Evidence map›Paper›PMID 40899616›Full record

ReviewAngewandte Chemie (International ed. in English)2025

Advancing Organic Chemistry Using High-Throughput Experimentation.

Reem Nsouli, Gaurav Galiyan, Laura K G Ackerman-Biegasiewicz

Abstract readReview
In one paragraph

Review in Angewandte Chemie (International ed. in English), 2025. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 11 papers.

0numbers the graph read from it
0cells of the map it votes in
11citing 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

11 citing papers in PubMed.

  1. Review
  2. Article
  3. Generalized Analysis of Electrophilic Small Molecules.Angewandte Chemie (International ed. in English) · 2026
    Article
  4. Article
  5. Early-stage drug discovery in a new-generation ultrahigh-throughput mass spectrometry platform.Proceedings of the National Academy of Sciences of the United States of America · 2026
    Article
  6. Article
  7. Frugal Sampling Strategies for Navigating Complex Reaction Spaces.Organic process research & development · 2026
    Article
  8. Article
  9. Review
  10. Article
  11. Advancing Organic Chemistry Using High-Throughput Experimentation.Angewandte Chemie (International ed. in English) · 2025
    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

3 authors.

Reem Nsouli *Department of Chemistry, Emory University, 1515 Dickey Drive, Atlanta, GA, 30322, USA.ORCID https://orcid.org/0000-0002-2590-1038
Gaurav Galiyan *School of Molecular Sciences, Arizona State University, 551 E University Drive, Tempe, AZ, 85281, USA.ORCID https://orcid.org/0009-0001-8318-8947
Laura K G Ackerman-BiegasiewiczDepartment of Chemistry, Emory University, 1515 Dickey Drive, Atlanta, GA, 30322, USA.ORCID https://orcid.org/0000-0002-7189-1213

Funding

Gordon and Betty Moore Foundation GBMF11403
6 · The paper itself

Abstract

High-throughput experimentation (HTE), the miniaturization and parallelization of reactions, is a valuable tool for accelerating diverse compound library generation, optimizing reaction conditions, and enabling data collection for machine learning (ML) applications. When applied to organic synthesis and methodology, HTE still poses various challenges due to the diverse workflows and reagents required, motivating advancements in reaction design, execution, analysis, and data management. To address these limitations, cutting-edge technologies, automation, and artificial intelligence (AI) have been implemented to standardize protocols, enhance reproducibility, and improve efficiency. Additionally, strategies to reduce bias and promote serendipitous discoveries have further strengthened HTE's impact. This review highlights recent advances at every stage of the HTE workflow, including the development of customized workflows, diverse analysis, and improved data management practices for greater accessibility and shareability. Furthermore, we examine the current state of the field, outstanding challenges, and future directions toward transforming HTE into a fully integrated, flexible, and democratized platform that drives innovation in organic synthesis.

Indexed as

CheminformaticsCombinatorial chemistryHigh‐throughput screeningSynthesis designSynthetic methods

Identifiers

PMID40899616
PMCPMC12462754

What OpenQuestion holds

Textmetadata
LicenceCC BY-NC-ND
Read underepoch 390

Registered trials

None linked

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.