onset and elimination. For the single IV LSD tartrate arm, 0.080 mg slow infusion produced a median C max of 5.94 ng/mL at 0.16 hours, with a half-life of 3.8 hours and clearance of 4.7 L/hour. For the single IV psilocybin arm, 1.00 mg bolus dosing produced psilocin C max of 12.9 ng/mL at 0.03 hours, with a half-life of 1.24 hours and clearance of 187.6 L/hour. These were small, experimental samples rather than established clinical regimens. Across compounds, the authors report that LSD showed consistent absorption patterns but substantial interindividual variability in most pharmacokinetic parameters. Psilocybin/psilocin was characterised by faster elimination than LSD, with extensive tissue distribution. IV DMT showed a short half-life and a dose-response relationship between infusion rate and peak concentration. Oral DMT differed substantially from IV DMT and was described as especially variable because oral absorption depends on monoamine oxidase inhibition. Mescaline had slower peak effects and a longer session duration than LSD or psilocin, while 5-MeO-DMT showed very rapid peak concentrations and elimination.
The authors interpret the findings as showing meaningful differences in absorption, distribution, and elimination across the main classical psychedelics, with important implications for both research and clinical use. They describe LSD as having a broadly consistent absorption profile but high interindividual variability, which they suggest may partly reflect pharmacogenetic differences in metabolic capacity. They also note that psilocybin/psilocin appears to clear more rapidly than LSD, DMT has a much shorter half-life than LSD, and mescaline and 5-MeO-DMT each have distinct kinetic profiles that may influence the duration and intensity of their effects. Relative to earlier research, the authors state that their review provides a more comprehensive synthesis than previous narrative or compound-specific reviews. They highlight that oral DMT is difficult to characterise accurately because its bioavailability depends on monoamine oxidase inhibition and because coadministration frequently induces emesis, which complicates pharmacokinetic estimation. They also point out that mescaline remains the least studied of the classical psychedelics in contemporary clinical research, despite its historical importance. The authors acknowledge several limitations. The evidence base was small for some compounds, especially mescaline and 5-MeO-DMT, and some formulations were represented by only a single trial arm. The studies were mostly small, with variable sample sizes, dose ranges, and session durations. The extracted text also indicates that not all studies reported the full set of pharmacokinetic parameters, particularly for some DMT and inhaled 5-MeO-DMT data. The authors further note that the high variability observed across compounds and participants limits generalisability. In terms of implications, the authors suggest that understanding these pharmacokinetic differences may be useful as psychedelics move towards licensing decisions and broader clinical implementation. They imply that route of administration and compound selection may need to be considered carefully in both trial design and future therapeutic use. They also indicate that larger studies, including planned patient trials for 5-MeO-DMT, will be needed to clarify the pharmacokinetics and practical significance of several compounds.
The authors conclude that their systematic review provides an up-to-date and comprehensive synthesis of pharmacokinetic data for the main classical serotonergic psychedelics in healthy adults. They state that the comparisons across compounds and routes of administration may help readers judge whether, and how, these drugs could have clinical applicability as the field moves towards regulatory decisions.
We followed established Preferred Reporting Items for Systematic Reviews and Meta-Analysis (PRISMA) methodology for this review (Figure). Search results (n = 3288) were imported to the Rayyan platform. Records that were 100% identical after text normalisation based on title, abstract text, author, and year were removed automatically (n = 253). Rayyan identified additional potential duplicates based on ⩾90% similarity between title, abstract text, and year, which were decided manually (n = 494) by one reviewer (EH), leaving 2541 for screening. Screening was completed in two stages by pairs of independent, blinded raters (EH, KM, and MK). Ineligible records were removed based on topic, study design, population, and the presence of obvious exclusion criteria (n = 2390). The full text of potentially eligible articles (n = 51) were screened according to our inclusion and exclusion criteria. A final list of 32 articles remained after exclusions (n = 19 excluded). A list of included articles, including details on study design and cohorts, is presented in Supplemental Material 2. A summary of the extracted pharmacokinetic data for oral LSD, oral psilocin, IV DMT, oral DMT, inhaled and intranasal 5-MEO-DMT, and oral mescaline is presented in Supplemental Material 3, with further tables and figures available in Supplemental Material 4 to 10, respectively. Figures 2 to 4 overview key pharmacokinetic data per compound.
