RESEARCH: INFLUENZA
FOLDING PROJECT #12409 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

Miniproteins are tiny drugs that can be designed to fight viruses. This project uses computer simulations to understand how changes to these miniproteins affect their ability to bind to the flu virus, helping scientists design even 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: Pharmaceutical
Biotechnology / Drug Design

Miniproteins are a class of biomolecules smaller than antibodies but larger than small molecules. They can be designed to bind specific protein targets, making them promising for treating diseases.


biomolecules

Molecules found in living organisms.

scientific: Pharmaceutical
Biotechnology / Drug Development

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


therapeutics

Substances used to treat or prevent disease.

scientific: Pharmaceutical
Medicine / Drug Discovery

Therapeutics are medications or treatments used to manage and cure diseases. They work by targeting specific mechanisms in the body.


infectious disease

A disease caused by a pathogen.

scientific: Healthcare
Medicine / Infectious Diseases

Infectious diseases are illnesses caused by harmful microorganisms like bacteria, viruses, and parasites. They spread through various means, including contact with infected individuals or contaminated objects.


hemagglutinin

A viral protein that allows the virus to bind to cells.

scientific: Biotechnology
Virology / Influenza Virus

Hemagglutinin is a surface protein found on influenza viruses. It helps the virus attach to and infect host cells by binding to sialic acid receptors on cell surfaces.


influenza A

A type of influenza virus that can infect humans and animals.

scientific: Biotechnology
Virology / Respiratory Viruses

Influenza A is a highly contagious respiratory virus that causes seasonal flu outbreaks. It has various subtypes, such as H1N1 and H3N2.


affinity maturation

The process of improving the binding affinity of antibodies.

scientific: Biotechnology
Immunology / Antibody Engineering

Affinity maturation is a natural process where antibodies evolve to bind more strongly to their target antigens. It involves mutations in the antibody genes, resulting in increased binding affinity.


molecular simulation

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

scientific: Biotechnology
Computational Biology / Drug Discovery

Molecular simulations use computational models to predict the movement and interactions of atoms and molecules. They are widely used in drug discovery, materials science, and other fields.


expanded ensemble simulation

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

scientific: Biotechnology
Computational Biology / Molecular Dynamics

Expanded ensemble simulations enhance the sampling of conformational space in molecular dynamics. They help explore rare events and provide more accurate predictions of protein folding and binding interactions.

PROJECT FOLDING PPD AVERAGES BY GPU

Data as of Tuesday, 14 April 2026 06:34:46
Rank
Project
Model Name
Folding@Home Identifier
Make
Brand
GPU
Model
PPD
Average
Points WU
Average
WUs Day
Average
WU Time
Average

