RESEARCH: INFLUENZA
FOLDING PROJECT #12411 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 small proteins that can be designed to fight viruses. Researchers are using computer simulations to understand how miniproteins bind to the influenza virus and how changes to their design can improve their effectiveness.

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.

Technical: Pharmaceuticals
Biotechnology / Drug Design

Miniproteins are engineered proteins smaller than traditional antibodies. They're used in drug development because they can target specific proteins and have fewer side effects. Researchers are exploring their potential to treat diseases like infections.


hemagglutinin

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

Scientific: Biotechnology
Virology / Influenza

Hemagglutinin is a key protein on the surface of the influenza virus. It helps the virus attach to and enter human cells. Scientists are studying hemagglutinin to develop new antiviral drugs and vaccines.


affinity maturation

The process of increasing the binding strength of antibodies.

Scientific: Pharmaceuticals
Immunology / Antibody Engineering

Affinity maturation is a natural process where the immune system improves the ability of antibodies to bind to their target antigens. Researchers use this process to develop more effective antibodies for therapeutic and diagnostic purposes.


molecular simulation

A computer-based method for simulating molecular behavior.

Scientific: Research
Biophysics / Computational Biology

Molecular simulations use mathematical models to predict how molecules interact with each other. This technique is used to study a wide range of biological processes, from protein folding to drug binding.


expanded ensemble simulation

A type of molecular simulation that explores a wider range of possible states.

Scientific: Research
Biophysics / Computational Biology

Expanded ensemble simulations allow scientists to study systems with large energy barriers. They are particularly useful for investigating complex biological processes that involve multiple conformational states.

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
Average
Points WU
Average
WUs Day
Average
WU Time
Average

