RESEARCH: HALOGENASE-REGIOSELECTIVITY-PREDICTION
FOLDING PROJECT #19228 PROFILE

PROJECT TEAM

Manager(s): Tanner Dean
Institution: University of Illinois

WORK UNIT INFO

Atoms: 94,582
Core: 0xa8
Status: Public

TLDR; PROJECT SUMMARY AI BETA

Many drugs use halogens (like fluorine). Adding halogens to molecules can be tricky for chemists. Scientists are studying enzymes called halogenases which add halogens more precisely and safely. This project uses computer simulations to predict where halogenases will attach halogens on different types of molecules.

Note: This TLDR is a simplication and may not be 100% accurate.

OFFICAL PROJECT DESCRIPTION

Approximately 40 percent of drugs approved or currently in clinical testing contain halogens (F, Cl, Br, or I) as pharmaceutically active ligand substituents.

This makes the halogenation of chemical scaffolds an issue of particular interest to medicinal chemists when attempting to synthesize potential drug candidates.

Many of the current methods for halogenation are difficult to control the regioselectivity or produce toxic byproducts during the reaction.

Due to these issues; halogenases, a class of enzymes that catalyze highly regioselective halogenation of various molecules in nature, have been studied as a means to improve existing halogenation methods with less toxic byproducts and higher regioselectivity of reaction.

By utilizing Relative Binding Free Energy calculations (RBFE) across a number of common organic molecule scaffolds, our goal is to better predict the probability and site of halogenation for various common chemical scaffolds across a number of halogenases.

RELATED TERMS GLOSSARY AI BETA

Note: Glossary items are a high level summary and may not be 100% accurate.

halogen

Elements fluorine (F), chlorine (Cl), bromine (Br), or iodine (I)

Scientific: Biotechnology
Pharmaceutical Chemistry / Drug Discovery

Halogens are a group of elements found in the periodic table that are highly reactive. They are often used in pharmaceuticals to modify the properties of drugs and improve their effectiveness. In drug discovery, understanding how halogens interact with molecules is crucial for designing new medications.


ligand

Molecule that binds to a protein or receptor

Scientific: Biotechnology
Pharmaceutical Chemistry / Drug-Target Interactions

In pharmacology, a ligand is a molecule that attaches to a specific target site on a protein, often called a receptor. This binding can trigger various cellular responses, such as activating or inhibiting the protein's function. Ligands are essential for many biological processes and are commonly targeted by drugs to exert their therapeutic effects.


medicinal chemist

Scientist who designs and synthesizes new drugs

Job Role: Biotechnology, Pharmaceuticals
Pharmaceutical Chemistry / Drug Development

Medicinal chemists are scientists specializing in the design, synthesis, and development of new pharmaceutical compounds. They combine knowledge of chemistry, biology, and pharmacology to create molecules that can effectively treat diseases. Their work is crucial for bringing new drugs to market and improving patient care.


regioselective

Directing a reaction to occur at a specific location on a molecule

Scientific: Biotechnology, Pharmaceuticals
Organic Chemistry / Chemical Synthesis

Regioselective reactions are chemical processes that preferentially form products with a specific arrangement of substituents on a molecule. This selectivity is crucial in organic synthesis as it allows for the precise control of molecular structure, leading to the desired product and minimizing unwanted byproducts.


halogenase

Enzyme that catalyzes halogenation reactions

Scientific: Biotechnology
Biochemistry / Enzyme Catalysis

Halogenases are enzymes that play a vital role in various biological processes by catalyzing the addition of halogens to organic molecules. These enzymes exhibit high regioselectivity, enabling them to introduce halogens at specific sites on their substrates. Halogenases have significant implications in drug discovery and biotechnology due to their ability to modify chemical structures with precision.


Relative Binding Free Energy (RBFE)

A computational method to predict the binding affinity of a molecule to a protein

Scientific: Biotechnology, Pharmaceuticals
Computational Chemistry / Drug Design

RBFE calculations are a powerful tool in drug discovery that allows researchers to predict how well a molecule will bind to its target protein. By analyzing the energy changes associated with the binding process, RBFE can provide insights into the strength and specificity of molecular interactions. This information is crucial for optimizing drug candidates and identifying promising lead compounds.

