RESEARCH: ANTIBODY-DYNAMICS-SIMULATION
FOLDING PROJECT #18270 PROFILE

PROJECT TEAM

Manager(s): Justin Miller
Institution: University of Pennsylvania

WORK UNIT INFO

Atoms: 80,334
Core: 0x27
Status: Public

Related Projects

TLDR; PROJECT SUMMARY AI BETA

The project simulates how antibodies change to become better at fighting germs. Researchers will track antibody changes in powerful HIV-fighting antibodies to understand how they work so well. This could help design new, more effective medicines and vaccines.

Note: This TLDR is a simplication and may not be 100% accurate.

OFFICAL PROJECT DESCRIPTION

In their response to antigens, antibodies undergo a process called affinity maturation where they pick up mutations that help increase their affinity for the antigen.

This is an integral part of the humoral immune response.

There are tools to decode what these mutations are, but the role of these mutations in influencing antibody dynamics remains largely unclear.

Understanding how antibody dynamics change throughout the course of affinity maturation would help in designing highly specific antibody therapeutics and vaccine immunogens.
This project aims to simulate a range of antibody affinity maturation pathways.

We have multiple lineages we would like to track.

These are all lineages that have led to potent antibodies and have published structures available.

For each lineage, we are simulating a naïve antibody and a mature antibody.

Similar studies conducted in the past have used short
simulations and have simulated only the variable regions of the proteins.

Here, we will generate large simulation datasets that include the constant regions as well as the variable regions, giving us a more accurate glimpse into antibody dynamics.

Our hope is that these simulations will uncover the dynamics that are responsible for highly specific and potent antibodies, helping to improve antibody design in the future.
p18265 – PGT121 lineage, naïve antibody.

The PGT121 lineage antibodies
are broadly neutralizing antibodies that bind to the V3-glycan epitope on
the HIV envelope protein gp120.
p18266 – PGT121 lineage, mature antibody.

The PGT121 lineage antibodies
are broadly neutralizing antibodies that bind to the V3-glycan epitope on
the HIV envelope protein gp120.
p18267 – CAP256-VRC26 lineage, naïve antibody.

The CAP256-VRC26
lineage antibodies are broadly neutralizing antibodies that bind to the V2-
apex epitope on the HIV envelope protein gp120.
p18268 – CAP256-VRC26, mature antibody.

The CAP256-VRC26 lineage
antibodies are broadly neutralizing antibodies that bind to the V2-apex
epitope on the HIV envelope protein gp120.
p18569 – CH65-CH67 lineage, naïve antibody.

The CH65-CH67 lineage
antibodies bind to the receptor binding site on the influenza hemagglutinin
protein. p18270 – CH65-CH67 lineage, mature antibody.

The CH65-CH67 lineage
antibodies bind to the receptor binding site on the influenza hemagglutinin
protein.
p18271 – CH103 lineage, naïve antibody.

The CH103 lineage antibodies are
broadly neutralizing antibodies that bind to the CD4 binding site epitope on
the HIV envelope protein gp120.
p18272 – CH103 lineage, mature antibody.

The CH103 lineage antibodies
are broadly neutralizing antibodies that bind to the CD4 binding site epitope
on the HIV envelope protein gp120.
p18273 – 1-18 lineage, naïve antibody.

The 1-18 lineage antibodies bind to
the CD4 binding site on the HIV envelope protein gp120.
p18274 – 1-18 lineage, mature antibody.

The 1-18 lineage antibodies are
broadly neutralizing antibodies that bind to the CD4 binding site on the HIV
envelope protein gp120.

RELATED TERMS GLOSSARY AI BETA

Note: Glossary items are a high level summary and may not be 100% accurate.

Antibody

A protein produced by the immune system to fight off pathogens.

Scientific: Biotechnology, Medicine
Immunology / Humoral Immunity

Antibodies are specialized proteins created by our immune system to target and neutralize harmful invaders like bacteria, viruses, and fungi. They bind to specific parts of these pathogens (called antigens) and help eliminate them.


Affinity Maturation

The process by which antibodies become more effective at binding to their target antigen.