PROJECT FOLDING PPD AVERAGES BY CPU BETA

Data as of Tuesday, 14 April 2026 06:34:45
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 39,460 947,040 Intel
2 RYZEN 9 7950X 16-CORE 32 27,214 870,848 AMD
3 RYZEN THREADRIPPER 3990X 64-CORE 64 13,219 846,016 AMD
4 CORE I9-14900K 32 24,293 777,376 Intel
5 11TH GEN CORE I7-11700K @ 3.60GHZ 16 48,533 776,528 Intel
6 RYZEN 7 5700G 16 40,963 655,408 AMD
7 RYZEN 5 5500 12 53,943 647,316 AMD
8 RYZEN 7 7700X 8-CORE 16 36,360 581,760 AMD
9 RYZEN 9 7900 12-CORE 24 23,710 569,040 AMD
10 12TH GEN CORE I5-12400F 12 46,522 558,264 Intel
11 RYZEN 7 5700X 8-CORE 16 32,042 512,672 AMD
12 RYZEN 9 5950X 16-CORE 32 15,765 504,480 AMD
13 RYZEN 5 7600 6-CORE 12 39,587 475,044 AMD
14 RYZEN 7 5800X3D 8-CORE 16 28,487 455,792 AMD
15 RYZEN 7 3800X 8-CORE 16 26,619 425,904 AMD
16 RYZEN 7 5800X 8-CORE 16 26,083 417,328 AMD
17 CORE I7-7820X CPU @ 3.60GHZ 16 24,368 389,888 Intel
18 CORE I9-10885H CPU @ 2.40GHZ 16 24,161 386,576 Intel
19 13TH GEN CORE I5-13600KF 20 18,007 360,140 Intel
20 RYZEN 9 5900X 12-CORE 24 14,577 349,848 AMD
21 13TH GEN CORE I7-13700 24 13,452 322,848 Intel
22 12TH GEN CORE I5-12400 12 25,286 303,432 Intel
23 RYZEN 9 3900X 12-CORE 24 12,100 290,400 AMD
24 13TH GEN CORE I9-13900K 32 8,937 285,984 Intel
25 RYZEN 5 5600 6-CORE 12 21,369 256,428 AMD
26 CORE I7-10700K CPU @ 3.80GHZ 16 15,923 254,768 Intel
27 RYZEN 5 7640HS W/ RADEON 760M GRAPHICS 12 20,006 240,072 AMD
28 RYZEN 5 5600X 6-CORE 12 19,935 239,220 AMD
29 CORE I7-6950X CPU @ 3.00GHZ 20 11,582 231,640 Intel
30 APPLE M2 8 27,007 216,056 Apple
31 RYZEN 5 3600 6-CORE 12 16,919 203,028 AMD
32 CORE I5-8600K CPU @ 3.60GHZ 6 32,696 196,176 Intel
33 CORE I7-9700 CPU @ 3.00GHZ 8 24,150 193,200 Intel
34 RYZEN 7 3700X 8-CORE 16 11,170 178,720 AMD
35 XEON CPU E5-2697 V2 @ 2.70GHZ 24 6,792 163,008 Intel
36 12TH GEN CORE I7-12700F 20 7,800 156,000 Intel
37 CORE I9-8950HK CPU @ 2.90GHZ 12 12,987 155,844 Intel
38 CORE I7-7700K CPU @ 4.20GHZ 8 18,544 148,352 Intel
39 CORE I7-5930K CPU @ 3.50GHZ 12 11,846 142,152 Intel
40 CORE I7-8700K CPU @ 3.70GHZ 12 11,232 134,784 Intel
41 CORE I5-9500T CPU @ 2.20GHZ 6 20,385 122,310 Intel
42 XEON GOLD 5120 CPU @ 2.20GHZ 28 4,351 121,828 Intel
43 XEON CPU E3-1270 V5 @ 3.60GHZ 8 15,016 120,128 Intel
44 CORE I7-4770HQ CPU @ 2.20GHZ 8 12,381 99,048 Intel
45 CORE I7-10700T CPU @ 2.00GHZ 16 5,966 95,456 Intel
46 CORE I5-5675R CPU @ 3.10GHZ 4 23,492 93,968 Intel
47 CORE I7-8705G CPU @ 3.10GHZ 8 11,234 89,872 Intel
48 12TH GEN CORE I7-12700H 20 4,009 80,180 Intel
49 APPLE M1 8 9,882 79,056 Apple
50 CORE I7-6700K CPU @ 4.00GHZ 8 9,118 72,944 Intel
51 CORE I5-4690 CPU @ 3.50GHZ 4 17,971 71,884 Intel
52 CORE I5-6500 CPU @ 3.20GHZ 4 17,077 68,308 Intel
53 XEON CPU X5680 @ 3.33GHZ 12 5,665 67,980 Intel
54 RYZEN 5 5500U 12 5,313 63,756 AMD
55 XEON CPU E3-1245 V3 @ 3.40GHZ 8 7,678 61,424 Intel
56 CORE I5-6400 CPU @ 2.70GHZ 4 15,184 60,736 Intel
57 CORE I7-7700HQ CPU @ 2.80GHZ 8 7,215 57,720 Intel
58 CORE I5-4590 CPU @ 3.30GHZ 4 14,429 57,716 Intel
59 CORE I7-3770 CPU @ 3.40GHZ 8 7,089 56,712 Intel
60 CORE I5-9300H CPU @ 2.40GHZ 8 6,638 53,104 Intel
61 CORE I7-3770K CPU @ 3.50GHZ 8 6,523 52,184 Intel
62 APPLE M1 PRO 10 5,197 51,970 Apple
63 CORE I5-3470S CPU @ 2.90GHZ 4 12,237 48,948 Intel
64 XEON CPU E5-1630 V3 @ 3.70GHZ 8 6,112 48,896 Intel
65 CORE I7-4770K CPU @ 3.50GHZ 8 5,588 44,704 Intel
66 CORE I7-7700 CPU @ 3.60GHZ 8 5,587 44,696 Intel
67 CORE I5-4670 CPU @ 3.40GHZ 4 11,054 44,216 Intel
68 CORE I7-8665U CPU @ 1.90GHZ 8 5,359 42,872 Intel
69 CORE I5-4570S CPU @ 2.90GHZ 4 10,386 41,544 Intel
70 RYZEN 7 3750H 8 5,029 40,232 AMD
71 CORE I5-3570K CPU @ 3.40GHZ 4 9,153 36,612 Intel
72 CORE I7-7600U CPU @ 2.80GHZ 4 7,204 28,816 Intel
73 11TH GEN CORE I7-1185G7 @ 3.00GHZ 8 3,432 27,456 Intel
74 CORE I5-5200U CPU @ 2.20GHZ 4 5,707 22,828 Intel
75 CORE I5-10210U CPU @ 1.60GHZ 7 2,470 17,290 Intel
76 CORE I7 CPU 975 @ 3.33GHZ 8 2,093 16,744 Intel
77 CORE I5-2400 CPU @ 3.10GHZ 4 4,085 16,340 Intel
78 XEON CPU E5-2640 0 @ 2.50GHZ 24 607 14,568 Intel
79 CORE I3-3110M CPU @ 2.40GHZ 4 3,244 12,976 Intel
80 A8-3500M APU RADEON(TM) HD GRAPHICS 4 2,441 9,764 AMD
81 A8-3870 APU RADEON(TM) HD GRAPHICS 4 1,316 5,264 AMD
82 CORE I7-6500U CPU @ 2.50GHZ 4 1,255 5,020 Intel