PROJECT FOLDING PPD AVERAGES BY GPU

Data as of Sunday, 26 April 2026 03:25:42
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PROJECT FOLDING PPD AVERAGES BY CPU BETA

Data as of Sunday, 26 April 2026 03:25:42
Rank
Project
CPU Model Logical
Processors (LP)
PPD-PLP
AVG PPD per 1 LP
ALL LP-PPD
(Estimated)
Make
1 RYZEN 9 9950X 16-CORE 32 100,110 3,203,520 AMD
2 RYZEN THREADRIPPER 7980X 64-CORES 64 25,568 1,636,352 AMD
3 RYZEN 9 9900X3D 12-CORE 24 60,767 1,458,408 AMD
4 RYZEN 9 7950X3D 16-CORE 32 42,521 1,360,672 AMD
5 CORE ULTRA 7 265KF 20 62,848 1,256,960 Intel
6 RYZEN THREADRIPPER 3990X 64-CORE 64 19,486 1,247,104 AMD
7 RYZEN 9 9900X 12-CORE 24 50,882 1,221,168 AMD
8 RYZEN 9 7900X 12-CORE 24 39,504 948,096 AMD
9 RYZEN 7 9800X3D 8-CORE 16 58,408 934,528 AMD
10 XEON W-3245 CPU @ 3.20GHZ 32 27,279 872,928 Intel
11 13TH GEN CORE I5-13600KF 20 42,746 854,920 Intel
12 12TH GEN CORE I9-12900K 24 35,030 840,720 Intel
13 13TH GEN CORE I9-13900KF 32 26,167 837,344 Intel
14 RYZEN 7 9700X 8-CORE 16 47,054 752,864 AMD
15 CORE I9-14900K 32 22,808 729,856 Intel
16 QEMU VIRTUAL CPU VERSION 2.5+ 32 22,467 718,944 Unknown
17 RYZEN THREADRIPPER 3960X 24-CORE 48 14,712 706,176 AMD
18 RYZEN 5 9600X 6-CORE 12 57,606 691,272 AMD
19 13TH GEN CORE I9-13900K 32 20,475 655,200 Intel
20 RYZEN 7 7700X 8-CORE 16 40,195 643,120 AMD
21 CORE I5-14600K 20 32,110 642,200 Intel
22 RYZEN 9 7900 12-CORE 24 26,675 640,200 AMD
23 RYZEN 9 5950X 16-CORE 32 19,147 612,704 AMD
24 RYZEN 7 8845HS W/ RADEON 780M GRAPHICS 16 37,762 604,192 AMD
25 RYZEN 9 7950X 16-CORE 32 18,224 583,168 AMD
26 RYZEN 7 8700G W/ RADEON 780M GRAPHICS 16 34,374 549,984 AMD
27 RYZEN 7 5800XT 8-CORE 16 33,550 536,800 AMD
28 RYZEN 7 7800X3D 8-CORE 16 32,364 517,824 AMD
29 RYZEN 9 3950X 16-CORE 32 15,919 509,408 AMD
30 RYZEN 9 8945HS W/ RADEON 780M GRAPHICS 16 30,603 489,648 AMD
31 RYZEN 9 5900X 12-CORE 24 20,045 481,080 AMD
32 RYZEN 7 5700X3D 8-CORE 16 30,034 480,544 AMD
33 12TH GEN CORE I7-12700 20 22,825 456,500 Intel
34 CORE I9-14900KF 24 18,231 437,544 Intel
35 RYZEN 5 7500F 6-CORE 12 36,265 435,180 AMD
36 RYZEN 5 7600 6-CORE 12 34,597 415,164 AMD
37 RYZEN 7 5700G 16 25,414 406,624 AMD
38 RYZEN 7 5800X 8-CORE 16 24,931 398,896 AMD
39 RYZEN 7 5800X3D 8-CORE 16 24,842 397,472 AMD
40 RYZEN 7 7840HS W/ RADEON 780M GRAPHICS 16 24,829 397,264 AMD
41 RYZEN 5 5600 6-CORE 12 32,072 384,864 AMD
42 RYZEN 9 3900X 12-CORE 24 15,815 379,560 AMD
43 RYZEN 7 3800X 8-CORE 16 23,640 378,240 AMD
44 RYZEN 5 7600X 6-CORE 12 31,431 377,172 AMD
45 13TH GEN CORE I5-13600K 14 25,173 352,422 Intel