Scientific: Biotechnology, Medicine
Immunology / Adaptive Immunity

Affinity maturation is a crucial step in the immune response. When our body encounters a new pathogen, our immune system produces antibodies that initially have a low affinity for the pathogen's antigens. Through repeated exposure and selection, antibodies with higher affinities are generated, becoming more effective at neutralizing the threat.


Antigen

A molecule that triggers an immune response.

Scientific: Biotechnology, Medicine
Immunology / Immune Response

Antigens are essentially the 'red flags' that alert our immune system to the presence of a potential threat. They can be found on the surface of pathogens like bacteria and viruses, or even on harmless substances like pollen.


HIV

Human Immunodeficiency Virus

Technical: Biotechnology, Medicine, Public Health
Virology / Retroviruses

HIV is a virus that attacks the body's immune system. It destroys CD4+ T cells, which are essential for fighting off infections. Over time, HIV can lead to AIDS (Acquired Immunodeficiency Syndrome), a condition in which the immune system is severely weakened.


gp120

Glycoprotein 120

Technical: Biotechnology, Medicine
Virology / HIV Structure

gp120 is a protein found on the surface of the HIV virus. It plays a crucial role in helping the virus attach to and enter host cells.


Broadly Neutralizing Antibodies

Antibodies that can neutralize a wide range of different strains or variants of a pathogen.

Scientific: Biotechnology, Medicine
Immunology / Antibody Therapies

Broadly neutralizing antibodies (bNAbs) are highly sought-after because they can provide protection against multiple versions of a virus or bacterium. This is particularly important for viruses like HIV, which mutate rapidly and can develop resistance to conventional treatments.


V3-glycan Epitope

A specific region on the HIV envelope protein gp120 that is targeted by some antibodies.

Scientific: Biotechnology, Medicine
Immunology / HIV Structure

The V3-glycan epitope is a crucial binding site for certain antibodies. Targeting this region can help prevent HIV from attaching to and entering host cells.


V2-apex Epitope

A specific region on the HIV envelope protein gp120 that is targeted by some antibodies.

Scientific: Biotechnology, Medicine
Immunology / HIV Structure

The V2-apex epitope is another key binding site for certain antibodies. Targeting this region can also help block HIV infection.

