Evidence map›Paper›PMID 39421637›Full record

ArticleACS sustainable chemistry & engineering2024

Automated Optimization of a Multistep, Multiphase Continuous Flow Process for Pharmaceutical Synthesis.

Sarah L Boyall, Holly Clarke, Thomas Dixon, Robert W M Davidson, Kevin Leslie, Graeme Clemens, Frans L Muller, Adam D Clayton, Richard A Bourne, Thomas W Chamberlain

Abstract read
In one paragraph

Article in ACS sustainable chemistry & engineering, 2024. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 1 paper.

0numbers the graph read from it
0cells of the map it votes in
1citing papers in PubMed
–field-weighted citation impact
1 · What the graph read from it

What it found

Each row is one number read from the abstract, on the scale the paper reported it, with its interval. Left of the dashed line favours the treatment, right favours the comparator. Under each row is the sentence it came from. New to these charts? A ten-minute tutorial.

The abstract states no effect estimate the extractor could read, or names no intervention and outcome on the map, so this paper lights no cell and moves no belief. It is still indexed, cited and linked below.

2 · The registry

The trial behind it

Trials whose registry record cites this paper, or whose number appears in the abstract. A trial that started after this paper was published is citing it as background, not reporting it.

Neither the registry nor the abstract names a trial number. If this is a trial report, that itself is worth knowing.

3 · Its place in the literature

Who cites it

1 citing paper in PubMed.

  1. Review
4 · The record

Corrections and comments

PubMed lists nothing against this paper. Absence here is not a guarantee, only a check that was made.

5 · Who and what money

Authors and funding

10 authors.

Sarah L BoyallInstitute of Process Research and Development, School of Chemistry & School of Chemical and Process Engineering, University of Leeds, Leeds LS2 9JT, England.
Holly ClarkeInstitute of Process Research and Development, School of Chemistry & School of Chemical and Process Engineering, University of Leeds, Leeds LS2 9JT, England.
Thomas DixonInstitute of Process Research and Development, School of Chemistry & School of Chemical and Process Engineering, University of Leeds, Leeds LS2 9JT, England.
Robert W M DavidsonDr. Reddy's Laboratories (EU), 410 Science Park, Milton Road, Cambridge CB4 0PE, U.K.
Kevin LeslieChemical Development, Pharmaceutical Technology & Development, Operations, AstraZeneca, Macclesfield SK10 2NA, U.K.
Graeme ClemensChemical Development, Pharmaceutical Technology & Development, Operations, AstraZeneca, Macclesfield SK10 2NA, U.K.
Frans L MullerInstitute of Process Research and Development, School of Chemistry & School of Chemical and Process Engineering, University of Leeds, Leeds LS2 9JT, England.ORCID https://orcid.org/0000-0002-8507-4193
Adam D ClaytonInstitute of Process Research and Development, School of Chemistry & School of Chemical and Process Engineering, University of Leeds, Leeds LS2 9JT, England.
Richard A BourneInstitute of Process Research and Development, School of Chemistry & School of Chemical and Process Engineering, University of Leeds, Leeds LS2 9JT, England.ORCID https://orcid.org/0000-0001-7107-6297
Thomas W ChamberlainInstitute of Process Research and Development, School of Chemistry & School of Chemical and Process Engineering, University of Leeds, Leeds LS2 9JT, England.ORCID https://orcid.org/0000-0001-8100-6452

Funding

No grant is acknowledged in the PubMed record.

6 · The paper itself

Abstract

Flow synthesis is becoming increasingly relevant as a sustainable and safe alternative to traditional batch processes, as reaction conditions that are not usually achievable in batch chemistry can be exploited (for example, higher temperatures and pressures). Telescoped continuous reactions have the potential to reduce waste by decreasing the number of separate unit operations (e.g., crystallization, filtration, washing, and drying), increase safety due to limiting operator interaction with potentially harmful materials that can be reacted in subsequent steps, minimize supply chain disruption, and reduce the need to store large inventories of intermediates as they can be synthesized on demand. Optimization of these flow processes leads to further efficiency when exploring new reactions, as with a higher yield comes higher purity, reduced waste, and a greener synthesis. This project explored a two-step process consisting of a three-phase heterogeneously catalyzed hydrogenation followed by a homogeneous amidation reaction. The steps were optimized individually and as a multistep telescoped process for yield using remote automated control via a Bayesian optimization algorithm and HPLC analysis to assess the performance of a reaction for a given set of experimental conditions. 2-MeTHF was selected as a green solvent throughout the process, and the heterogeneous step provided good atom economy due to the use of pure hydrogen gas as a reagent. This research highlights the benefits of using multistage automated optimization in the development of pharmaceutical syntheses. The combination of telescoping and optimization with automation allows for swift investigation of synthetic processes in a minimum number of experiments, leading to a reduction in the number of experiments performed and a large reduction in process mass intensity values.

Identifiers

PMID39421637
PMCPMC11481092

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Registered trials

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Read under generation 80e0d062 · epoch 390. Bibliography from PubMed, PubMed Central and OpenAlex; grants from NIH RePORTER; trial links from ClinicalTrials.gov; estimates, votes and beliefs from the OpenQuestion graph.