RESEARCH: ANTIBODY-AFFINITY-MATURATION
FOLDING PROJECT #18267 PROFILE

PROJECT TEAM

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

WORK UNIT INFO

Atoms: 119,789
Core: 0x27
Status: Public

Related Projects

TLDR; PROJECT SUMMARY AI BETA

Scientists are using computer simulations to understand how antibodies change and become better at fighting viruses like HIV. They're looking at real antibody families to see how their shape and function evolve. This could lead to new, more effective 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.

antibody

A protein produced by the immune system to neutralize pathogens

scientific: biotechnology, pharmaceuticals
immunology / humoral immunity

Antibodies are specialized proteins created by the body's immune system to fight off infections. They recognize and bind to specific invaders like bacteria or viruses, marking them for destruction by other immune cells.


affinity maturation

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

scientific: biotechnology, pharmaceuticals
immunology / adaptive immunity

Affinity maturation is a key part of the immune system's learning process. When exposed to a pathogen, B cells produce antibodies that gradually improve their ability to bind to the invader. This makes the immune response stronger and more specific.


antigen

A molecule that triggers an immune response

scientific: biotechnology, pharmaceuticals
immunology / adaptive immunity

Antigens are the molecules that alert the immune system to the presence of a foreign invader. They can be parts of bacteria, viruses, or other harmful substances.


HIV

Human Immunodeficiency Virus

scientific: biotechnology, pharmaceuticals
virology / immunodeficiency

HIV is a virus that attacks the body's immune system, specifically targeting CD4+ T cells. This weakens the immune system, making people more vulnerable to infections and diseases.


gp120

Glycoprotein 120, a surface protein on 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 helping the virus attach to and enter human cells.


broadly neutralizing antibodies

Antibodies that can neutralize a wide range of different strains of a virus

scientific: biotechnology, pharmaceuticals
immunology / HIV research

Broadly neutralizing antibodies are a type of antibody that can target multiple strains of a virus. They are highly valuable for developing treatments and vaccines because they offer broader protection against diverse viral variants.