LSD was administered orally 431 times across 23 trial arms. Sample sizes ranged from 3 to 39 (mean: 18.7). Participant sex was slightly skewed, with 59.5% of analysed participants being male. Mean age ranged from 23 to 63.2 across studies (mean: 33.2). Only 12 arms reported body weight (mean: 70.92 kg). Session duration, that is, the time from administration to last observation, ranged from 6 to 24 hours (mean: 18.8). The pharmacokinetic parameter data for oral LSD is overviewed in Supplemental Material 4. Doses ranged from 0.005 to 0.200 mg (mean: 0.082). C max values ranged from 0.151 to 4.30 ng/mL (mean: 1.73). T max values ranged from 0.5 to 2.0 hours (mean: 1.43). Half-life measurements ranged from 2.5 to 8.25 hours (mean: 3.98). For AUC, 0-t ranged from 0.891 to 26.0 ng × hour/mL (mean: 12.57), whilst 0-infinity ranged from 0.80 to 31.0 ng × hour/mL (mean: 13.26). Clearance ranged from 4.74 to 7.78 L/hour (mean: 6.81). Volume distribution ranged from 23 to 42 L (mean: 35.71).
As psilocybin is rapidly, and near completely, converted to psilocin after oral ingestion, we refer to 'psilocybin' when referring to the compound participants are dosed with, and 'psilocin' for what is measured as a pharmacokinetic outcome. Psilocybin was administered orally 220 times across 12 trial arms. Sample sizes ranged from 6 to 32 (mean: 18.3). Again, participant sex skewed male (65.0%). Mean participant age ranged from 22.7 to 43.0 (mean: 34.2). Mean body weight was reported in six trial arms, with a range of 65.16 to 78.10 kg (mean: 73.23 kg). Session duration ranged from 6 to 24 hours (mean: 15.3). Pharmacokinetic results for psilocin are summarised in Supplemental Material 5. Psilocybin doses ranged from 11.9 to 46.9 mg (mean: 22.3). C max ranged considerably from 8.2 to 37.6 ng/mL (mean: 17.8). T max values ranged from 1.3 to 3.7 hours (mean: 2.1). Half-life measurements had a narrow range of 1.8 to 3 hours (mean: 2.6). For AUC, 0-t ranged from 30.2 to 267 ng × hour/mL (mean: 113), whilst 0-infinity ranged from 32.7 to 131 ng × hour/mL (mean: 78.5). Clearance ranged from 155 to 263 L/hour (mean: 195). Volume distribution ranged from 298 to 1016 L (mean: 557).
DMT was administered intravenously in 254 instances across 16 trial arms, with sample sizes ranging from 5 to 27 (mean: 15.9). Participant sex was slightly skewed, with 55.4% of analysed participants being male. Mean age ranged from 23.4 to 43.0 across studies (mean: 32.5). Seven trial arms reported body weight (mean: 72.39 kg). Session duration ranged from 2 to 10 hours (mean: 4.4). Intravenous (IV) dosing protocols may be delivered as continuous infusions, a bolus dose, or a combination (see Supplemental Material 6). Regarding trial arms that involved continuous infusion, data are summarised in Table.
DMT was administered orally 63 times across 5 trial arms, with sample sizes ranging from 8 to 15 (mean: 12.6). Participant sex was skewed, with 77.4% of analysed participants being male. Mean age ranged from 25.7 to 39.5 across studies (mean: 32.4). Only three trial arms reported body weight (mean: 69.05 kg). Session duration ranged from 8 to 24 hours (mean: 14.6). The pharmacokinetic parameter data for oral DMT is overviewed in Supplemental Material 7. Doses ranged from 35.5 to 217 mg (mean: 87.9). C max values ranged from 4.50 to 17.4 ng/ mL (mean: 11.5). T max values ranged from 1.14 to 1.79 hours (mean: 1.41). Half-life measurements ranged from 0.52 to 4.32 hours (mean: 2.1). For AUC, 0-t ranged from 3.60 to 33.2 ng × hour/mL (mean: 19.0), whilst 0-infinity ranged from 5.00 to 38.3 ng × hour/mL (mean: 21.6). Clearance ranged widely from 987 to 6720 L/hour (mean: 2950). Volume distribution ranged from 2506 to 3510 L (mean: 3122).
Only two eligible studies reported data on mescaline. Mescaline was administered orally 96 across 6 trial arms, all with 16 participants. Participant sex was balanced at 50%. Mean age was 31.7 years. Mean body weight was not reported. Session duration ranged from 24 to 30 hours. The pharmacokinetic parameter results for mescaline are presented in Supplemental Material 8. Mescaline doses ranged from 100 to 800 mg (mean: 383). C max ranged considerably from 298 to 1721 ng/mL (mean: 949 ng/mL). T max values ranged from 1.6 to 2.3 hours (mean: 2.1). Half-life measurements had a narrow range of 3.5 to 3.7 hours. For AUC, 0-t ranged from 1767 to 13,047 ng × hour/mL (mean: 6878), whilst 0-infinity ranged from 1805 to 13,144 ng × hour/mL (mean: 6959). Clearance ranged from 37 to 61 L/hour (mean: 51). Volume distribution ranged from 188 to 328 L (mean: 264).
