RESEARCH: ANTIBODY-AFFINITY-MATURATION
FOLDING PROJECT #18271 PROFILE

PROJECT TEAM

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

WORK UNIT INFO

Atoms: 80,272
Core: 0x27
Status: Public

Related Projects

TLDR; PROJECT SUMMARY AI BETA

This project uses computer simulations to study how antibodies change and become better at fighting viruses. They're focusing on well-known antibody families that target HIV, looking at both their original form and their evolved, stronger forms. The goal is to understand how these changes happen so scientists can design even more powerful antibodies for vaccines and treatments.

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.

Antibodies

Proteins produced by the immune system to neutralize pathogens.

Scientific: Biotechnology
Immunology / Humoral Immunity

Antibodies are specialized proteins created by our immune system to fight off harmful invaders like bacteria and viruses. They work by recognizing and binding to specific parts of these invaders, marking them for destruction by other immune cells.


Antigens

Molecules that trigger an immune response.

Scientific: Biotechnology
Immunology / Adaptive Immunity

Antigens are substances that can trigger a response from our immune system. They are often found on the surface of bacteria, viruses, or other foreign invaders. When our body detects an antigen, it launches an immune response to try and eliminate the threat.


Affinity Maturation

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

Scientific: Biotechnology
Immunology / B Cell Development

Affinity maturation is a key step in the development of a strong immune response. During this process, B cells (a type of white blood cell) undergo mutations that can improve the ability of their antibodies to bind to specific antigens. This makes the immune system more efficient at recognizing and eliminating threats.


Humoral Immune Response

An immune response mediated by antibodies.

Scientific: Biotechnology
Immunology / Adaptive Immunity

The humoral immune response is a branch of the adaptive immune system that involves the production of antibodies. These antibodies circulate in the body fluids (humors) and can bind to and neutralize pathogens, marking them for destruction.


Antibodies Therapeutics

Medicines that use antibodies to treat diseases.

Clinical: Pharmaceuticals
Biotechnology / Immunotherapy

Antibody therapeutics are a type of medicine that uses specially designed antibodies to target and treat specific diseases. They can be used to block the action of harmful proteins, deliver drugs to cancer cells, or boost the immune system's ability to fight infection.


Vaccine Immunogens

Substances that stimulate an immune response and provide immunity against a specific disease.

Clinical: Pharmaceuticals
Vaccines / Immunology

Vaccine immunogens are the components of vaccines that trigger an immune response. They can be weakened or inactive forms of viruses or bacteria, or they can be parts of these pathogens, like proteins or sugars. The goal is to teach the body's immune system to recognize and fight off the real disease.


HIV

Human Immunodeficiency Virus.

Scientific: Biotechnology, Pharmaceuticals
Virology / Infectious Diseases

HIV is a virus that attacks the immune system, specifically the CD4+ T cells. This weakens the body's ability to fight off infections and can lead to AIDS (Acquired Immunodeficiency Syndrome). There are effective treatments available to manage HIV infection but there is currently no cure.


gp120

Glycoprotein 120, a surface protein of the HIV virus.

Scientific: Biotechnology, Pharmaceuticals
Virology / HIV Structure

gp120 is a key protein found on the surface of the HIV virus. It plays a crucial role in allowing the virus to attach to and enter human cells. Antibodies that target gp120 are important for neutralizing HIV infection.


Broadly Neutralizing Antibodies

Antibodies that can neutralize a wide range of different HIV strains.

Scientific: Biotechnology, Pharmaceuticals
Immunology / HIV Research

Broadly neutralizing antibodies (bnAbs) are a powerful type of antibody that can target and neutralize a broad range of different HIV strains. They are highly sought after as potential therapeutic agents for HIV because they could provide long-lasting protection against infection.


V3-glycan Epitope

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

Scientific: Biotechnology, Pharmaceuticals
Immunology / HIV Structure

The V3-glycan epitope is a specific binding site on the HIV envelope protein gp120. It's a common target for neutralizing antibodies, and some broadly neutralizing antibodies specifically recognize this region.