46 RYZEN 7 7700 8-CORE 16 21,960 351,360 AMD
47 RYZEN 7 7735HS 16 21,564 345,024 AMD
48 RYZEN 7 5700X 8-CORE 16 21,539 344,624 AMD
49 CORE I9-10900 CPU @ 2.80GHZ 20 17,083 341,660 Intel
50 RYZEN 5 5500 12 27,756 333,072 AMD
51 12TH GEN CORE I7-12700F 20 15,560 311,200 Intel
52 12TH GEN CORE I7-12700K 20 15,239 304,780 Intel
53 12TH GEN CORE I5-12400F 12 25,296 303,552 Intel
54 CORE I9-10900X CPU @ 3.70GHZ 20 14,856 297,120 Intel
55 13TH GEN CORE I7-13700 24 11,245 269,880 Intel
56 12TH GEN CORE I5-12500 12 22,016 264,192 Intel
57 11TH GEN CORE I5-11600K @ 3.90GHZ 12 21,889 262,668 Intel
58 CORE I9-10900K CPU @ 3.70GHZ 20 13,062 261,240 Intel
59 RYZEN 7 8845HS W/ RADEON(TM) 780M GRAPHICS 16 16,196 259,136 AMD
60 CORE I3-14100 8 31,302 250,416 Intel
61 CORE I9-10850K CPU @ 3.60GHZ 20 11,943 238,860 Intel
62 RYZEN 9 6900HX 16 14,891 238,256 AMD
63 RYZEN 7 3700X 8-CORE 16 14,601 233,616 AMD
64 RYZEN 9 4900H 16 14,573 233,168 AMD
65 CORE I9-9900K CPU @ 3.60GHZ 16 14,349 229,584 Intel
66 CORE I7-7820X CPU @ 3.60GHZ 16 14,168 226,688 Intel
67 CORE I7-9700F CPU @ 3.00GHZ 8 27,234 217,872 Intel
68 CORE I5-14400T 16 13,181 210,896 Intel
69 RYZEN 7 7840U W/ RADEON 780M GRAPHICS 8 26,227 209,816 AMD
70 XEON CPU E5-2680 V2 @ 2.80GHZ 40 5,123 204,920 Intel
71 RYZEN 5 5600X 6-CORE 12 16,181 194,172 AMD
72 RYZEN 9 5900 12-CORE 24 7,976 191,424 AMD
73 XEON GOLD 5120 CPU @ 2.20GHZ 28 6,827 191,156 Intel
74 12TH GEN CORE I5-12400 12 15,883 190,596 Intel
75 EPYC 7713 64-CORE 64 2,953 188,992 AMD
76 XEON W-2145 CPU @ 3.70GHZ 16 11,738 187,808 Intel
77 XEON CPU E5-2666 V3 @ 2.90GHZ 20 9,364 187,280 Intel
78 RYZEN 5 5600G 12 15,605 187,260 AMD
79 CORE I7-10700K CPU @ 3.80GHZ 16 11,493 183,888 Intel
80 CORE I5-10400F CPU @ 2.90GHZ 12 14,008 168,096 Intel
81 11TH GEN CORE I7-11800H @ 2.30GHZ 16 10,488 167,808 Intel
82 RYZEN 9 3900XT 12-CORE 24 6,911 165,864 AMD
83 RYZEN 7 5825U 16 10,280 164,480 AMD
84 RYZEN 5 3600 6-CORE 12 12,971 155,652 AMD
85 XEON CPU E5-2650L V4 @ 1.70GHZ 28 5,509 154,252 Intel
86 CORE I9-8950HK CPU @ 2.90GHZ 12 12,325 147,900 Intel
87 CORE I5-10500T CPU @ 2.30GHZ 12 12,083 144,996 Intel
88 RYZEN 5 3600X 6-CORE 12 12,028 144,336 AMD
89 RYZEN 7 2700X EIGHT-CORE 16 8,748 139,968 AMD
90 11TH GEN CORE I9-11900K @ 3.50GHZ 16 8,722 139,552 Intel
91 APPLE M2 PRO 10 13,680 136,800 Apple
92 RYZEN 5 2600 SIX-CORE 12 10,902 130,824 AMD
93 RYZEN 5 7640HS W/ RADEON 760M GRAPHICS 12 10,879 130,548 AMD
94 RYZEN 5 5600U 12 10,816 129,792 AMD
95 EPYC 7543P 32-CORE 8 16,167 129,336 AMD
96 CORE I7-5930K CPU @ 3.50GHZ 12 10,727 128,724 Intel
