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Can	We	Automate	Computational	Studies	of	Enzymes?	
Lessons	from	Small-Molecule	Studies
@janhjensen
Jan	H.	Jensen,	University	of	Copenhagen
Computational	combustion/atmospheric	chemistry	
studies	can	be	fully	automated
predefined	reactions
TS	structure	library
Mechanistic	prediction	is	possible
github.com/jensengroup/take_elementary_step
Catalytic	mechanisms	automatically	
extracted	from	reaction	networks
Extension	to	enzyme	catalysis?
Automated	set-up
Conformational	sampling
Computational	cost/accuracy
Semiempirical QM	methods	are	one	solution
(While	we	wait	for	ML-potentials)
Image:	Alán Aspuru-Guzik
SQM
DLPNO-
CCSD(T)
Is	SQM	good	enough?
Jimmy	Kromann
Himo:	B3LYP/6-311+G(2d,2p)[LANL2DZ]//B3LYP/6-31G(d,p)	
PM6	✔
DFTB	✔PM6	✔
DFTB	✘
PM6	✘
DFTB ✔
PM6	✔
DFTB	✔
PM6	✔
DFTB	✔
7
ΔH(Rxn1) = ΔH(Rxn2) - ΔH(Rxn3)
Low	level High	level
github.com/jensengroup/fragreact
Method Uncorrected Corrected Max
PBEh-3c 5.4 1.9 5.5
HF-3c 11.0 2.4 7.1
DFTB-D3	 5.6 3.7 19.8
GFN-xTB 10.3 3.9 13.5
PM3 8.6 4.8 13.5
PM6-DH+	 7.0 5.3 21.1
ΔHrxn MUE	relative	to	G4
Kcal/mol
5 à 15	
different	enzymes
Himo:	
Reaction	enthalpies	and	barriers	at
B3LYP/6-311+G(2d,2p)[LANL2DZ]//B3LYP/6-31G(d,p)	
github.com/jensengroup/db-enzymes
Average/max	G4	correction	2.7/10.8	kcal/mol
Method Uncorrected Corrected Max
B3LYP/6-31G(d,p)
PM6
DFTB-D3	
GFN-xTB
ΔHrxn MUE
Can	We	Automate	Computational	Studies	of	Enzymes?	
Probably,	given	the	right	tools
github.com/jensengroup/take_elementary_step
github.com/jensengroup/fragreact
github.com/jensengroup/db-enzymes
github.com/jensengroup/atom_mapper
Tools	so	far
Thank	you

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Can We Automate Computational Studies of Enzymes? Lessons from Small-Molecule Studies