PROJECT FOLDING PPD AVERAGES BY GPU

Data as of Sunday, 26 April 2026 03:30:47
Rank
Project
Model Name
Folding@Home Identifier
Make
Brand
GPU
Model
PPD
Average
Points WU
Average
WUs Day
Average
WU Time
Average
1 GeForce RTX 3080 Ti
GA102 [GeForce RTX 3080 Ti]
Nvidia GA102 9,900,525 193,604 51.14 0 hrs 28 mins
2 GeForce RTX 3080 12GB
GA102 [GeForce RTX 3080 12GB]
Nvidia GA102 9,688,460 40,880 237.00 0 hrs 6 mins
3 GeForce RTX 3090
GA102 [GeForce RTX 3090]
Nvidia GA102 9,453,076 250,230 37.78 0 hrs 38 mins
4 GeForce RTX 3090 Ti
GA102 [GeForce RTX 3090 Ti]
Nvidia GA102 8,947,985 40,880 218.88 0 hrs 7 mins
5 GeForce RTX 3080 Lite Hash Rate
GA102 [GeForce RTX 3080 Lite Hash Rate]
Nvidia GA102 8,489,142 40,880 207.66 0 hrs 7 mins
6 Instinct MI300X
Aqua Vanjaram [Instinct MI300X]
AMD Aqua Vanjaram 7,478,371 40,880 182.93 0 hrs 8 mins
7 GeForce RTX 2080 Ti Rev. A
TU102 [GeForce RTX 2080 Ti Rev. A] M 13448
Nvidia TU102 7,051,751 49,811 141.57 0 hrs 10 mins
8 Radeon RX 7900XT/XTX/GRE
Navi 31 [Radeon RX 7900XT/XTX/GRE]
AMD Navi 31 6,222,192 40,880 152.21 0 hrs 9 mins
9 Tesla V100 PCIe 16GB
GV100GL [Tesla V100 PCIe 16GB] M 14028
Nvidia GV100GL 6,216,033 40,880 152.06 0 hrs 9 mins
10 GeForce RTX 3070 Ti
GA104 [GeForce RTX 3070 Ti]
Nvidia GA104 6,106,455 121,892 50.10 0 hrs 29 mins
11 GeForce RTX 2080 Ti
TU102 [GeForce RTX 2080 Ti] M 13448
Nvidia TU102 6,081,866 40,880 148.77 0 hrs 10 mins
12 GeForce RTX 3080
GA102 [GeForce RTX 3080]
Nvidia GA102 6,075,258 193,309 31.43 0 hrs 46 mins
13 TITAN V
GV100 [TITAN V] M 12288
Nvidia GV100 5,631,486 40,880 137.76 0 hrs 10 mins
14 GeForce RTX 3070 Lite Hash Rate
GA104 [GeForce RTX 3070 Lite Hash Rate]
Nvidia GA104 5,587,222 155,901 35.84 0 hrs 40 mins
15 GeForce RTX 2080 Super
TU104 [GeForce RTX 2080 Super]
Nvidia TU104 5,204,585 40,880 127.31 0 hrs 11 mins
16 Radeon RX 6950 XT
Navi 21 [Radeon RX 6950 XT]
AMD Navi 21 3,950,952 40,880 96.65 0 hrs 15 mins
17 Radeon RX 9070(XT)
Navi 48 [Radeon RX 9070(XT)]
AMD Navi 48 3,903,332 140,541 27.77 0 hrs 52 mins
18 GeForce RTX 3070
GA104 [GeForce RTX 3070]
Nvidia GA104 3,858,592 187,398 20.59 1 hrs 10 mins
19 GeForce RTX 2070 Rev. A
TU106 [GeForce RTX 2070 Rev. A]
Nvidia TU106 3,806,556 40,880 93.12 0 hrs 15 mins
20 GeForce RTX 3060 Ti Lite Hash Rate
GA104 [GeForce RTX 3060 Ti Lite Hash Rate]
Nvidia GA104 3,644,420 57,580 63.29 0 hrs 23 mins
21 GeForce RTX 2070 SUPER
TU104 [GeForce RTX 2070 SUPER] 8218
Nvidia TU104 3,528,683 183,395 19.24 1 hrs 15 mins
22 GeForce RTX 4060
AD107 [GeForce RTX 4060]
Nvidia AD107 3,516,944 45,070 78.03 0 hrs 18 mins
23 Radeon RX 6800(XT)/6900XT
Navi 21 [Radeon RX 6800(XT)/6900XT]
AMD Navi 21 3,492,924 112,705 30.99 0 hrs 46 mins
24 GeForce GTX 1660
TU116 [GeForce GTX 1660]
Nvidia TU116 3,408,119 40,880 83.37 0 hrs 17 mins
25 TITAN Xp
GP102 [TITAN Xp] 12150
Nvidia GP102 3,020,525 73,183 41.27 0 hrs 35 mins
26 Intel Arc B580 Graphics