V2-apex Epitope

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

Scientific: Biotechnology, Pharmaceuticals
Immunology / HIV Structure

The V2-apex epitope is another important binding site on the HIV envelope protein gp120. Some broadly neutralizing antibodies target this region to neutralize the virus.


Simulations

Computer programs that mimic real-world processes.

Technical: Biotechnology
Biotechnology / Computational Modeling

Simulations are computer models that recreate real-world systems or processes. They can be used to study complex phenomena, predict outcomes, and test different scenarios without the need for physical experiments.

PROJECT FOLDING PPD AVERAGES BY GPU

Data as of Sunday, 26 April 2026 03:30:46
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 3090 Ti
GA102 [GeForce RTX 3090 Ti]
Nvidia GA102 25,364,374 39,000 650.37 0 hrs 2 mins
2 GeForce RTX 4080 SUPER
AD103 [GeForce RTX 4080 SUPER]
Nvidia AD103 17,974,207 39,000 460.88 0 hrs 3 mins
3 GeForce RTX 4070 SUPER
AD104 [GeForce RTX 4070 SUPER]
Nvidia AD104 10,835,715 39,000 277.84 0 hrs 5 mins
4 GeForce RTX 3090
GA102 [GeForce RTX 3090]
Nvidia GA102 9,207,769 256,334 35.92 0 hrs 40 mins
5 GeForce RTX 3080 Ti
GA102 [GeForce RTX 3080 Ti]
Nvidia GA102 8,979,804 169,633 52.94 0 hrs 27 mins
6 GeForce RTX 3080 Lite Hash Rate
GA102 [GeForce RTX 3080 Lite Hash Rate]
Nvidia GA102 8,003,248 39,000 205.21 0 hrs 7 mins
7 GeForce RTX 3080 12GB
GA102 [GeForce RTX 3080 12GB]
Nvidia GA102 7,891,435 39,000 202.34 0 hrs 7 mins
8 Instinct MI300X
Aqua Vanjaram [Instinct MI300X]
AMD Aqua Vanjaram 7,194,636 39,000 184.48 0 hrs 8 mins
9 GeForce RTX 2080 Ti Rev. A
TU102 [GeForce RTX 2080 Ti Rev. A] M 13448
Nvidia TU102 6,854,005 60,903 112.54 0 hrs 13 mins
10 GeForce RTX 3080
GA102 [GeForce RTX 3080]
Nvidia GA102 6,388,126 170,940 37.37 0 hrs 39 mins
11 GeForce RTX 3070 Ti
GA104 [GeForce RTX 3070 Ti]
Nvidia GA104 5,811,495 159,589 36.42 0 hrs 40 mins
12 TITAN Xp
GP102 [TITAN Xp] 12150
Nvidia GP102 5,635,116 39,000 144.49 0 hrs 10 mins
13 GeForce RTX 3070 Lite Hash Rate
GA104 [GeForce RTX 3070 Lite Hash Rate]
Nvidia GA104 5,536,913 124,920 44.32 0 hrs 32 mins
14 TITAN V
GV100 [TITAN V] M 12288
Nvidia GV100 5,357,338 39,000 137.37 0 hrs 10 mins
15 Radeon RX 7900XT/XTX/GRE
Navi 31 [Radeon RX 7900XT/XTX/GRE]
AMD Navi 31 5,336,499 41,184 129.58 0 hrs 11 mins
16 GeForce RTX 2080 Ti
TU102 [GeForce RTX 2080 Ti] M 13448
Nvidia TU102 5,299,832 39,000 135.89 0 hrs 11 mins
17 GeForce RTX 2080 Super
