RESEARCH: INFLUENZA
FOLDING PROJECT #12410 PROFILE

PROJECT TEAM

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

WORK UNIT INFO

Atoms: 14,112
Core: 0xa8
Status: Public

TLDR; PROJECT SUMMARY AI BETA

This project studies tiny proteins called miniproteins designed to block flu viruses. Scientists use computer simulations and experiments to see how changes in the miniprotein's structure affect its ability to bind to the flu virus, aiming to improve their effectiveness as potential 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 Discovery

Miniproteins are engineered proteins smaller than antibodies, designed to target specific molecules in the body for medical treatment. They offer advantages over traditional drugs due to their high specificity and ability to be easily modified.


therapeutics

Substances used for treating diseases.

scientific: Pharmaceuticals
Biotechnology / Drug Discovery

Therapeutics are medications and treatments designed to prevent, diagnose, or cure diseases. They can range from small molecules to complex biological agents like antibodies.


hemagglutinin

Viral protein that binds to sialic acid on cell surfaces.

scientific: Pharmaceuticals
Biotechnology / Virology

Hemagglutinin is a surface protein found on influenza viruses. It plays a crucial role in the virus's ability to infect cells by binding to sugar molecules (sialic acid) present on cell surfaces.


affinity maturation

Process of increasing the binding affinity of antibodies.

scientific: Pharmaceuticals
Biotechnology / Immunology

Affinity maturation is a natural process where antibodies are refined over time to bind their target antigens more effectively. This involves mutations that enhance the antibody's ability to recognize and bind its specific target.


molecular simulation

Computer-based modeling of molecular interactions.

scientific: Pharmaceuticals
Biotechnology / Computational Biology

Molecular simulations use computer algorithms to model the behavior of molecules and their interactions. These simulations can be used to study a wide range of biological processes, from protein folding to drug design.


expanded ensemble simulation

Advanced simulation technique for studying complex systems.

scientific: Pharmaceuticals
Biotechnology / Computational Biology

Expanded ensemble simulations are a powerful computational tool used to study complex biological systems that involve multiple energy states. These simulations allow researchers to explore a wider range of possible configurations and obtain more accurate predictions.

PROJECT FOLDING PPD AVERAGES BY GPU

Data as of Tuesday, 14 April 2026 06:34:45
Rank
Project
Model Name
Folding@Home Identifier
Make
Brand
GPU
Model
PPD
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PROJECT FOLDING PPD AVERAGES BY CPU BETA