PROJECT FOLDING PPD AVERAGES BY CPU BETA

Data as of Tuesday, 14 April 2026 06:34:46
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 47,773 1,146,552 Intel
2 RYZEN 9 5900X 12-CORE 24 31,844 764,256 AMD
3 RYZEN THREADRIPPER 3990X 64-CORE 64 11,203 716,992 AMD
4 RYZEN 7 5700X 8-CORE 16 43,388 694,208 AMD
5 RYZEN 5 5500 12 54,641 655,692 AMD
6 RYZEN 7 5700G 16 40,882 654,112 AMD
7 CORE I9-14900K 32 20,110 643,520 Intel
8 RYZEN 9 7900X 12-CORE 24 25,837 620,088 AMD
9 RYZEN 9 7900 12-CORE 24 23,477 563,448 AMD
10 12TH GEN CORE I5-12400F 12 45,600 547,200 Intel
11 RYZEN 7 7800X3D 8-CORE 16 32,789 524,624 AMD
12 RYZEN 7 5800X3D 8-CORE 16 31,486 503,776 AMD
13 RYZEN 9 5950X 16-CORE 32 14,402 460,864 AMD
14 RYZEN 9 7950X 16-CORE 32 14,080 450,560 AMD
15 RYZEN 5 7600 6-CORE 12 36,349 436,188 AMD
16 CORE I7-7820X CPU @ 3.60GHZ 16 27,180 434,880 Intel
17 XEON CPU E5-2696 V4 @ 2.20GHZ 44 9,577 421,388 Intel
18 RYZEN 7 5800X 8-CORE 16 25,870 413,920 AMD
19 RYZEN 7 3800X 8-CORE 16 23,973 383,568 AMD
20 12TH GEN CORE I7-12700F 20 18,603 372,060 Intel
21 13TH GEN CORE I9-13900K 32 8,937 285,984 Intel
22 RYZEN 7 5800H 16 17,410 278,560 AMD
23 12TH GEN CORE I5-12400 12 22,876 274,512 Intel
24 APPLE M2 8 34,166 273,328 Apple
25 CORE I7-10700K CPU @ 3.80GHZ 16 16,119 257,904 Intel
26 RYZEN 9 3900X 12-CORE 24 10,147 243,528 AMD
27 CORE I7-6950X CPU @ 3.00GHZ 20 11,827 236,540 Intel
28 RYZEN 5 5600 6-CORE 12 19,655 235,860 AMD
29 RYZEN 5 5600X 6-CORE 12 19,434 233,208 AMD
30 RYZEN 5 3600 6-CORE 12 17,958 215,496 AMD
31 RYZEN 7 4800H 16 13,183 210,928 AMD
32 RYZEN 5 5600H 12 17,234 206,808 AMD
33 XEON CPU E5-2680 V2 @ 2.80GHZ 40 5,162 206,480 Intel
34 11TH GEN CORE I7-11700F @ 2.50GHZ 16 12,788 204,608 Intel
35 RYZEN 7 3700X 8-CORE 16 12,698 203,168 AMD
36 CORE I7-9700 CPU @ 3.00GHZ 8 24,306 194,448 Intel
37 CORE I5-8600K CPU @ 3.60GHZ 6 31,664 189,984 Intel
38 13TH GEN CORE I5-13600K 14 13,164 184,296 Intel
39 CORE I7-7700K CPU @ 4.20GHZ 8 21,579 172,632 Intel
40 13TH GEN CORE I5-13500 20 8,554 171,080 Intel
41 13TH GEN CORE I7-13700 24 6,872 164,928 Intel
42 CORE I9-8950HK CPU @ 2.90GHZ 12 13,096 157,152 Intel
43 CORE I7-5930K CPU @ 3.50GHZ 12 12,063 144,756 Intel
44 RYZEN 7 2700X EIGHT-CORE 16 8,974 143,584 AMD
45 CORE I5-9500T CPU @ 2.20GHZ 6 21,825 130,950 Intel
46 11TH GEN CORE I7-1185G7 @ 3.00GHZ 8 15,706 125,648 Intel
47 CORE I7-8700K CPU @ 3.70GHZ 12 10,437 125,244 Intel
48 CORE I7-5820K CPU @ 3.30GHZ 12 10,315 123,780 Intel
49 XEON CPU E5-2697 V2 @ 2.70GHZ 24 5,070 121,680 Intel
50 RYZEN 5 1600 SIX-CORE 12 8,765 105,180 AMD
51 XEON CPU E3-1270 V5 @ 3.60GHZ 8 13,146 105,168 Intel
52 CORE I7-9750H CPU @ 2.60GHZ 12 7,793 93,516 Intel
53 CORE I7-10700T CPU @ 2.00GHZ 16 5,688 91,008 Intel
54 CORE I7-4770HQ CPU @ 2.20GHZ 8 10,607 84,856 Intel
55 CORE I7-4790K CPU @ 4.00GHZ 8 9,222 73,776 Intel
56 CORE I5-4690 CPU @ 3.50GHZ 4 17,822 71,288 Intel
57 CORE I5-7400 CPU @ 3.00GHZ 4 17,240 68,960 Intel
58 CORE I5-6500 CPU @ 3.20GHZ 4 16,959 67,836 Intel
59 11TH GEN CORE I7-1165G7 @ 2.80GHZ 8 8,335 66,680 Intel
60 CORE I5-6600K CPU @ 3.50GHZ 4 16,218 64,872 Intel
61 CORE I5-4590 CPU @ 3.30GHZ 4 14,921 59,684 Intel
62 CORE I5-9300H CPU @ 2.40GHZ 8 7,328 58,624 Intel
63 CORE I5-6400 CPU @ 2.70GHZ 4 14,536 58,144 Intel
64 CORE I7-6700K CPU @ 4.00GHZ 8 7,250 58,000 Intel
65 XEON CPU E5-1620 V2 @ 3.70GHZ 8 6,782 54,256 Intel
66 CORE I7-7700HQ CPU @ 2.80GHZ 8 6,781 54,248 Intel
67 CORE I5-2500K CPU @ 3.30GHZ 4 13,206 52,824 Intel
68 CORE I5-4670 CPU @ 3.40GHZ 4 13,102 52,408 Intel
69 APPLE M1 8 6,368 50,944 Apple
70 CORE I7-3770 CPU @ 3.40GHZ 8 5,451 43,608 Intel
71 CORE I5-4570S CPU @ 2.90GHZ 4 10,719 42,876 Intel
72 CORE I5-3470S CPU @ 2.90GHZ 4 10,336 41,344 Intel
73 CORE I5-3570K CPU @ 3.40GHZ 4 9,574 38,296 Intel
74 CORE I7-7600U CPU @ 2.80GHZ 4 6,819 27,276 Intel
75 CORE I7-2760QM CPU @ 2.40GHZ 8 3,150 25,200 Intel
76 CORE I5-4200M CPU @ 2.50GHZ 4 5,483 21,932 Intel
77 CORE I7-4500U CPU @ 1.80GHZ 4 5,327 21,308 Intel
78 XEON CPU E5450 @ 3.00GHZ 8 2,610 20,880 Intel
79 12TH GEN CORE I5-12600KF 16 1,237 19,792 Intel
80 CORE I5-10210U CPU @ 1.60GHZ 7 2,469 17,283 Intel
81 CORE I5-3210M CPU @ 2.50GHZ 4 4,098 16,392 Intel
82 CORE I3-6006U CPU @ 2.00GHZ 4 3,636 14,544 Intel
83 A8-3500M APU RADEON(TM) HD GRAPHICS 4 1,084 4,336 AMD