TU104 [GeForce RTX 2080 Super]
Nvidia TU104 4,941,078 39,000 126.69 0 hrs 11 mins
18 GeForce RTX 2080 Rev. A
TU104 [GeForce RTX 2080 Rev. A] 10068
Nvidia TU104 4,698,143 302,935 15.51 1 hrs 33 mins
19 GeForce RTX 3080 Mobile / Max-Q 8GB/16GB
GA104M [GeForce RTX 3080 Mobile / Max-Q 8GB/16GB]
Nvidia GA104M 4,598,747 39,000 117.92 0 hrs 12 mins
20 Radeon RX 6950 XT
Navi 21 [Radeon RX 6950 XT]
AMD Navi 21 3,975,727 39,000 101.94 0 hrs 14 mins
21 GeForce RTX 2070 Rev. A
TU106 [GeForce RTX 2070 Rev. A]
Nvidia TU106 3,696,243 39,000 94.78 0 hrs 15 mins
22 GeForce RTX 3070
GA104 [GeForce RTX 3070]
Nvidia GA104 3,627,514 171,462 21.16 1 hrs 8 mins
23 GeForce RTX 4060
AD107 [GeForce RTX 4060]
Nvidia AD107 3,464,786 43,228 80.15 0 hrs 18 mins
24 GeForce RTX 3060 Ti Lite Hash Rate
GA104 [GeForce RTX 3060 Ti Lite Hash Rate]
Nvidia GA104 3,428,090 52,489 65.31 0 hrs 22 mins
25 GeForce RTX 2070 SUPER
TU104 [GeForce RTX 2070 SUPER] 8218
Nvidia TU104 3,332,142 159,979 20.83 1 hrs 9 mins
26 Radeon RX 6800(XT)/6900XT
Navi 21 [Radeon RX 6800(XT)/6900XT]
AMD Navi 21 3,197,542 133,953 23.87 1 hrs 0 mins
27 Radeon RX 7700XT/7800XT
Navi 32 [Radeon RX 7700XT/7800XT]
AMD Navi 32 3,037,753 39,000 77.89 0 hrs 18 mins
28 Intel Arc B580 Graphics
Battlemage G21 [Intel Arc B580 Graphics]
Intel Battlemage G21 2,847,024 49,786 57.19 0 hrs 25 mins
29 TITAN RTX
TU102 [TITAN RTX] 16310
Nvidia TU102 2,800,583 39,000 71.81 0 hrs 20 mins
30 GeForce RTX 4050 Max-Q / Mobile
AD107M [GeForce RTX 4050 Max-Q / Mobile]
Nvidia AD107M 2,767,885 39,000 70.97 0 hrs 20 mins
31 GeForce RTX 2060 Super
TU106 [GeForce RTX 2060 Super]
Nvidia TU106 2,632,183 165,410 15.91 1 hrs 30 mins
32 GeForce RTX 3060 Ti
GA104 [GeForce RTX 3060 Ti]
Nvidia GA104 2,620,279 39,000 67.19 0 hrs 21 mins
33 GeForce RTX 4060 Max-Q / Mobile
AD107M [GeForce RTX 4060 Max-Q / Mobile]
Nvidia AD107M 2,576,191 39,000 66.06 0 hrs 22 mins
34 GeForce RTX 3060 Mobile / Max-Q
GA106M [GeForce RTX 3060 Mobile / Max-Q]
Nvidia GA106M 2,564,458 80,961 31.68 0 hrs 45 mins
35 Quadro RTX 4000
TU104GL [Quadro RTX 4000]
Nvidia TU104GL 2,559,792 39,000 65.64 0 hrs 22 mins
36 GeForce GTX 1080 Ti
GP102 [GeForce GTX 1080 Ti] 11380
Nvidia GP102 2,549,587 39,000 65.37 0 hrs 22 mins
37 GeForce RTX 3060
GA104 [GeForce RTX 3060]
Nvidia GA104 2,459,646 39,000 63.07 0 hrs 23 mins
38 P102-100
GP102 [P102-100]
Nvidia GP102 2,410,900 39,000 61.82 0 hrs 23 mins
39 GeForce RTX 3060 Lite Hash Rate
GA106 [GeForce RTX 3060 Lite Hash Rate]
