APODEX LAB · #016

APODEX LAB · #016

Reaction & Synthesis Discovery

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C–N Coupling Condition Economics

C–N Coupling Discovery

How many percentage points of yield does an optimised condition array buy over a default palladium catalyst across 24 difficult C–N pairs, within 6 points?
C–N Coupling Discoveryhalideaminearyl halidepd catalyst

THE QUESTION

For a named difficult amine x aryl-halide pair, which ligand/base/solvent combination reaches yield above [threshold] on first execution — and does the ranking hold across a held-out substrate panel? Verifier: microscale HTE plate with UPLC-MS. [baseline: to verify]
The yield increment of condition screening in carbon–nitrogen couplingmeasured against a fixed default.

WORK ORDER

Yield gain of an optimised screening cell over a default palladium condition across 24 difficult C–N pairs

BACKGROUND

What this Apodex Lab is

Carbon–nitrogen cross-couplings form core bonds in pharmaceutical intermediates, but difficult amine and aryl-halide pairs routinely stall without specialised conditions. To address this, automated liquid handlers screen arrays of phosphine ligands, bases, and solvents across multi-well plates to locate high-yielding mixtures. Yet discovering which cell wins a microscale plate does not reveal how much product yield that optimised choice actually buys over a single, unoptimised default recipe.

Published screening campaigns rank reaction conditions against one another, but they omit the critical baseline: a frozen default palladium condition co-plated on the exact same substrates, reagent lots, and detector. Without this counterfactual arm on the plate, chemists cannot determine whether an optimised condition adds thirty percentage points of yield or fewer than ten, nor the substrate-difficulty level at which the gain vanishes. Kinetic measurements also show rates zero order in both base and amine, questioning whether base identity warrants screening, while ambient catalyst-free couplings have succeeded across 57 of 81 aryl halides, suggesting a baseline floor that existing screens ignore.

The C–N Coupling Discovery Apodex Lab measures the absolute yield gain of an optimised ligand, base, and solvent combination over a frozen default palladium condition across a panel of 24 difficult amine and aryl-halide pairs. Executing 1,108 nanomole-scale reaction wells read by calibrated chromatography and mass spectrometry, the campaign estimates the per-pair yield increment to a 95 percent interval half-width of 6 absolute percentage points or better. This measurement provides process chemists with the empirical boundary where condition arrays stop improving yields, informing whether to screen, use a default catalyst, or redirect difficult substrates to alternative synthetic routes.

WHY NOW

Why the field is spending on an assumption

Current practice screens difficult amine and aryl-halide pairs across multi-well plates of ligands, bases and solvents to find which combination clears a nominal threshold. These studies publish rankings of conditions against each other, anchored on simple model couplings, but do not measure how much yield the winning condition adds over a single default catalyst or a ligand-free baseline. Nanomole-scale liquid handling now allows 1,108 reactions to run on microgram quantities of substrate. A full screening array and a replicated default counterfactual arm can now sit on the same plate under one detector, directly measuring the absolute yield increment that condition optimisation achieves across a difficulty gradient.

WHAT WE’D BUY

What we would ask a laboratory to run

We are not buying the answer. We are buying a measurement with an interval — and the bars it will be compared against.

A high-throughput laboratory campaign of 1,108 microscale reactions across 24 difficult amine and aryl-halide pairs. Liquid handlers dispense three co-plated arms: a screening array testing eight ligands, two bases and two solvents, a frozen default palladium condition replicated six times per pair, and a ligand-free ambient arm. Liquid chromatography and mass spectrometry measure the product in each well, calibrated against authentic standards across six pairs. The campaign delivers the yield difference between the replicated best screened condition and the default condition for each pair to a 95 percent interval half-width of 6 absolute percentage points or better on at least 21 pairs, alongside the slope of that gain against a pre-registered substrate-difficulty index to within 3 points per unit.

SCOPE & LIMITS

The panel comprises 24 commercially available pairs stratified by an operational index, meaning measured yield increments reflect microscale screening in sealed wells rather than scaled batch processes on late-stage drug intermediates.

WHO EXECUTES

The kind of lab that can run this

A synthetic-chemistry CRO or university high-throughput experimentation core with a nanomole-scale liquid-handling plate platform, glovebox, and UPLC-MS plus direct mass-spectrometric (DESI-MS) readout.

EXECUTOR KIND

wet-lab

THIS APODEX LAB’S GENERATIONS

ISSUED

Compiled and scoped. Where every Apodex Lab stands today.

NOT YET OPEN

Opens when the measurement returns from the bench.

UNWRITTEN

Shaped by what Generation 1 measures.

WAYS IN

FOR PIs, LABS & CROs

Complete tasks no model can.

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