RESEARCH: INFLUENZA
FOLDING PROJECT #12401 PROFILE

PROJECT TEAM

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

WORK UNIT INFO

Atoms: 14,124
Core: 0xa8
Status: Public

TLDR; PROJECT SUMMARY AI BETA

Miniproteins are small, engineered proteins that can fight diseases like the flu. This project uses computer simulations to understand how miniproteins bind to flu viruses and how tiny changes in their design affect their effectiveness. The goal is to improve the design of these miniprotein 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 designed for therapeutic use.

Scientific: Pharmaceuticals
Biotechnology / Drug Design

Miniproteins are small engineered proteins being developed as new drugs. They are smaller than traditional antibodies but larger than small molecules, allowing for precise targeting of disease-causing proteins.


therapeutics

Agents used to treat or prevent diseases.

Scientific: Pharmaceuticals
Biotechnology / Drug Development

Therapeutics are medications and other treatments used to cure, prevent, or manage diseases. They can include drugs, vaccines, and therapies.


hemagglutinin

A viral protein that binds to sialic acid on cell surfaces.

Scientific: Pharmaceuticals
Biotechnology / Virology

Hemagglutinin is a protein found on the surface of influenza viruses. It helps the virus attach to and enter human cells by binding to sugar molecules called sialic acid.


affinity maturation

The process of increasing the binding affinity of antibodies or other molecules.

Scientific: Pharmaceuticals
Biotechnology / Immunology

Affinity maturation is a process where antibodies become more effective at binding to their target antigens. This happens through mutations in the antibody genes, making them stronger binders.


molecular simulation

A computer-based method for simulating the behavior of molecules.

Scientific: Pharmaceuticals
Biotechnology / Computational Biology

Molecular simulations use computer algorithms to mimic how atoms and molecules interact. This allows scientists to study chemical reactions, protein folding, and other biological processes.

PROJECT FOLDING PPD AVERAGES BY GPU

Data as of Tuesday, 14 April 2026 06:34:50
Rank
Project
Model Name
Folding@Home Identifier
Make
Brand
GPU
Model
PPD
Average
Points WU
Average
WUs Day
Average
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PROJECT FOLDING PPD AVERAGES BY CPU BETA