Nvidia GA106 2,400,752 39,000 61.56 0 hrs 23 mins
40 RTX A2000
GA106 [RTX A2000]
Nvidia GA106 2,319,949 39,000 59.49 0 hrs 24 mins
41 GeForce RTX 2070
TU106 [GeForce RTX 2070]
Nvidia TU106 2,251,401 181,069 12.43 1 hrs 56 mins
42 Radeon 8050S/8060S
Strix Halo [Radeon 8050S/8060S]
AMD Strix Halo 2,190,876 39,000 56.18 0 hrs 26 mins
43 GeForce RTX 2060
TU106 [Geforce RTX 2060]
Nvidia TU106 2,180,762 223,706 9.75 2 hrs 28 mins
44 GeForce RTX 2060
TU104 [GeForce RTX 2060]
Nvidia TU104 1,961,649 192,126 10.21 2 hrs 21 mins
45 GeForce GTX 1660 Ti
TU116 [GeForce GTX 1660 Ti]
Nvidia TU116 1,816,042 39,000 46.57 0 hrs 31 mins
46 Radeon RX 6700(XT)/6800M
Navi 22 XT-XL [Radeon RX 6700(XT)/6800M]
AMD Navi 22 XT-XL 1,761,442 39,000 45.17 0 hrs 32 mins
47 TITAN X
GP102 [TITAN X] 6144
Nvidia GP102 1,703,198 105,369 16.16 1 hrs 29 mins
48 P106-100
GP106 [P106-100]
Nvidia GP106 1,699,443 39,000 43.58 0 hrs 33 mins
49 GeForce GTX 1080
GP104 [GeForce GTX 1080] 8873
Nvidia GP104 1,644,878 193,456 8.50 2 hrs 49 mins
50 GeForce RTX 2060 Mobile
TU106M [GeForce RTX 2060 Mobile]
Nvidia TU106M 1,543,535 39,000 39.58 0 hrs 36 mins
51 GeForce GTX 980 Ti
GM200 [GeForce GTX 980 Ti] 5632
Nvidia GM200 1,408,738 198,526 7.10 3 hrs 23 mins
52 Radeon RX 6650 XT
Navi 23 [Radeon RX 6650 XT]
AMD Navi 23 1,359,284 39,000 34.85 0 hrs 41 mins
53 GeForce GTX 1660
TU116 [GeForce GTX 1660]
Nvidia TU116 1,347,069 40,820 33.00 0 hrs 44 mins
54 Quadro T400 Mobile
TU117GLM [Quadro T400 Mobile]
Nvidia TU117GLM 1,341,704 39,000 34.40 0 hrs 42 mins
55 GeForce GTX 1650 SUPER
TU116 [GeForce GTX 1650 SUPER]
Nvidia TU116 1,326,005 195,559 6.78 3 hrs 32 mins
56 P104-100
GP104 [P104-100]
Nvidia GP104 1,257,686 39,000 32.25 0 hrs 45 mins
57 GeForce GTX 1070
GP104 [GeForce GTX 1070] 6463
Nvidia GP104 1,254,757 159,190 7.88 3 hrs 3 mins
58 GeForce GTX 1660 SUPER
TU116 [GeForce GTX 1660 SUPER]
Nvidia TU116 1,210,260 79,379 15.25 1 hrs 34 mins
59 GeForce GTX 1660 Mobile
TU116M [GeForce GTX 1660 Mobile]
Nvidia TU116M 957,426 180,747 5.30 4 hrs 32 mins
60 GeForce GTX 1070 Mobile
GP104BM [GeForce GTX 1070 Mobile] 6463
Nvidia GP104BM 922,843 39,000 23.66 1 hrs 1 mins
61 RX 5600 OEM/5600XT/5700(XT)
Navi 10 [RX 5600 OEM/5600XT/5700(XT)]
AMD Navi 10 851,311 39,000 21.83 1 hrs 6 mins
62 GeForce GTX 1060 6GB
GP106 [GeForce GTX 1060 6GB] 4372
Nvidia GP106 814,879 65,730 12.40 1 hrs 56 mins
63 GeForce GTX 980
GM204 [GeForce GTX 980] 4612
Nvidia GM204 788,647 39,000 20.22 1 hrs 11 mins
64 GeForce GTX 1060 3GB
