RESEARCH: INFLUENZA
FOLDING PROJECT #12416 PROFILE

PROJECT TEAM

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

WORK UNIT INFO

Atoms: 14,089
Core: 0xa8
Status: Public

TLDR; PROJECT SUMMARY AI BETA

This project explores how miniproteins (small proteins) can be designed to block viruses like flu. Scientists are using computer simulations to understand how changes in the miniprotein's structure affect its ability to bind to the virus, hoping to develop better antiviral treatments.

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 / Drug Design

Miniproteins are engineered proteins smaller than antibodies but larger than traditional drugs. They are designed to bind specific targets in the body and have shown promise for treating various diseases.


therapeutics

Medicinal agents used to treat diseases.

Scientific: Pharmaceuticals
Biotechnology / Drug Development

Therapeutics are medications or treatments used to prevent, diagnose, or cure diseases. This field focuses on developing safe and effective drugs to improve human health.


hemagglutinin

A viral protein that allows influenza viruses to bind to cells.

Scientific: Healthcare
Virology / Influenza

Hemagglutinin is a crucial protein on the surface of influenza viruses. It helps the virus attach to and enter human cells, facilitating infection. Researchers are actively studying hemagglutinin to develop antiviral drugs and vaccines.


affinity maturation

The process of improving the binding affinity of antibodies.

Scientific: Biotechnology
Immunology / Antibody Engineering

Affinity maturation is a biological process that enhances the ability of antibodies to bind their target antigens. This process involves mutations in antibody genes, leading to increased binding strength and specificity.


molecular simulation

Computer-based modeling of molecular interactions.

Scientific: Biotechnology
Computational Biology / Drug Discovery

Molecular simulations use computer algorithms to mimic the behavior of molecules and their interactions. This technique is widely used in drug discovery to predict how potential drugs will bind to target proteins.


expanded ensemble simulations

A type of molecular simulation that samples a wider range of conformational states.

Scientific: Biotechnology
Computational Biology / Biomolecular Dynamics

Expanded ensemble simulations are advanced computational techniques used to study the dynamic behavior of biomolecules. They overcome limitations of traditional simulations by exploring a broader range of possible conformations.

PROJECT FOLDING PPD AVERAGES BY GPU

Data as of Tuesday, 14 April 2026 06:34:42
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Model Name
Folding@Home Identifier
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PROJECT FOLDING PPD AVERAGES BY CPU BETA

