RESEARCH: INFLUENZA
FOLDING PROJECT #12413 PROFILE

PROJECT TEAM

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

WORK UNIT INFO

Atoms: 93,430
Core: 0xa8
Status: Public

TLDR; PROJECT SUMMARY AI BETA

This project investigates how miniproteins, small drug-like molecules, bind to viruses like influenza. Researchers are using computer simulations to understand how tiny changes in the miniprotein's structure affect its ability to latch onto the virus and potentially block infection. These findings could lead to better design of miniprotein drugs for treating viral diseases.

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: pharmaceutical
biotechnology / therapeutic drug development

Miniproteins are a new class of medication made from small proteins. They can be designed to bind specifically to target proteins in the body, potentially treating diseases like infections.


biomolecules

Molecules that are essential to life and often found in living organisms.

scientific: pharmaceutical
biotechnology / molecular biology

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


monoclonal antibodies

Laboratory-made proteins that mimic the immune system's ability to fight off specific targets.

scientific: pharmaceutical
biotechnology / immunotherapy

Monoclonal antibodies are a type of medication used to treat various diseases. They work by targeting and destroying specific cells or molecules in the body.


hemagglutinin

A viral protein that allows viruses to attach to host cells.

scientific: pharmaceutical
medicine / virology

Hemagglutinin is a protein found on the surface of certain viruses, like influenza. It helps the virus stick to and enter human cells.


H1 influenza A

A subtype of the influenza virus.

scientific: pharmaceutical
medicine / virology

H1 influenza A is a common type of flu virus that can cause seasonal illness.


sialic acid

A type of sugar molecule found on the surface of cells.

scientific: pharmaceutical
biochemistry / carbohydrate metabolism

Sialic acid is a sugar that plays a role in cell recognition and communication.


affinity maturation

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

scientific: pharmaceutical
biotechnology / immunology

Affinity maturation is a process used to make antibodies stronger and more effective at targeting their specific targets.


molecular simulation

The use of computer models to simulate the behavior of molecules.

scientific: pharmaceutical
biotechnology / computational biology

Molecular simulations are used to study how molecules interact and behave. This can help researchers understand how drugs work and design new ones.


expanded ensemble simulation

A type of molecular simulation that uses multiple simulations to explore a wider range of possible energy states.

scientific: pharmaceutical
biotechnology / computational biology

Expanded ensemble simulations are used to study complex systems and improve the accuracy of predictions.

