RESEARCH: INFLUENZA
FOLDING PROJECT #12419 PROFILE

PROJECT TEAM

Manager(s): Dylan Novack
Institution: Temple University
Project URL: View Project Website

WORK UNIT INFO

Atoms: 14,088
Core: 0xa8
Status: Public

TLDR; PROJECT SUMMARY AI BETA

Researchers are using computer simulations to understand how miniproteins, tiny engineered proteins, bind to a virus protein called hemagglutinin. They want to see how changes to the miniprotein's design affect its binding strength and how this knowledge can help develop better antiviral drugs.

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

OFFICAL PROJECT DESCRIPTION

Designed miniproteins are a class of biomolecules with intermediate sizes—larger than small-molecule drugs, but smaller than monoclonal antibodies.

Miniproteins can be computationally designed to tightly bind protein targets for use as potential therapeutics, a promising new avenue for treating infectious disease. Hemagglutinin is a viral fusion protein that allows H1 influenza A (HA) to bind sialic acid on cell surfaces, as well as being involved in the post-endocytosis mechanism of cellular infection.

The Baker lab at University of Washington has developed de novo designed miniproteins that bind hemagglutinin, and improved their binding through affinity maturation (Chevalier et al.

2017).

Many of the mutations seen in affinity-matured sequences are not found in the binding interface, and it remains an open question how these changes lead to higher affinity.

Furthermore, many of the computational predictions of how single-point mutations affect binding deviate significantly from the experimentally determined values. Could all-atom molecular simulation approaches achieve more accurate predictions? In this set of simulations, we aim to use massively parallel expanded ensemble simulations to predict mutational effects on affinities to hemagglutinin.

By pairing these simulations with other simulations aimed at modeling the binding reactions of these miniproteins to hemagglutinin, we aim to have a relatively complete picture of a miniprotein-target binding reaction and how mutations affect it.

These studies are a large-scale investigation on how miniprotein binding reactions work in atomic detail, towards a better understanding of computational design and modulation of miniprotein therapeutics.

RELATED TERMS GLOSSARY AI BETA

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

miniproteins

Small proteins with therapeutic potential.

scientific: pharmaceuticals
biotechnology / therapeutics

Miniproteins are engineered proteins that are smaller than antibodies but larger than small molecule drugs. They have the potential to be used as therapeutics for a variety of diseases.


biomolecules

Molecules essential for life processes.

scientific: pharmaceuticals
biotechnology / drug development

Biomolecules are the building blocks of living organisms. They include proteins, carbohydrates, lipids, and nucleic acids.


therapeutics

Medications used to treat diseases.

clinical: pharmaceuticals
medicine / pharmacology

Therapeutics are medications that are used to treat or prevent diseases. They work by targeting specific molecules or processes in the body.


infectious disease

Disease caused by pathogens.

clinical: healthcare
medicine / infectious diseases

Infectious diseases are illnesses caused by microorganisms such as bacteria, viruses, and fungi. They can spread from person to person or through contact with contaminated objects.


hemagglutinin

Viral protein that binds to host cells.

scientific: biotechnology
virology / viral infection

Hemagglutinin is a viral protein that helps viruses attach to and enter host cells. It plays a crucial role in the early stages of infection.


affinity maturation

Process of improving antibody binding.

scientific: biotechnology
immunology / antibody engineering

Affinity maturation is a process where antibodies are selected and modified to bind more strongly to their target antigens. This is often used in the development of new therapeutics.


molecular simulation

Computer-based modeling of molecular behavior.

scientific: research
biophysics / computational biology

Molecular simulations use computer algorithms to simulate the movement and interactions of molecules. This allows researchers to study complex biological systems in detail.


expanded ensemble simulation

Simulation technique for studying complex systems.

scientific: research
biophysics / computational biology

Expanded ensemble simulations are a type of molecular simulation that can handle large conformational changes in molecules. They are particularly useful for studying proteins and other biomolecules.

PROJECT FOLDING PPD AVERAGES BY GPU

Data as of Tuesday, 14 April 2026 06:34:40
Rank
Project
Model Name
Folding@Home Identifier
Make
Brand
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Model
PPD
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Points WU
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PROJECT FOLDING PPD AVERAGES BY CPU BETA