Battlemage G21 [Intel Arc B580 Graphics]
Intel Battlemage G21 2,972,361 68,315 43.51 0 hrs 33 mins
27 GeForce RTX 3060 Ti
GA104 [GeForce RTX 3060 Ti]
Nvidia GA104 2,922,505 40,880 71.49 0 hrs 20 mins
28 GeForce GTX 1080 Ti
GP102 [GeForce GTX 1080 Ti] 11380
Nvidia GP102 2,804,004 40,880 68.59 0 hrs 21 mins
29 GeForce RTX 2060 Super
TU106 [GeForce RTX 2060 Super]
Nvidia TU106 2,748,237 187,847 14.63 1 hrs 38 mins
30 Radeon RX 7700XT/7800XT
Navi 32 [Radeon RX 7700XT/7800XT]
AMD Navi 32 2,727,842 40,880 66.73 0 hrs 22 mins
31 GeForce RTX 3060 Lite Hash Rate
GA106 [GeForce RTX 3060 Lite Hash Rate]
Nvidia GA106 2,722,156 47,887 56.85 0 hrs 25 mins
32 GeForce RTX 4060 Max-Q / Mobile
AD107M [GeForce RTX 4060 Max-Q / Mobile]
Nvidia AD107M 2,660,515 40,880 65.08 0 hrs 22 mins
33 GeForce RTX 3060 Mobile / Max-Q
GA106M [GeForce RTX 3060 Mobile / Max-Q]
Nvidia GA106M 2,653,100 81,779 32.44 0 hrs 44 mins
34 Quadro RTX 4000
TU104GL [Quadro RTX 4000]
Nvidia TU104GL 2,561,918 40,880 62.67 0 hrs 23 mins
35 GeForce RTX 3060
GA104 [GeForce RTX 3060]
Nvidia GA104 2,549,151 40,880 62.36 0 hrs 23 mins
36 GeForce RTX 2070
TU106 [GeForce RTX 2070]
Nvidia TU106 2,393,564 204,856 11.68 2 hrs 3 mins
37 Radeon 8050S/8060S
Strix Halo [Radeon 8050S/8060S]
AMD Strix Halo 2,323,070 40,880 56.83 0 hrs 25 mins
38 GeForce RTX 2060
TU106 [Geforce RTX 2060]
Nvidia TU106 2,312,194 210,686 10.97 2 hrs 11 mins
39 GeForce RTX 4050 Max-Q / Mobile
AD107M [GeForce RTX 4050 Max-Q / Mobile]
Nvidia AD107M 2,124,564 40,880 51.97 0 hrs 28 mins
40 RTX A2000
GA106 [RTX A2000]
Nvidia GA106 2,092,259 40,880 51.18 0 hrs 28 mins
41 P102-100
GP102 [P102-100]
Nvidia GP102 1,955,786 40,880 47.84 0 hrs 30 mins
42 Radeon RX 6700(XT)/6800M
Navi 22 XT-XL [Radeon RX 6700(XT)/6800M]
AMD Navi 22 XT-XL 1,856,382 40,880 45.41 0 hrs 32 mins
43 GeForce GTX 1080
GP104 [GeForce GTX 1080] 8873
Nvidia GP104 1,850,234 217,870 8.49 2 hrs 50 mins
44 GeForce RTX 2060 Mobile
TU106M [GeForce RTX 2060 Mobile]
Nvidia TU106M 1,825,872 40,880 44.66 0 hrs 32 mins
45 GeForce GTX 1660 Ti
TU116 [GeForce GTX 1660 Ti]
Nvidia TU116 1,751,904 40,880 42.85 0 hrs 34 mins
46 GeForce GTX 980 Ti
GM200 [GeForce GTX 980 Ti] 5632
Nvidia GM200 1,652,593 217,049 7.61 3 hrs 9 mins
47 GeForce RTX 2070 Mobile / Max-Q Refresh
TU106M [GeForce RTX 2070 Mobile / Max-Q Refresh]
Nvidia TU106M 1,434,902 40,880 35.10 0 hrs 41 mins
48 Radeon RX 6650 XT
Navi 23 [Radeon RX 6650 XT]
AMD Navi 23 1,401,755 40,880 34.29 0 hrs 42 mins
49 GeForce GTX 1650 SUPER
TU116 [GeForce GTX 1650 SUPER]
Nvidia TU116 1,384,162 204,374 6.77 3 hrs 33 mins
50 GeForce GTX 1070
GP104 [GeForce GTX 1070] 6463
Nvidia GP104 1,342,248 203,085 6.61 3 hrs 38 mins
51 P104-100
GP104 [P104-100]
Nvidia GP104 1,223,614 40,880 29.93 0 hrs 48 mins
52 GeForce GTX 1070 Mobile
GP104BM [GeForce GTX 1070 Mobile] 6463
Nvidia GP104BM 1,167,359 40,880 28.56 0 hrs 50 mins