PROJECT FOLDING PPD AVERAGES BY GPU

Data as of Tuesday, 14 April 2026 06:34:44
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 06:34:44
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 37,605 1,203,360 AMD
2 APPLE M2 ULTRA 24 38,540 924,960 Apple
3 RYZEN 7 7800X3D 8-CORE 16 46,036 736,576 AMD
4 RYZEN 9 7900 12-CORE 24 29,004 696,096 AMD
5 RYZEN 9 7900X 12-CORE 24 27,226 653,424 AMD
6 RYZEN THREADRIPPER 3960X 24-CORE 48 12,948 621,504 AMD
7 CORE I5-14600K 20 27,674 553,480 Intel
8 RYZEN 9 5950X 16-CORE 32 16,042 513,344 AMD
9 RYZEN 9 7950X3D 16-CORE 32 15,345 491,040 AMD
10 RYZEN 5 7600 6-CORE 12 38,951 467,412 AMD
11 12TH GEN CORE I7-12700K 20 21,764 435,280 Intel
12 XEON GOLD 6146 CPU @ 3.20GHZ 48 8,959 430,032 Intel
13 CORE I9-14900K 32 13,308 425,856 Intel
14 RYZEN 7 7700X 8-CORE 16 26,307 420,912 AMD
15 RYZEN 7 5800X3D 8-CORE 16 25,254 404,064 AMD
16 CORE I9-10900K CPU @ 3.70GHZ 20 19,618 392,360 Intel
17 RYZEN 5 7600X 6-CORE 12 31,170 374,040 AMD
18 12TH GEN CORE I7-12700F 20 18,290 365,800 Intel
19 RYZEN 7 5800X 8-CORE 16 22,732 363,712 AMD
20 13TH GEN CORE I5-13600K 14 25,552 357,728 Intel
21 11TH GEN CORE I7-11700K @ 3.60GHZ 16 22,124 353,984 Intel
22 EPYC 7713 64-CORE 64 5,331 341,184 AMD
23 RYZEN 9 5900X 12-CORE 24 14,033 336,792 AMD
24 RYZEN 9 5900 12-CORE 24 13,793 331,032 AMD
25 RYZEN 7 5700G 16 20,337 325,392 AMD
26 13TH GEN CORE I5-13500 20 16,199 323,980 Intel
27 13TH GEN CORE I7-13700 24 12,416 297,984 Intel
28 RYZEN 9 3950X 16-CORE 32 9,257 296,224 AMD
29 RYZEN 7 5700X 8-CORE 16 17,875 286,000 AMD
30 RYZEN 9 3900X 12-CORE 24 11,753 282,072 AMD
31 RYZEN 5 5600X 6-CORE 12 23,222 278,664 AMD
32 RYZEN 5 5600 6-CORE 12 22,914 274,968 AMD
33 XEON CPU E5-2680 V2 @ 2.80GHZ 40 6,651 266,040 Intel
34 CORE I7-10700K CPU @ 3.80GHZ 16 14,928 238,848 Intel
35 13TH GEN CORE I9-13900K 32 6,504 208,128 Intel
36 12TH GEN CORE I5-12400 12 15,794 189,528 Intel
37 RYZEN 7 3800X 8-CORE 16 11,017 176,272 AMD
38 RYZEN 5 7640HS W/ RADEON 760M GRAPHICS 12 14,592 175,104 AMD
39 RYZEN 5 3600 6-CORE 12 14,203 170,436 AMD
40 XEON CPU E5-2697 V2 @ 2.70GHZ 24 7,010 168,240 Intel
41 12TH GEN CORE I5-12500T 12 13,574 162,888 Intel
42 CORE I7-5930K CPU @ 3.50GHZ 12 13,516 162,192 Intel
43 CORE I9-9900K CPU @ 3.60GHZ 16 10,116 161,856 Intel
44 RYZEN 7 1700X EIGHT-CORE 16 9,637 154,192 AMD
45 CORE I5-10600KF CPU @ 4.10GHZ 12 12,811 153,732 Intel
46 RYZEN 7 3700X 8-CORE 16 9,449 151,184 AMD
47 11TH GEN CORE I9-11900F @ 2.50GHZ 16 8,799 140,784 Intel
48 CORE I7-5820K CPU @ 3.30GHZ 12 11,546 138,552 Intel
49 RYZEN 9 5900HS 16 7,661 122,576 AMD
50 11TH GEN CORE I7-11700F @ 2.50GHZ 16 7,624 121,984 Intel
51 RYZEN 5 7535HS 12 10,100 121,200 AMD
52 CORE I7-8700 CPU @ 3.20GHZ 12 8,537 102,444 Intel
53 CORE I7-10700T CPU @ 2.00GHZ 16 6,183 98,928 Intel
54 12TH GEN CORE I7-12700H 20 4,859 97,180 Intel
55 CORE I9-8950HK CPU @ 2.90GHZ 12 7,937 95,244 Intel
56 RYZEN 5 5600H 12 7,681 92,172 AMD
57 RYZEN 5 2600X SIX-CORE 12 6,600 79,200 AMD
58 CORE I7-8700K CPU @ 3.70GHZ 12 6,469 77,628 Intel
59 APPLE M2 MAX 12 6,213 74,556 Apple
60 12TH GEN CORE I5-12600K 16 4,509 72,144 Intel
61 APPLE M1 PRO 10 7,079 70,790 Apple
62 CORE I7-7820X CPU @ 3.60GHZ 16 3,420 54,720 Intel
63 RYZEN 7 4800U 16 2,853 45,648 AMD
64 XEON CPU E5-2680 0 @ 2.70GHZ 16 2,716 43,456 Intel
65 12TH GEN CORE I7-12700 20 1,928 38,560 Intel
66 12TH GEN CORE I5-12600KF 16 2,376 38,016 Intel
67 XEON CPU X5650 @ 2.67GHZ 12 2,916 34,992 Intel