Two trials investigated 5-MEO-DMT, one via inhalationand one via intranasal spray. The former included 22 participants in a 4-arm escalating dose trial, and the latter 31 participants in a 7-arm, escalating dose trial. The pharmacokinetic parameter results for 5-MEO-DMT are presented in Supplemental Material 9. Regarding the Rucker et al. () study, doses ranged from 1 to 12 mg (mean: 6.2). C max ranged considerably from 5.90 to 32.3 ng/mL (mean: 17.2 ng/mL). T max values ranged from 0.07 to 0.25 hours (mean: 0.15). Half-life measurements had a narrow range of 0.25 to 0.44 hours (mean: 0.35). For AUC, 0-t ranged from 1.40 to 18.2 ng × hour/mL (mean: 9.06), whilst 0-infinity ranged from 1.9 to 23.7 ng × hour/mL (mean: 11.6). Clearance ranged from 522 to 953 L/hour (mean: 658). Volume distribution was not reported. The inhalation formulation trial bydid not report pharmacokinetic measurements apart from C max , which was reported to range from 0.20 to 0.97 ng/mL (mean: 0.47).
Both LSD and psilocybin were also studied in IV formulations (Supplemental Material 10) in one trial arm each, albeit the former as LSD tartrate. IV LSD tartrate (0.080 mg slow infusion) achieved median C max of 5.94 ng/mL at 0.16 hours, half-life of 3.8 hours, and clearance of 4.7 L/hour. IV psilocybin (1.00 mg bolus) produced a psilocin C max of 12.9 ng/mL at 0.03 hours, half-life of 1.24 hours, and clearance of 187.6 L/hour. Sample sizes were small, with single trial arm representation for each compound.
Data for LSD suggested consistent absorption patterns, though substantial interindividual variability was observed across most parameters. Interindividual variability in LSD exposure may partly reflect pharmacogenetic differences in metabolic capacity, as CYP2D6 poor metaboliser status has been linked to increased exposure and prolonged effects, with dose reductions of approximately 50% proposed. Although not assessed here, such findings provide a plausible explanation for the variability observed. More broadly, pharmacogenetic studies suggest that variability in metabolic and transporter pathways may contribute to differential responses to other psychedelics, including psilocybin, DMT, 5-MeO-DMT, and mescaline, though existing evidence is largely preclinical and the clinical relevance of these mechanisms remains uncertain. Peak plasma concentrations varied widely. The elimination half-life is broadly inline with the trajectory of subjective effects. Clearance and distribution values indicated movement beyond the plasma compartment into tissues. Study populations showed a slight gender imbalance (approximately 60% male) and a wide age variation. Doses used ranged from small subperceptual doses to high doses expected to elicit substantial subjective effects. The high variability across all pharmacokinetic parameters highlights the need for further research into genetic, physiological, and demographic factors influencing LSD metabolism.
Data for psilocybin (psilocin) confirms more rapid elimination compared to LSD, with absorption and clearance patterns suggesting extensive tissue distribution and faster metabolism. Considerable interindividual variability was observed in peak plasma concentrations and other parameters, despite a narrower dose range than that seen with LSD.
Data for IV DMT suggests distinct characteristics for this drug and route of administration. Peak plasma concentrations increased proportionally with infusion rate. The relatively short elimination half-life of IV DMT distinguishes it from longeracting psychedelics like LSD. This may allow a variable dosing protocol responsive to individual participant's reports of intensity or management of adverse effects. Session durations, thus, were substantially shorter than those required for LSD and psilocybin, but obviously dependent on the nature of the infusion protocol.
Data for oral DMT differed substantially to IV DMT. DMT is metabolised by visceral monoamine oxidase, and thus oral bioavailability is dependent on coadministration with a visceral monoamine oxidase inhibitor. Depending on the efficiency of such inhibition, oral bioavailability of DMT is likely to vary. Coadministration of DMT with a monoamine oxidase inhibitor frequently induces emesis. For all these reasons, it may be particularly difficult to accurately estimate the pK parameters associated with oral DMT, and this was reflected in our findings. Absorption occurred on a timescale similar to psilocin. Half-life estimates were highly variable, yet significantly shorter than both LSD and psilocin. Session durations were substantially longer than IV protocols. The high interindividual variability across all parameters and the need to coadminister oral DMT with another drug to enable absorption suggests that oral DMT may be harder to predict and manage.