97 CORE I5-10600T CPU @ 2.40GHZ 12 10,704 128,448 Intel
98 CORE I7-8700K CPU @ 3.70GHZ 12 10,623 127,476 Intel
99 CORE I7-5820K CPU @ 3.30GHZ 12 10,379 124,548 Intel
100 CORE I5-14500 20 6,141 122,820 Intel
101 CORE I7-8700 CPU @ 3.20GHZ 12 10,198 122,376 Intel
102 12TH GEN CORE I7-12700H 20 6,099 121,980 Intel
103 12TH GEN CORE I5-1235U 12 10,038 120,456 Intel
104 CORE I5-9600T CPU @ 2.30GHZ 6 19,597 117,582 Intel
105 CORE I7-9700K CPU @ 3.60GHZ 8 14,565 116,520 Intel
106 RYZEN 3 3300X 4-CORE 8 14,544 116,352 AMD
107 CORE I7-6950X CPU @ 3.00GHZ 20 5,695 113,900 Intel
108 APPLE M2 8 14,202 113,616 Apple
109 CORE I5-10400 CPU @ 2.90GHZ 12 9,373 112,476 Intel
110 CORE I5-8600 CPU @ 3.10GHZ 6 18,017 108,102 Intel
111 CORE I5-8600T CPU @ 2.30GHZ 6 18,007 108,042 Intel
112 RYZEN 5 PRO 4650G 12 8,900 106,800 AMD
113 XEON CPU E3-1270 V6 @ 3.80GHZ 8 13,337 106,696 Intel
114 CORE I5-9400F CPU @ 2.90GHZ 6 17,433 104,598 Intel
115 CORE I7-9700 CPU @ 3.00GHZ 8 12,566 100,528 Intel
116 RYZEN 7 5800H 16 6,145 98,320 AMD
117 XEON E-2144G CPU @ 3.60GHZ 8 12,159 97,272 Intel
118 XEON CPU X5690 @ 3.47GHZ 24 3,868 92,832 Intel
119 CORE I5-10600KF CPU @ 4.10GHZ 12 7,717 92,604 Intel
120 APPLE M1 PRO 10 8,649 86,490 Apple
121 XEON GOLD 6128 CPU @ 3.40GHZ 12 7,111 85,332 Intel
122 XEON CPU E3-1240 V5 @ 3.50GHZ 8 10,112 80,896 Intel
123 APPLE M2 MAX 12 6,672 80,064 Apple
124 11TH GEN CORE I7-11700F @ 2.50GHZ 16 4,929 78,864 Intel
125 11TH GEN CORE I5-1145G7 @ 2.60GHZ 8 9,457 75,656 Intel
126 CORE I7-10750H CPU @ 2.60GHZ 12 6,280 75,360 Intel
127 CORE I7-7700K CPU @ 4.20GHZ 8 9,261 74,088 Intel
128 XEON CPU X5660 @ 2.80GHZ 24 3,049 73,176 Intel
129 CORE I7-4790K CPU @ 4.00GHZ 8 9,011 72,088 Intel
130 11TH GEN CORE I7-1185G7 @ 3.00GHZ 8 8,939 71,512 Intel
131 CORE I5-7400 CPU @ 3.00GHZ 4 17,457 69,828 Intel
132 CORE I7-10850H CPU @ 2.70GHZ 12 5,782 69,384 Intel
133 CORE I7-10700T CPU @ 2.00GHZ 16 4,311 68,976 Intel
134 CORE I7-6700K CPU @ 4.00GHZ 8 8,502 68,016 Intel
135 XEON CPU E3-1270 V5 @ 3.60GHZ 8 8,483 67,864 Intel
136 CORE I7-4930K CPU @ 3.40GHZ 12 5,608 67,296 Intel
137 11TH GEN CORE I5-1135G7 @ 2.40GHZ 8 8,374 66,992 Intel
138 CORE I7-14700K 28 2,381 66,668 Intel
139 CORE I5-6600T CPU @ 2.70GHZ 4 16,232 64,928 Intel
140 CORE I5-8600K CPU @ 3.60GHZ 6 10,761 64,566 Intel
141 CORE I7-1065G7 CPU @ 1.30GHZ 8 7,458 59,664 Intel
142 CORE I7-9750H CPU @ 2.60GHZ 12 4,932 59,184 Intel
143 APPLE M3 8 7,350 58,800 Apple
144 13TH GEN CORE I7-13700H 20 2,811 56,220 Intel
145 CORE I5-8250U CPU @ 1.60GHZ 8 7,006 56,048 Intel
146 RYZEN 5 1600 SIX-CORE 12 4,640 55,680 AMD