Data as of Tuesday, 14 April 2026 06:34:50
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 50,022 1,200,528 Intel
2 RYZEN 9 7950X 16-CORE 32 26,687 853,984 AMD
3 CORE I9-14900K 32 20,855 667,360 Intel
4 RYZEN 7 5700G 16 41,674 666,784 AMD
5 RYZEN 5 5500 12 55,232 662,784 AMD
6 RYZEN 5 7600 6-CORE 12 54,775 657,300 AMD
7 12TH GEN CORE I5-12400F 12 54,000 648,000 Intel
8 RYZEN 7 7800X3D 8-CORE 16 37,794 604,704 AMD
9 RYZEN 9 5900X 12-CORE 24 23,537 564,888 AMD
10 RYZEN 7 7700X 8-CORE 16 34,022 544,352 AMD
11 RYZEN 7 5700X 8-CORE 16 32,806 524,896 AMD
12 RYZEN 9 5950X 16-CORE 32 15,257 488,224 AMD
13 RYZEN 7 5800X3D 8-CORE 16 29,945 479,120 AMD
14 RYZEN 7 5800X 8-CORE 16 28,002 448,032 AMD
15 RYZEN 7 3800X 8-CORE 16 27,919 446,704 AMD
16 CORE I7-7820X CPU @ 3.60GHZ 16 26,077 417,232 Intel
17 12TH GEN CORE I7-12700K 20 18,924 378,480 Intel
18 XEON CPU E5-2696 V4 @ 2.20GHZ 44 7,889 347,116 Intel
19 12TH GEN CORE I5-12400 12 25,110 301,320 Intel
20 RYZEN 9 3900X 12-CORE 24 12,240 293,760 AMD
21 APPLE M2 8 36,361 290,888 Apple
22 RYZEN 5 5600X 6-CORE 12 21,770 261,240 AMD
23 RYZEN 5 5600 6-CORE 12 21,718 260,616 AMD
24 CORE I7-10700K CPU @ 3.80GHZ 16 15,988 255,808 Intel
25 13TH GEN CORE I7-13700 24 10,486 251,664 Intel
26 RYZEN 5 3600 6-CORE 12 19,986 239,832 AMD
27 RYZEN 7 3700X 8-CORE 16 11,741 187,856 AMD
28 11TH GEN CORE I7-11700F @ 2.50GHZ 16 11,596 185,536 Intel
29 CORE I7-9700 CPU @ 3.00GHZ 8 22,953 183,624 Intel
30 RYZEN 5 5600G 12 15,288 183,456 AMD
31 CORE I7-7700K CPU @ 4.20GHZ 8 21,456 171,648 Intel
32 CORE I9-8950HK CPU @ 2.90GHZ 12 13,364 160,368 Intel
33 RYZEN 7 2700X EIGHT-CORE 16 9,409 150,544 AMD
34 RYZEN 7 5800H 16 9,231 147,696 AMD
35 CORE I7-8700K CPU @ 3.70GHZ 12 12,170 146,040 Intel
36 CORE I7-5930K CPU @ 3.50GHZ 12 10,901 130,812 Intel
37 CORE I7-9750H CPU @ 2.60GHZ 12 9,673 116,076 Intel
38 XEON CPU E3-1270 V5 @ 3.60GHZ 8 14,342 114,736 Intel
39 CORE I7-6700K CPU @ 4.00GHZ 8 13,207 105,656 Intel
40 EPYC 7543P 32-CORE 8 12,637 101,096 AMD
41 CORE I7-8705G CPU @ 3.10GHZ 8 12,090 96,720 Intel
42 XEON CPU E5-2697 V2 @ 2.70GHZ 24 3,714 89,136 Intel
43 CORE I7-4790K CPU @ 4.00GHZ 8 11,072 88,576 Intel
44 CORE I7-10700T CPU @ 2.00GHZ 16 5,448 87,168 Intel
45 CORE I7-4770HQ CPU @ 2.20GHZ 8 10,437 83,496 Intel
46 CORE I5-5675R CPU @ 3.10GHZ 4 20,668 82,672 Intel
47 11TH GEN CORE I7-1185G7 @ 3.00GHZ 8 10,141 81,128 Intel
48 APPLE M1 PRO 10 7,954 79,540 Apple
49 12TH GEN CORE I7-12700H 20 3,693 73,860 Intel
50 XEON GOLD 6128 CPU @ 3.40GHZ 12 6,061 72,732 Intel
51 CORE I5-4690 CPU @ 3.50GHZ 4 17,409 69,636 Intel
52 CORE I5-6500 CPU @ 3.20GHZ 4 17,083 68,332 Intel
53 XEON CPU E3-1245 V3 @ 3.40GHZ 8 7,838 62,704 Intel
54 CORE I7-3720QM CPU @ 2.60GHZ 8 7,623 60,984 Intel
55 CORE I5-4570 CPU @ 3.20GHZ 4 14,807 59,228 Intel
56 CORE I5-4590 CPU @ 3.30GHZ 4 14,506 58,024 Intel
57 11TH GEN CORE I7-11700 @ 2.50GHZ 16 3,368 53,888 Intel
58 XEON CPU E5-1620 V2 @ 3.70GHZ 8 6,628 53,024 Intel
59 CORE I5-4570S CPU @ 2.90GHZ 4 13,217 52,868 Intel
60 CORE I5-9300H CPU @ 2.40GHZ 8 6,531 52,248 Intel
61 CORE I7-7700HQ CPU @ 2.80GHZ 8 6,387 51,096 Intel
62 XEON CPU E5-1620 0 @ 3.60GHZ 8 6,383 51,064 Intel
63 CORE I7-3770K CPU @ 3.50GHZ 8 6,115 48,920 Intel
64 CORE I7-6700 CPU @ 3.40GHZ 8 6,102 48,816 Intel
65 CORE I5-3470S CPU @ 2.90GHZ 4 11,991 47,964 Intel
66 XEON CPU E5-1630 V3 @ 3.70GHZ 8 5,801 46,408 Intel
67 CORE I7-3770 CPU @ 3.40GHZ 8 5,625 45,000 Intel
68 CORE I5-4670 CPU @ 3.40GHZ 4 10,947 43,788 Intel
69 CORE I7-8665U CPU @ 1.90GHZ 8 5,380 43,040 Intel
70 CORE I5-3570K CPU @ 3.40GHZ 4 9,422 37,688 Intel
71 CORE I5-10310U CPU @ 1.70GHZ 8 4,655 37,240 Intel
72 EPYC 7B12 64-CORE 64 476 30,464 AMD
73 12TH GEN CORE I7-12700 20 1,472 29,440 Intel
74 12TH GEN CORE I5-12600KF 16 1,649 26,384 Intel
75 CORE I7-7600U CPU @ 2.80GHZ 4 6,579 26,316 Intel
76 CORE I5-5200U CPU @ 2.20GHZ 4 4,877 19,508 Intel
77 CORE I3-2120 CPU @ 3.30GHZ 4 4,505 18,020 Intel
78 CORE I7 CPU 975 @ 3.33GHZ 8 1,549 12,392 Intel
79 CORE I3-6006U CPU @ 2.00GHZ 4 2,906 11,624 Intel
80 CORE I7-4500U CPU @ 1.80GHZ 4 1,699 6,796 Intel
81 CORE I7-6500U CPU @ 2.50GHZ 4 1,189 4,756 Intel