Early-stage drug discovery in a new-generation ultrahigh-throughput mass spectrometry platform

N Nicolás M. Morato (Purdue Institute for Cancer Research, Purdue University, 201 S. University Street, West Lafayette, Indiana 47907, United States) Y Yunfei Feng (Department of Chemistry, Purdue University) K Kitmin Chen (Department of Chemistry, Purdue University) K Kai-Hung Huang (Department of Chemistry, Purdue University) A Alexis Owen (Department of Chemistry, Purdue University) J Joseph V. Caruso (Department of Chemistry, Purdue University) B Beinan Yang (Department of Biochemistry, Purdue University) S Samadhi C. Kulathunga (Department of Chemistry, Purdue University) A Andrew D. Mesecar (Department of Biochemistry, Purdue University) C Carleen Klumpp-Thomas (National Center for Advancing Translational Sciences) A Aco Radujevic (National Center for Advancing Translational Sciences) A Alexander G. Godfrey (National Center for Advancing Translational Sciences) S Sean Gardner (National Center for Advancing Translational Sciences) D Dobrila D. Rudnicki (National Center for Advancing Translational Sciences) M Matt Galbraith (Hamilton Company) A Adam Gloeckner (Hamilton Company) C Csaba Hajdu (Waters Corporation) S Steven D. Pringle (Waters Corporation) M Michael Morris (Waters Corporation) J Julia Balog (Waters Corporation) R R. Graham Cooks (Department of Chemistry, Purdue University, 560 Oval Drive, West Lafayette, Indiana 47907, United States)

Abstract

Early-stage drug discovery involves a complex set of processes that typically requires iterative exploration of a vast chemical-biological search space. Over the past few decades, these processes have been facilitated using automated experimentation in the form of high-throughput screening technologies for hit discovery via large-scale biochemical assays of candidate libraries. However, optimized generation of small-molecule candidates is still largely limited to traditional synthetic chemistry workflows, thus representing a bottleneck in the discovery endeavor. Here we describe and demonstrate the capabilities of a next-generation automated ultrahigh-throughput system based on desorption electrospray ionization (DESI) mass spectrometry (MS), which consolidates key activities of early drug discovery: i) organic reaction screening for routes to new candidates, ii) small-scale synthesis following optimized reactions, and iii) bioactivity assessment of the newly generated compounds in a direct-to-biology (i.e., product purification-free) fashion. Importantly, the first two synthetic steps leverage accelerated reactions in microdroplets for on-the-fly synthesis followed by in operando MS analysis or small-scale collection, whereas the later bioanalytical application relies on the label-free nature of MS as well as the contactless and complex-matrix-tolerant nature of DESI. Altogether, this fully automated technology, which has a combined synthetic/analytical throughput of up to ~3 Hz using (sub)nanogram sample amounts (and ca. 6 mHz at the milligram-level synthetic scale), has the potential to accelerate translational efforts via a single-platform closed-loop discovery cycle whose main aspects are illustrated herein, including the demonstration of increases in the biological activity of drug-substance analogs generated in the course of a complete DESI-based direct-to-biology campaign.

Article Details

Volume / Issue Vol. 123, Issue 23
Published June 09, 2026
ISSN 0027-8424
Publisher National Academy of Sciences

Authors (21)

N

Nicolás M. Morato

Purdue Institute for Cancer Research, Purdue University, 201 S. University Street, West Lafayette, Indiana 47907, United States

Y

Yunfei Feng

Department of Chemistry, Purdue University

K

Kitmin Chen

Department of Chemistry, Purdue University

K

Kai-Hung Huang

Department of Chemistry, Purdue University

A

Alexis Owen

Department of Chemistry, Purdue University

J

Joseph V. Caruso

Department of Chemistry, Purdue University

B

Beinan Yang

Department of Biochemistry, Purdue University

S

Samadhi C. Kulathunga

Department of Chemistry, Purdue University

A

Andrew D. Mesecar

Department of Biochemistry, Purdue University

C

Carleen Klumpp-Thomas

National Center for Advancing Translational Sciences

A

Aco Radujevic

National Center for Advancing Translational Sciences

A

Alexander G. Godfrey

National Center for Advancing Translational Sciences

S

Sean Gardner

National Center for Advancing Translational Sciences

D

Dobrila D. Rudnicki

National Center for Advancing Translational Sciences

M

Matt Galbraith

Hamilton Company

A

Adam Gloeckner

Hamilton Company

C

Csaba Hajdu

Waters Corporation

S

Steven D. Pringle

Waters Corporation

M

Michael Morris

Waters Corporation

J

Julia Balog

Waters Corporation

R

R. Graham Cooks

Department of Chemistry, Purdue University, 560 Oval Drive, West Lafayette, Indiana 47907, United States