Peak plasma concentrations of mescaline showed considerable interindividual variability. On average, acute mescaline effects reached maximal intensity more slowly (≈4 hours) than LSD (≈2.3 hours) and psilocin (≈2.1 hours) at equivalent doses, likely reflecting slower absorption kinetics. The halflife was consistent across studies, comparable to LSD but longer than psilocin and much longer than IV DMT. Clearance and distribution values indicated intermediate tissue distribution relative to other psychedelics. Session duration was nearly twice that of LSD. The very limited research base, consisting of only two small studies, restricts generalisability and underscores mescaline's status as the least-studied classical psychedelic in contemporary clinical research despite its historical importance.
Intranasal 5-MeO-DMT exhibited a rapid onset and time to peak plasma concentration (as expected), and rapid elimination. Inhaled 5-MeO-DMT appeared to have a similar time to C max ; however, lack of additional reported pK data from the single study found here prevents any further comparison. 5-MeO-DMT has been conceptualised as a short-acting psychedelic. The short time to peak plasma concentration may elicit experiences that are challenging to psychologically integrate, requiring additional support around the dosing session. Currently, insufficient data exist to comment further, but larger trials of 5-MeO-DMT in patients are planned.
The IV administration eliminates absorption delay and first-pass metabolism, resulting in rapid onset of effects and time to peak plasma concentrations. IV formulations of psilocybin and LSD remain experimental with no obvious clinical advantage over conventional oral administration; however, they remain of use in experimental research.
The aim of this systematic review was to provide an up-to-date and comprehensive synthesis of the pharmacokinetic data on the main classical serotonergic psychedelic compounds in most frequent use today. Our analysis synthesises data across these compounds, allowing for pharmacokinetic comparisons that allow the reader to consider if (and if so, then how) they may have clinical applicability as we move towards an era of licensing decisions.
The project was pre-registered on PROSPERO (CRD42023 451781), with the reporting adhering to the PRISMA statement. Search results were managed using the Rayyan platform, with extracted data handled in Microsoft Excel. Data visualisations were created in Python (van Rossum and Python Development Team, 2023), using the matplotlib, Seaborn, NumPy, and Pandas (The Pandas Development Team, 2024) subpackages.
This review searched Embase, Medline, Global Health, and APA PsycINFO databases. Additionally, Google Scholar and the reference lists of included studies were also searched as additional sources of potentially eligible articles. The fullsearch strategy is available in Supplemental Material 1. In brief, search terms targeted human studies administering any classical psychedelic compound that reported any pharmacokinetic parameters. The full results are comprised of an initial search covering up to 1 October 2023 followed by identical supplementary searches to cover from 1 October 2023 to 1 September 2025. There were no restrictions on publication region, language, or format.
Inclusion criteria for eligible reports were broad, including journal articles of prospective trials reporting at least one blood pharmacokinetic parameter in healthy adult (>18) participants administered only one classical psychedelic substance in at least one session. 'Classical psychedelic substance', in our context, included: LSD, N,N-DMT, 5-MEO-DMT, psilocybin, mescaline. Exclusion criteria included trials coadministering multiple compounds; trials including participants with psychiatric conditions, medical illnesses, substance misuse; reports not available in English; and trials that reported on urinary excretion or saliva measurements only (i.e., no blood measurements).
Data were extracted by pairs of independent reviewers (KM, EH, MK, SW, and LB) for all eligible records using a pre-defined extraction proforma. In brief, data were extracted in two tranches. Firstly, key details including authors, region, and compound. Secondly, we then extracted details of the cohort, and pharmacokinetic parameters. Discrepancies between extracted data between authors were resolved by a third rater. We extracted the following pharmacokinetic parameters, standardised where appropriate to the following units: maximum concentration in ng/mL (C max ); time in hours after dosing to reach C max (T max ); half-life measured in hours (T 1/2 ); clearance in litres per hour (Cl); volume distribution in litres (V d ). We also recorded area under the concentration-time curve from time zero to the last measurable concentration measured (AUC 0-t ); and area under the concentration-time curve from time zero to infinity (AUC 0- inf ) in ng × hour/mL. Missing data were not imputed. Dose information reported as mg/kg was converted to mg using an assumed average weight of 70 kg. Similarly, area under the curve, volume distribution, and clearance data provided by weight, volume, and time were converted using simple arithmetic to standardised units. For pharmacokinetic parameters, variance measurements were collected in the following order of preference: standard deviation, 95% confidence interval, and range. We used Python's data analysis and visualisation libraries matplotlib, Seaborn, NumPy, and Pandas. Extracted C max , T max , and half-life information were first formatted into comma-separated-value (CSV) datasets. Code compiled in the Google Colab environment was used to produce figures. Confidence intervals (95%) were generated via bootstrapping with 1000 iterations to assess the reliability of the dose-proportional relationship. The resulting regression lines and confidence bands were overlaid on scatterplots of the empirical data for both compounds.
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