147 RYZEN 5 3400G 8 6,944 55,552 AMD
148 XEON CPU E5-1650 V4 @ 3.60GHZ 12 4,588 55,056 Intel
149 CORE I7-4790 CPU @ 3.60GHZ 8 6,608 52,864 Intel
150 CORE I5-6500T CPU @ 2.50GHZ 4 12,691 50,764 Intel
151 CORE I7-4850HQ CPU @ 2.30GHZ 8 6,335 50,680 Intel
152 11TH GEN CORE I5-11400 @ 2.60GHZ 12 4,065 48,780 Intel
153 CORE I7-6700 CPU @ 3.40GHZ 8 6,034 48,272 Intel
154 CORE I7-9850H CPU @ 2.60GHZ 12 3,987 47,844 Intel
155 RYZEN 7 PRO 2700 EIGHT-CORE 16 2,984 47,744 AMD
156 CORE I5-6500 CPU @ 3.20GHZ 4 11,903 47,612 Intel
157 XEON CPU E3-1231 V3 @ 3.40GHZ 8 5,788 46,304 Intel
158 CORE I7-7700 CPU @ 3.60GHZ 8 5,701 45,608 Intel
159 CORE I7-8850H CPU @ 2.60GHZ 12 3,760 45,120 Intel
160 CORE I5-8350U CPU @ 1.70GHZ 8 5,276 42,208 Intel
161 12TH GEN CORE I5-12600K 16 2,500 40,000 Intel
162 13TH GEN CORE I7-1355U 12 3,188 38,256 Intel
163 CORE I7-3770 CPU @ 3.40GHZ 8 4,760 38,080 Intel
164 12TH GEN CORE I5-1245U 12 3,173 38,076 Intel
165 CORE I7-4770HQ CPU @ 2.20GHZ 8 4,627 37,016 Intel
166 CORE I7-2600 CPU @ 3.40GHZ 8 4,475 35,800 Intel
167 CORE I5-9500 CPU @ 3.00GHZ 6 5,833 34,998 Intel
168 CORE I7-4770K CPU @ 3.50GHZ 8 4,347 34,776 Intel
169 RYZEN 7 4800U 16 2,117 33,872 AMD
170 11TH GEN CORE I7-1165G7 @ 2.80GHZ 8 4,210 33,680 Intel
171 CORE I7-7700HQ CPU @ 2.80GHZ 8 4,183 33,464 Intel
172 CORE I5-4570 CPU @ 3.20GHZ 4 8,091 32,364 Intel
173 RYZEN 5 2400G 8 4,025 32,200 AMD
174 CORE I5-4590S CPU @ 3.00GHZ 4 7,970 31,880 Intel
175 12TH GEN CORE I7-1265U 12 2,586 31,032 Intel
176 12TH GEN CORE I5-12600KF 16 1,929 30,864 Intel
177 FX-8320 EIGHT-CORE 8 3,838 30,704 AMD
178 APPLE M1 8 3,782 30,256 Apple
179 CORE I7-8665U CPU @ 1.90GHZ 8 3,609 28,872 Intel
180 CORE I3-8100T CPU @ 3.10GHZ 4 6,757 27,028 Intel
181 RYZEN 5 5500U 12 2,220 26,640 AMD
182 CORE I7-7500U CPU @ 2.70GHZ 4 6,439 25,756 Intel
183 CORE I5-4590 CPU @ 3.30GHZ 4 6,163 24,652 Intel
184 12TH GEN CORE I9-12900H 20 1,205 24,100 Intel
185 CORE I7-4770S CPU @ 3.10GHZ 8 2,943 23,544 Intel
186 RYZEN 5 2500U 8 2,930 23,440 AMD
187 RYZEN 5 PRO 2400GE W/ 8 2,850 22,800 AMD
188 XEON CPU E5450 @ 3.00GHZ 8 2,517 20,136 Intel
189 CORE I7-14650HX 24 824 19,776 Intel
190 CORE 3 100U 8 2,291 18,328 Intel
191 CORE I7 CPU 860 @ 2.80GHZ 8 2,077 16,616 Intel
192 CORE I7-7600U CPU @ 2.80GHZ 4 2,986 11,944 Intel
193 CORE I7 CPU 975 @ 3.33GHZ 8 1,397 11,176 Intel
194 CORE I3-6100 CPU @ 3.70GHZ 4 2,225 8,900 Intel
195 CORE I3-2330M CPU @ 2.20GHZ 4 1,529 6,116 Intel
196 12TH GEN CORE I7-12700KF 20 Intel
197 13TH GEN CORE I7-13700K 24 Intel
198 RYZEN 5 8600G W/ RADEON 760M GRAPHICS 12 AMD