GP106 [GeForce GTX 1060 3GB] 3935
Nvidia GP106 784,384 39,000 20.11 1 hrs 12 mins
65 GeForce RTX 3050 Ti Mobile
GA107M [GeForce RTX 3050 Ti Mobile]
Nvidia GA107M 781,813 39,000 20.05 1 hrs 12 mins
66 GeForce GTX Titan X
GM200 [GeForce GTX Titan X] 6144
Nvidia GM200 773,319 163,449 4.73 5 hrs 4 mins
67 GeForce GTX 1650
TU116 [GeForce GTX 1650] 3091
Nvidia TU116 773,207 39,000 19.83 1 hrs 13 mins
68 Tesla P4
GP104GL [Tesla P4] 5704
Nvidia GP104GL 749,099 161,092 4.65 5 hrs 10 mins
69 GeForce RTX 3050 6GB Laptop GPU
GN20-P0-R-K2 [GeForce RTX 3050 6GB Laptop GPU]
Nvidia GN20-P0-R-K2 678,890 39,000 17.41 1 hrs 23 mins
70 Radeon RX 6600(XT/M)
Navi 23 XT-XL [Radeon RX 6600(XT/M)]
AMD Navi 23 XT-XL 640,680 39,000 16.43 1 hrs 28 mins
71 GeForce RTX 3050 6GB
GA107 [GeForce RTX 3050 6GB]
Nvidia GA107 635,036 39,000 16.28 1 hrs 28 mins
72 Radeon RX Vega 56/64
Vega 10 XL/XT [Radeon RX Vega 56/64]
AMD Vega 10 XL/XT 634,692 39,000 16.27 1 hrs 28 mins
73 GeForce GTX 1650
TU117 [GeForce GTX 1650]
Nvidia TU117 535,188 81,583 6.56 3 hrs 40 mins
74 R9 Fury X/NANO
Fiji XT [R9 Fury X/NANO]
AMD Fiji XT 505,674 39,000 12.97 1 hrs 51 mins
75 GeForce GTX 970
GM204 [GeForce GTX 970] 3494
Nvidia GM204 483,425 39,000 12.40 1 hrs 56 mins
76 GeForce GTX 1650
TU106 [GeForce GTX 1650]
Nvidia TU106 423,453 39,000 10.86 2 hrs 13 mins
77 Radeon 880M/890M
Strix Point [Radeon 880M/890M]
AMD Strix Point 413,328 39,000 10.60 2 hrs 16 mins
78 Quadro T1000 Mobile
TU117GLM [Quadro T1000 Mobile]
Nvidia TU117GLM 365,611 123,827 2.95 8 hrs 8 mins
79 GeForce GTX 1050 LP
GP107 [GeForce GTX 1050 LP] 1862
Nvidia GP107 315,314 42,939 7.34 3 hrs 16 mins
80 Radeon PRO W6400
Navi 24 [Radeon PRO W6400]
AMD Navi 24 284,263 39,000 7.29 3 hrs 18 mins
81 GeForce GTX 1050 Ti
GP107 [GeForce GTX 1050 Ti] 2138
Nvidia GP107 247,298 68,457 3.61 6 hrs 39 mins
82 Quadro P1000
GP107GL [Quadro P1000]
Nvidia GP107GL 207,409 107,765 1.92 12 hrs 28 mins
83 Quadro P620
GP107GL [Quadro P620]
Nvidia GP107GL 148,074 94,217 1.57 15 hrs 16 mins
84 RX 5500(M)/Pro 5500M
Navi 14 [RX 5500(M)/Pro 5500M]
AMD Navi 14 100,514 39,000 2.58 9 hrs 19 mins
85 Radeon 740M/760M/780M
Phoenix [Radeon 740M/760M/780M]
AMD Phoenix 84,982 39,000 2.18 11 hrs 1 mins
86 GeForce GT 1030
GP108 [GeForce GT 1030]
Nvidia GP108 80,608 62,148 1.30 18 hrs 30 mins

PROJECT FOLDING PPD AVERAGES BY CPU BETA

Data as of Sunday, 26 April 2026 03:30:46
Rank
Project
CPU Model Logical
Processors (LP)
PPD-PLP
AVG PPD per 1 LP
ALL LP-PPD
(Estimated)
Make