53 CMP 30HX
TU116 [CMP 30HX]
Nvidia TU116 1,114,418 40,880 27.26 0 hrs 53 mins
54 GeForce GTX 1660 SUPER
TU116 [GeForce GTX 1660 SUPER]
Nvidia TU116 1,098,203 74,694 14.70 1 hrs 38 mins
55 Radeon Pro W5700
Navi 10 [Radeon Pro W5700]
AMD Navi 10 997,610 40,880 24.40 0 hrs 59 mins
56 GeForce GTX 1660 Mobile
TU116M [GeForce GTX 1660 Mobile]
Nvidia TU116M 992,119 188,827 5.25 4 hrs 34 mins
57 GeForce GTX 1060 3GB
GP106 [GeForce GTX 1060 3GB] 3935
Nvidia GP106 985,017 40,880 24.10 0 hrs 60 mins
58 RX 5600 OEM/5600XT/5700(XT)
Navi 10 [RX 5600 OEM/5600XT/5700(XT)]
AMD Navi 10 871,404 40,880 21.32 1 hrs 8 mins
59 GeForce RTX 3050 Ti Mobile
GA107M [GeForce RTX 3050 Ti Mobile]
Nvidia GA107M 814,037 40,880 19.91 1 hrs 12 mins
60 GeForce GTX 1650
TU116 [GeForce GTX 1650] 3091
Nvidia TU116 795,687 47,184 16.86 1 hrs 25 mins
61 GeForce GTX 1060 6GB
GP106 [GeForce GTX 1060 6GB] 4372
Nvidia GP106 763,869 97,338 7.85 3 hrs 3 mins
62 Tesla P4
GP104GL [Tesla P4] 5704
Nvidia GP104GL 754,131 166,634 4.53 5 hrs 18 mins
63 GeForce GTX 970
GM204 [GeForce GTX 970] 3494
Nvidia GM204 700,541 40,880 17.14 1 hrs 24 mins
64 GeForce GTX 1650
TU117 [GeForce GTX 1650]
Nvidia TU117 620,061 90,952 6.82 3 hrs 31 mins
65 GeForce GTX Titan X
GM200 [GeForce GTX Titan X] 6144
Nvidia GM200 569,891 152,721 3.73 6 hrs 26 mins
66 GeForce RTX 3050 6GB Laptop GPU
GN20-P0-R-K2 [GeForce RTX 3050 6GB Laptop GPU]
Nvidia GN20-P0-R-K2 551,578 40,880 13.49 1 hrs 47 mins
67 GeForce GTX 1650
TU106 [GeForce GTX 1650]
Nvidia TU106 523,764 40,880 12.81 1 hrs 52 mins
68 R9 Fury X/NANO
Fiji XT [R9 Fury X/NANO]
AMD Fiji XT 520,308 40,880 12.73 1 hrs 53 mins
69 Quadro T1000 Mobile
TU117GLM [Quadro T1000 Mobile]
Nvidia TU117GLM 416,695 136,946 3.04 7 hrs 53 mins
70 GeForce GTX 1050 LP
GP107 [GeForce GTX 1050 LP] 1862
Nvidia GP107 346,255 40,880 8.47 2 hrs 50 mins
71 P106-090
GP106 [P106-090]
Nvidia GP106 315,381 40,880 7.71 3 hrs 7 mins
72 GeForce GTX 1050 Ti
GP107 [GeForce GTX 1050 Ti] 2138
Nvidia GP107 298,162 52,889 5.64 4 hrs 15 mins
73 Radeon PRO W6400
Navi 24 [Radeon PRO W6400]
AMD Navi 24 272,256 40,880 6.66 3 hrs 36 mins
74 Quadro P1000
GP107GL [Quadro P1000]
Nvidia GP107GL 227,538 112,558 2.02 11 hrs 52 mins
75 Quadro T400 Mobile
TU117GLM [Quadro T400 Mobile]
Nvidia TU117GLM 219,026 40,880 5.36 4 hrs 29 mins
76 GeForce RTX 3050 Mobile
GA107M [GeForce RTX 3050 Mobile]
Nvidia GA107M 185,184 40,880 4.53 5 hrs 18 mins
77 Radeon 740M/760M/780M
Phoenix [Radeon 740M/760M/780M]
AMD Phoenix 172,796 40,880 4.23 5 hrs 41 mins
78 Quadro P620
GP107GL [Quadro P620]
Nvidia GP107GL 153,171 98,297 1.56 15 hrs 24 mins
79 RX 5500(M)/Pro 5500M
Navi 14 [RX 5500(M)/Pro 5500M]
AMD Navi 14 114,615 40,880 2.80 8 hrs 34 mins

PROJECT FOLDING PPD AVERAGES BY CPU BETA

Data as of Sunday, 26 April 2026 03:30:47
Rank
Project
CPU Model Logical
Processors (LP)
PPD-PLP
AVG PPD per 1 LP
ALL LP-PPD
(Estimated)
Make