Data as of Tuesday, 14 April 2026 06:34:40
Rank
Project
CPU Model Logical
Processors (LP)
PPD-PLP
AVG PPD per 1 LP
ALL LP-PPD
(Estimated)
Make
1 12TH GEN CORE I9-12900K 24 49,136 1,179,264 Intel
2 RYZEN 9 9950X 16-CORE 32 30,979 991,328 AMD
3 RYZEN 9 9900X 12-CORE 24 39,047 937,128 AMD
4 APPLE M4 PRO 14 62,848 879,872 Apple
5 RYZEN 9 7950X 16-CORE 32 26,973 863,136 AMD
6 RYZEN 7 7700X 8-CORE 16 52,853 845,648 AMD
7 CORE I9-14900K 32 21,871 699,872 Intel
8 12TH GEN CORE I5-12400F 12 56,222 674,664 Intel
9 RYZEN 7 7700 8-CORE 16 41,861 669,776 AMD
10 RYZEN 5 5500 12 55,717 668,604 AMD
11 RYZEN 7 5700G 16 39,697 635,152 AMD
12 RYZEN 7 7800X3D 8-CORE 16 38,502 616,032 AMD
13 RYZEN 9 5900X 12-CORE 24 24,136 579,264 AMD
14 RYZEN 9 7900X 12-CORE 24 23,976 575,424 AMD
15 XEON W-3245 CPU @ 3.20GHZ 32 17,166 549,312 Intel
16 RYZEN 9 7900 12-CORE 24 22,641 543,384 AMD
17 RYZEN 7 5800X3D 8-CORE 16 33,301 532,816 AMD
18 RYZEN 9 5950X 16-CORE 32 16,551 529,632 AMD
19 12TH GEN CORE I7-12700 20 25,795 515,900 Intel
20 RYZEN 5 7600 6-CORE 12 41,002 492,024 AMD
21 RYZEN 7 5700X 8-CORE 16 29,869 477,904 AMD
22 RYZEN 5 7600X 6-CORE 12 38,831 465,972 AMD
23 RYZEN 9 3950X 16-CORE 32 13,393 428,576 AMD
24 RYZEN 7 5800X 8-CORE 16 26,779 428,464 AMD
25 RYZEN 7 3800X 8-CORE 16 26,395 422,320 AMD
26 APPLE M2 ULTRA 24 16,300 391,200 Apple
27 12TH GEN CORE I7-12700F 20 19,367 387,340 Intel
28 CORE I9-10885H CPU @ 2.40GHZ 16 23,169 370,704 Intel
29 RYZEN THREADRIPPER 3960X 24-CORE 48 7,567 363,216 AMD
30 RYZEN 7 5700X3D 8-CORE 16 20,550 328,800 AMD
31 RYZEN 5 5600G 12 27,391 328,692 AMD
32 XEON CPU E5-2696 V4 @ 2.20GHZ 44 6,919 304,436 Intel
33 XEON CPU E7-8894 V4 @ 2.40GHZ 48 6,292 302,016 Intel
34 13TH GEN CORE I5-13600K 14 20,821 291,494 Intel
35 12TH GEN CORE I5-12400 12 24,115 289,380 Intel
36 RYZEN 5 5600X 6-CORE 12 23,899 286,788 AMD
37 RYZEN 9 5900 12-CORE 24 11,921 286,104 AMD
38 RYZEN 9 3900X 12-CORE 24 11,529 276,696 AMD
39 12TH GEN CORE I7-12700K 20 13,176 263,520 Intel
40 CORE I7-10700K CPU @ 3.80GHZ 16 16,391 262,256 Intel
41 RYZEN 7 3700X 8-CORE 16 16,197 259,152 AMD
42 APPLE M1 MAX 10 25,372 253,720 Apple
43 RYZEN 5 5600 6-CORE 12 20,829 249,948 AMD
44 XEON CPU E5-2680 V2 @ 2.80GHZ 40 5,837 233,480 Intel
45 APPLE M2 8 27,909 223,272 Apple
46 APPLE M2 PRO 10 21,383 213,830 Apple
47 RYZEN 7 4800H 16 13,333 213,328 AMD
48 RYZEN 5 3600 6-CORE 12 17,132 205,584 AMD
49 13TH GEN CORE I7-13700 24 8,350 200,400 Intel
50 CORE I7-9700 CPU @ 3.00GHZ 8 23,208 185,664 Intel
51 CORE I5-8600K CPU @ 3.60GHZ 6 30,391 182,346 Intel
52 RYZEN 7 5800H 16 10,692 171,072 AMD
53 CORE I7-5930K CPU @ 3.50GHZ 12 13,148 157,776 Intel
54 CORE I7-7700K CPU @ 4.20GHZ 8 18,053 144,424 Intel
55 XEON CPU E5-2697 V2 @ 2.70GHZ 24 5,554 133,296 Intel
56 CORE I7-5820K CPU @ 3.30GHZ 12 11,101 133,212 Intel