Data as of Tuesday, 14 April 2026 06:34:45
Rank
Project
CPU Model Logical
Processors (LP)
PPD-PLP
AVG PPD per 1 LP
ALL LP-PPD
(Estimated)
Make
1 RYZEN 9 7950X 16-CORE 32 46,895 1,500,640 AMD
2 12TH GEN CORE I9-12900K 24 43,213 1,037,112 Intel
3 RYZEN 7 5700X 8-CORE 16 46,674 746,784 AMD
4 RYZEN 7 5700G 16 42,397 678,352 AMD
5 RYZEN 5 5500 12 55,102 661,224 AMD
6 13TH GEN CORE I9-13900K 32 19,894 636,608 Intel
7 RYZEN 7 7700X 8-CORE 16 37,060 592,960 AMD
8 RYZEN 9 7900 12-CORE 24 24,321 583,704 AMD
9 CORE I9-14900K 32 17,875 572,000 Intel
10 12TH GEN CORE I5-12400F 12 47,060 564,720 Intel
11 APPLE M2 ULTRA 24 22,322 535,728 Apple
12 RYZEN 5 7600X 6-CORE 12 43,997 527,964 AMD
13 RYZEN 7 5800X3D 8-CORE 16 32,828 525,248 AMD
14 RYZEN 9 5950X 16-CORE 32 14,111 451,552 AMD
15 RYZEN 5 7600 6-CORE 12 37,473 449,676 AMD
16 RYZEN 7 3800X 8-CORE 16 26,718 427,488 AMD
17 RYZEN 7 5800X 8-CORE 16 26,197 419,152 AMD
18 CORE I7-7820X CPU @ 3.60GHZ 16 25,262 404,192 Intel
19 12TH GEN CORE I7-12700F 20 19,046 380,920 Intel
20 12TH GEN CORE I5-12400 12 25,380 304,560 Intel
21 RYZEN 9 3900X 12-CORE 24 12,442 298,608 AMD
22 RYZEN 9 7950X3D 16-CORE 32 9,290 297,280 AMD
23 RYZEN 5 5600 6-CORE 12 23,669 284,028 AMD
24 CORE I7-10700K CPU @ 3.80GHZ 16 15,967 255,472 Intel
25 APPLE M2 8 29,637 237,096 Apple
26 RYZEN 5 3600 6-CORE 12 19,344 232,128 AMD
27 RYZEN 7 3700X 8-CORE 16 13,989 223,824 AMD
28 13TH GEN CORE I7-13700 24 8,946 214,704 Intel
29 RYZEN 9 3900XT 12-CORE 24 7,906 189,744 AMD
30 RYZEN 5 5600X 6-CORE 12 15,013 180,156 AMD
31 CORE I5-8600K CPU @ 3.60GHZ 6 29,271 175,626 Intel
32 CORE I5-9400F CPU @ 2.90GHZ 6 25,857 155,142 Intel
33 CORE I7-7700K CPU @ 4.20GHZ 8 19,100 152,800 Intel
34 RYZEN 5 5600H 12 10,918 131,016 AMD
35 CORE I7-8700K CPU @ 3.70GHZ 12 10,634 127,608 Intel
36 EPYC 7543P 32-CORE 8 13,462 107,696 AMD
37 XEON CPU E3-1270 V5 @ 3.60GHZ 8 12,994 103,952 Intel
38 CORE I7-7700 CPU @ 3.60GHZ 8 12,484 99,872 Intel
39 CORE I7-8705G CPU @ 3.10GHZ 8 12,353 98,824 Intel
40 CORE I7-10700T CPU @ 2.00GHZ 16 5,969 95,504 Intel
41 CORE I7-5820K CPU @ 3.30GHZ 12 7,738 92,856 Intel
42 13TH GEN CORE I5-13500 20 4,565 91,300 Intel
43 CORE I7-4770HQ CPU @ 2.20GHZ 8 10,997 87,976 Intel
44 RYZEN 5 7535HS 12 7,300 87,600 AMD
45 CORE I9-8950HK CPU @ 2.90GHZ 12 7,234 86,808 Intel
46 CORE I7-4790K CPU @ 4.00GHZ 8 10,525 84,200 Intel
47 CORE I5-5675R CPU @ 3.10GHZ 4 20,848 83,392 Intel
48 CORE I5-9500T CPU @ 2.20GHZ 6 13,651 81,906 Intel
49 CORE I7-8700T CPU @ 2.40GHZ 12 6,657 79,884 Intel
50 12TH GEN CORE I7-12700H 20 3,918 78,360 Intel
51 CORE I7-6700K CPU @ 4.00GHZ 8 9,479 75,832 Intel
52 CORE I5-4690 CPU @ 3.50GHZ 4 18,117 72,468 Intel
53 CORE I5-6500 CPU @ 3.20GHZ 4 16,985 67,940 Intel
54 CORE I7-14700K 28 2,336 65,408 Intel
55 XEON CPU E5-2650 0 @ 2.00GHZ 16 4,058 64,928 Intel
56 CORE I7-3770K CPU @ 3.50GHZ 8 8,105 64,840 Intel
57 11TH GEN CORE I7-1185G7 @ 3.00GHZ 8 8,044 64,352 Intel
58 XEON CPU E3-1245 V3 @ 3.40GHZ 8 7,969 63,752 Intel
59 CORE I7-3770 CPU @ 3.40GHZ 8 7,654 61,232 Intel
60 CORE I5-6600T CPU @ 2.70GHZ 4 15,209 60,836 Intel
61 13TH GEN CORE I7-13700HX 24 2,478 59,472 Intel
62 11TH GEN CORE I7-11700 @ 2.50GHZ 16 3,712 59,392 Intel
63 CORE I5-4590 CPU @ 3.30GHZ 4 13,828 55,312 Intel
64 XEON CPU E5-1620 0 @ 3.60GHZ 8 6,544 52,352 Intel
65 CORE I7-7700HQ CPU @ 2.80GHZ 8 6,348 50,784 Intel
66 CORE I5-8400 CPU @ 2.80GHZ 6 8,195 49,170 Intel
67 CORE I5-3470S CPU @ 2.90GHZ 4 12,113 48,452 Intel
68 CORE I7-4770K CPU @ 3.50GHZ 8 5,831 46,648 Intel
69 CORE I7-2600 CPU @ 3.40GHZ 8 5,466 43,728 Intel
70 CORE I5-3570K CPU @ 3.40GHZ 4 9,978 39,912 Intel
71 RYZEN 7 3750H 8 4,458 35,664 AMD
72 APPLE M1 8 4,096 32,768 Apple
73 XEON CPU E5-1620 V2 @ 3.70GHZ 8 3,837 30,696 Intel
74 12TH GEN CORE I7-12700 20 1,494 29,880 Intel
75 APPLE M3 8 3,668 29,344 Apple
76 12TH GEN CORE I5-12600K 16 1,726 27,616 Intel
77 CORE I7-7600U CPU @ 2.80GHZ 4 6,146 24,584 Intel
78 CORE I7-8550U CPU @ 1.80GHZ 8 2,941 23,528 Intel
79 CORE I5-5200U CPU @ 2.20GHZ 4 5,643 22,572 Intel
80 CORE I3-2120 CPU @ 3.30GHZ 4 4,536 18,144 Intel
81 CORE I3-6006U CPU @ 2.00GHZ 4 3,608 14,432 Intel
82 CORE I7-14650HX 24 578 13,872 Intel
83 CORE I3-3110M CPU @ 2.40GHZ 4 3,246 12,984 Intel
84 CORE I7 CPU 975 @ 3.33GHZ 8 1,559 12,472 Intel
85 CORE I7-4500U CPU @ 1.80GHZ 4 2,107 8,428 Intel
86 CORE I3-10100F CPU @ 3.60GHZ 8 Intel