Data as of Tuesday, 14 April 2026 06:34:42
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 40,342 968,208 Intel
2 RYZEN 9 7950X 16-CORE 32 26,907 861,024 AMD
3 RYZEN 7 5700G 16 45,178 722,848 AMD
4 RYZEN 9 7900X 12-CORE 24 28,363 680,712 AMD
5 RYZEN 5 5500 12 55,325 663,900 AMD
6 RYZEN 5 7600 6-CORE 12 53,058 636,696 AMD
7 RYZEN 7 5800X3D 8-CORE 16 32,558 520,928 AMD
8 RYZEN 7 5700X 8-CORE 16 32,288 516,608 AMD
9 RYZEN 7 7800X3D 8-CORE 16 28,110 449,760 AMD
10 12TH GEN CORE I7-12700K 20 21,971 439,420 Intel
11 13TH GEN CORE I5-13500 20 21,105 422,100 Intel
12 CORE I9-14900KF 24 17,527 420,648 Intel
13 RYZEN 7 3800X 8-CORE 16 25,095 401,520 AMD
14 CORE I7-7820X CPU @ 3.60GHZ 16 24,997 399,952 Intel
15 RYZEN 7 5800X 8-CORE 16 24,252 388,032 AMD
16 RYZEN 9 5950X 16-CORE 32 11,061 353,952 AMD
17 12TH GEN CORE I7-12700F 20 17,211 344,220 Intel
18 RYZEN 5 5600X 6-CORE 12 25,763 309,156 AMD
19 RYZEN 9 5900X 12-CORE 24 12,298 295,152 AMD
20 RYZEN 7 5800H 16 18,124 289,984 AMD
21 13TH GEN CORE I5-13600K 14 19,304 270,256 Intel
22 CORE I7-10700K CPU @ 3.80GHZ 16 15,755 252,080 Intel
23 RYZEN 5 5600 6-CORE 12 19,021 228,252 AMD
24 RYZEN 7 3700X 8-CORE 16 13,586 217,376 AMD
25 RYZEN 5 3600 6-CORE 12 17,114 205,368 AMD
26 CORE I5-8600K CPU @ 3.60GHZ 6 31,096 186,576 Intel
27 RYZEN 5 5600G 12 14,898 178,776 AMD
28 CORE I7-7700K CPU @ 4.20GHZ 8 21,142 169,136 Intel
29 13TH GEN CORE I7-13700 24 6,942 166,608 Intel
30 CORE I9-8950HK CPU @ 2.90GHZ 12 13,870 166,440 Intel
31 APPLE M2 8 18,774 150,192 Apple
32 RYZEN 9 5900 12-CORE 24 5,916 141,984 AMD
33 CORE I7-8700K CPU @ 3.70GHZ 12 11,676 140,112 Intel
34 CORE I7-9850H CPU @ 2.60GHZ 12 10,227 122,724 Intel
35 XEON CPU E3-1270 V5 @ 3.60GHZ 8 15,001 120,008 Intel
36 11TH GEN CORE I7-11700 @ 2.50GHZ 16 7,292 116,672 Intel
37 CORE I7-7700 CPU @ 3.60GHZ 8 14,104 112,832 Intel
38 12TH GEN CORE I9-12900H 20 5,500 110,000 Intel
39 CORE I7-6700 CPU @ 3.40GHZ 8 13,423 107,384 Intel
40 11TH GEN CORE I9-11900F @ 2.50GHZ 16 6,660 106,560 Intel
41 RYZEN 9 3900X 12-CORE 24 4,373 104,952 AMD
42 CORE I5-9500T CPU @ 2.20GHZ 6 17,042 102,252 Intel
43 EPYC 7543P 32-CORE 8 12,346 98,768 AMD
44 CORE I7-10700T CPU @ 2.00GHZ 16 5,936 94,976 Intel
45 CORE I5-5675R CPU @ 3.10GHZ 4 23,509 94,036 Intel
46 CORE I7-4770HQ CPU @ 2.20GHZ 8 11,501 92,008 Intel
47 XEON CPU E5-2660 V3 @ 2.60GHZ 20 4,335 86,700 Intel
48 CORE I7-4790K CPU @ 4.00GHZ 8 10,563 84,504 Intel
49 12TH GEN CORE I7-12700H 20 3,832 76,640 Intel
50 CORE I5-8500T CPU @ 2.10GHZ 6 12,413 74,478 Intel
51 CORE I5-4690 CPU @ 3.50GHZ 4 18,152 72,608 Intel
52 CORE I5-6500 CPU @ 3.20GHZ 4 17,745 70,980 Intel
53 CORE I5-7400 CPU @ 3.00GHZ 4 17,074 68,296 Intel
54 CORE I7-3770K CPU @ 3.50GHZ 8 7,910 63,280 Intel
55 CORE I5-6400 CPU @ 2.70GHZ 4 15,806 63,224 Intel
56 XEON CPU E5-2680 0 @ 2.70GHZ 16 3,856 61,696 Intel
57 CORE I7-10750H CPU @ 2.60GHZ 12 5,059 60,708 Intel
58 XEON CPU E3-1245 V3 @ 3.40GHZ 8 7,520 60,160 Intel
59 CORE I5-9300H CPU @ 2.40GHZ 8 7,449 59,592 Intel
60 CORE I7-4790 CPU @ 3.60GHZ 8 7,363 58,904 Intel
61 CORE I7-3770 CPU @ 3.40GHZ 8 7,292 58,336 Intel
62 XEON CPU E5-1630 V3 @ 3.70GHZ 8 7,082 56,656 Intel
63 CORE I5-4590 CPU @ 3.30GHZ 4 14,163 56,652 Intel
64 CORE I7-7700HQ CPU @ 2.80GHZ 8 6,646 53,168 Intel
65 CORE I7-6700K CPU @ 4.00GHZ 8 6,432 51,456 Intel
66 CORE I5-3470S CPU @ 2.90GHZ 4 12,267 49,068 Intel
67 CORE I5-3570K CPU @ 3.40GHZ 4 9,470 37,880 Intel
68 12TH GEN CORE I5-12600K 16 2,279 36,464 Intel
69 11TH GEN CORE I7-1185G7 @ 3.00GHZ 8 4,100 32,800 Intel
70 XEON CPU X5650 @ 2.67GHZ 12 2,605 31,260 Intel
71 CORE I7-7600U CPU @ 2.80GHZ 4 6,603 26,412 Intel
72 12TH GEN CORE I5-12600KF 16 1,577 25,232 Intel
73 CORE I5-5200U CPU @ 2.20GHZ 4 5,592 22,368 Intel
74 APPLE M1 8 2,479 19,832 Apple
75 APPLE M1 PRO 10 1,970 19,700 Apple
76 CORE I7 CPU 975 @ 3.33GHZ 8 2,020 16,160 Intel
77 CORE I5-10210U CPU @ 1.60GHZ 7 1,969 13,783 Intel