57 CORE I5-9400F CPU @ 2.90GHZ 6 21,779 130,674 Intel
58 11TH GEN CORE I7-11700F @ 2.50GHZ 16 7,974 127,584 Intel
59 CORE I7-7820X CPU @ 3.60GHZ 16 7,958 127,328 Intel
60 APPLE M1 PRO 10 11,755 117,550 Apple
61 CORE I9-8950HK CPU @ 2.90GHZ 12 9,740 116,880 Intel
62 RYZEN 5 3600X 6-CORE 12 9,187 110,244 AMD
63 CORE I7-8700K CPU @ 3.70GHZ 12 9,164 109,968 Intel
64 CORE I7-8700 CPU @ 3.20GHZ 12 8,774 105,288 Intel
65 CORE I7-4930K CPU @ 3.40GHZ 12 8,702 104,424 Intel
66 CORE I7-10700T CPU @ 2.00GHZ 16 6,493 103,888 Intel
67 XEON CPU E3-1270 V5 @ 3.60GHZ 8 11,815 94,520 Intel
68 APPLE M3 8 11,567 92,536 Apple
69 RYZEN 5 1600 SIX-CORE 12 7,696 92,352 AMD
70 CORE I7-8705G CPU @ 3.10GHZ 8 11,132 89,056 Intel
71 CORE I7-6700K CPU @ 4.00GHZ 8 11,018 88,144 Intel
72 CORE I7-4790K CPU @ 4.00GHZ 8 10,613 84,904 Intel
73 XEON CPU E5-2660 V3 @ 2.60GHZ 20 4,216 84,320 Intel
74 CORE I7-4770HQ CPU @ 2.20GHZ 8 9,248 73,984 Intel
75 RYZEN Z1 EXTREME 16 4,624 73,984 AMD
76 APPLE M1 8 9,093 72,744 Apple
77 CORE I5-4690 CPU @ 3.50GHZ 4 18,173 72,692 Intel
78 XEON CPU X5680 @ 3.33GHZ 12 6,030 72,360 Intel
79 CORE I7-3720QM CPU @ 2.60GHZ 8 9,040 72,320 Intel
80 12TH GEN CORE I7-12700H 20 3,583 71,660 Intel
81 CORE I5-10300H CPU @ 2.50GHZ 8 8,320 66,560 Intel
82 CORE I5-6500 CPU @ 3.20GHZ 4 16,628 66,512 Intel
83 CORE I5-6400 CPU @ 2.70GHZ 4 14,799 59,196 Intel
84 CORE I5-9300H CPU @ 2.40GHZ 8 7,208 57,664 Intel
85 CORE I5-4590 CPU @ 3.30GHZ 4 14,032 56,128 Intel
86 CORE I7-7700HQ CPU @ 2.80GHZ 8 6,901 55,208 Intel
87 RYZEN 5 3400G 8 6,061 48,488 AMD
88 CORE I5-3470S CPU @ 2.90GHZ 4 12,024 48,096 Intel
89 CORE I7-4770K CPU @ 3.50GHZ 8 5,944 47,552 Intel
90 11TH GEN CORE I7-1185G7 @ 3.00GHZ 8 5,925 47,400 Intel
91 CORE I7-3770K CPU @ 3.50GHZ 8 5,877 47,016 Intel
92 XEON CPU E5-1630 V3 @ 3.70GHZ 8 5,580 44,640 Intel
93 APPLE M2 MAX 12 3,607 43,284 Apple
94 CORE I7-7700 CPU @ 3.60GHZ 8 5,402 43,216 Intel
95 RYZEN 7 3750H 8 4,758 38,064 AMD
96 CORE I7-6700 CPU @ 3.40GHZ 8 4,673 37,384 Intel
97 12TH GEN CORE I5-12600K 16 2,205 35,280 Intel
98 CORE I5-4670 CPU @ 3.40GHZ 4 8,600 34,400 Intel
99 CORE I7-10750H CPU @ 2.60GHZ 12 2,726 32,712 Intel
100 11TH GEN CORE I5-1135G7 @ 2.40GHZ 8 3,581 28,648 Intel
101 CORE I7-7600U CPU @ 2.80GHZ 4 6,912 27,648 Intel
102 RYZEN 5 5500U 12 2,167 26,004 AMD
103 RYZEN 7 4800U 16 1,495 23,920 AMD
104 FX-8320 EIGHT-CORE 8 2,927 23,416 AMD
105 12TH GEN CORE I5-12600KF 16 1,408 22,528 Intel
106 CORE I5-5200U CPU @ 2.20GHZ 4 5,184 20,736 Intel
107 XEON CPU E5450 @ 3.00GHZ 8 2,305 18,440 Intel
108 CORE I7 CPU 975 @ 3.33GHZ 8 2,273 18,184 Intel
109 XEON CPU E5620 @ 2.40GHZ 8 1,814 14,512 Intel
110 CORE I3-6006U CPU @ 2.00GHZ 4 3,192 12,768 Intel
111 CORE I7-14650HX 24 492 11,808 Intel
112 XEON CPU E5-2640 0 @ 2.50GHZ 24 Intel
113 12TH GEN CORE I7-12700KF 20 Intel
114 RYZEN 5 3500U 8 AMD