PROJECT FOLDING PPD AVERAGES BY GPU

Data as of Sunday, 26 April 2026 03:30:52
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 10,295,936 69,315 148.54 0 hrs 10 mins
2 GeForce RTX 3090
GA102 [GeForce RTX 3090]
Nvidia GA102 9,711,600 319,191 30.43 0 hrs 47 mins
3 GeForce RTX 3080 Ti
GA102 [GeForce RTX 3080 Ti]
Nvidia GA102 9,481,695 232,433 40.79 0 hrs 35 mins
4 GeForce RTX 3080 12GB
GA102 [GeForce RTX 3080 12GB]
Nvidia GA102 9,119,157 69,315 131.56 0 hrs 11 mins
5 GeForce RTX 3080 Lite Hash Rate
GA102 [GeForce RTX 3080 Lite Hash Rate]
Nvidia GA102 8,300,342 69,315 119.75 0 hrs 12 mins
6 Instinct MI300X
Aqua Vanjaram [Instinct MI300X]
AMD Aqua Vanjaram 7,813,801 69,315 112.73 0 hrs 13 mins
7 GeForce RTX 2080 Ti Rev. A
TU102 [GeForce RTX 2080 Ti Rev. A] M 13448
Nvidia TU102 6,973,090 72,809 95.77 0 hrs 15 mins
8 GeForce RTX 3080
GA102 [GeForce RTX 3080]
Nvidia GA102 6,345,228 145,868 43.50 0 hrs 33 mins
9 GeForce RTX 3070 Ti
GA104 [GeForce RTX 3070 Ti]
Nvidia GA104 6,098,663 105,042 58.06 0 hrs 25 mins
10 GeForce RTX 3070 Lite Hash Rate
GA104 [GeForce RTX 3070 Lite Hash Rate]
Nvidia GA104 5,985,529 69,315 86.35 0 hrs 17 mins
11 GeForce RTX 2080 Ti
TU102 [GeForce RTX 2080 Ti] M 13448
Nvidia TU102 5,857,202 69,315 84.50 0 hrs 17 mins
12 TITAN V
GV100 [TITAN V] M 12288
Nvidia GV100 5,591,193 71,676 78.01 0 hrs 18 mins
13 GeForce RTX 2080 Super
TU104 [GeForce RTX 2080 Super]
Nvidia TU104 4,770,370 69,315 68.82 0 hrs 21 mins
14 Radeon RX 9070(XT)
Navi 48 [Radeon RX 9070(XT)]
AMD Navi 48 4,235,856 193,936 21.84 1 hrs 6 mins
15 Radeon RX 6950 XT
Navi 21 [Radeon RX 6950 XT]
AMD Navi 21 3,971,876 69,315 57.30 0 hrs 25 mins
16 GeForce RTX 3060 Ti Lite Hash Rate
GA104 [GeForce RTX 3060 Ti Lite Hash Rate]
Nvidia GA104 3,804,024 75,415 50.44 0 hrs 29 mins
17 TITAN RTX
TU102 [TITAN RTX] 16310
Nvidia TU102 3,740,776 69,315 53.97 0 hrs 27 mins
18 GeForce RTX 4060
AD107 [GeForce RTX 4060]
Nvidia AD107 3,651,895 69,315 52.69 0 hrs 27 mins
19 GeForce RTX 2070 SUPER
TU104 [GeForce RTX 2070 SUPER] 8218
Nvidia TU104 3,569,774 137,798 25.91 0 hrs 56 mins
20 Radeon RX 7700XT/7800XT
Navi 32 [Radeon RX 7700XT/7800XT]
AMD Navi 32 3,518,960 69,315 50.77 0 hrs 28 mins
21 GeForce RTX 2070 Rev. A
TU106 [GeForce RTX 2070 Rev. A]
Nvidia TU106 3,482,049 69,315 50.24 0 hrs 29 mins
22 Radeon RX 6800(XT)/6900XT
Navi 21 [Radeon RX 6800(XT)/6900XT]
AMD Navi 21 3,481,637 114,076 30.52 0 hrs 47 mins
23 Radeon RX 7900XT/XTX/GRE
Navi 31 [Radeon RX 7900XT/XTX/GRE]
AMD Navi 31 3,229,806 69,315 46.60 0 hrs 31 mins
24 GeForce RTX 3070
GA104 [GeForce RTX 3070]
Nvidia GA104 3,034,026 138,290 21.94 1 hrs 6 mins
25 GeForce RTX 3060 Ti
GA104 [GeForce RTX 3060 Ti]
Nvidia GA104 3,020,302 86,688 34.84 0 hrs 41 mins
26 TITAN Xp
GP102 [TITAN Xp] 12150
Nvidia GP102 2,883,479 69,315 41.60 0 hrs 35 mins
27 GeForce RTX 4060 Max-Q / Mobile
AD107M [GeForce RTX 4060 Max-Q / Mobile]
Nvidia AD107M 2,769,237 69,315 39.95 0 hrs 36 mins
28 Intel Arc B580 Graphics
Battlemage G21 [Intel Arc B580 Graphics]
Intel Battlemage G21 2,625,399 83,803 31.33 0 hrs 46 mins
29 GeForce GTX 1080 Ti
GP102 [GeForce GTX 1080 Ti] 11380
Nvidia GP102 2,563,850 70,709 36.26 0 hrs 40 mins
30 GeForce RTX 3060
GA104 [GeForce RTX 3060]
Nvidia GA104 2,514,279 69,315 36.27 0 hrs 40 mins
31 GeForce RTX 2060 Super
TU106 [GeForce RTX 2060 Super]
Nvidia TU106 2,449,878 310,466 7.89 3 hrs 2 mins
32 GeForce RTX 3060 Lite Hash Rate
GA106 [GeForce RTX 3060 Lite Hash Rate]
Nvidia GA106 2,426,748 69,315 35.01 0 hrs 41 mins
33 Quadro RTX 4000 Mobile / Max-Q
TU104GLM [Quadro RTX 4000 Mobile / Max-Q]
Nvidia TU104GLM 2,424,323 69,315 34.98 0 hrs 41 mins
34 GeForce RTX 3060 Mobile / Max-Q
GA106M [GeForce RTX 3060 Mobile / Max-Q]
Nvidia GA106M 2,404,054 157,120 15.30 1 hrs 34 mins
35 Quadro RTX 4000
TU104GL [Quadro RTX 4000]
Nvidia TU104GL 2,392,943 69,315 34.52 0 hrs 42 mins
36 GeForce RTX 2060
TU106 [Geforce RTX 2060]
Nvidia TU106 2,353,220 263,495 8.93 2 hrs 41 mins
37 GeForce RTX 2070
TU106 [GeForce RTX 2070]
Nvidia TU106 2,320,298 228,783 10.14 2 hrs 22 mins
38 Radeon RX 9060(XT)
Navi 44 [Radeon RX 9060(XT)]
AMD Navi 44 2,318,666 69,315 33.45 0 hrs 43 mins
39 Radeon 8050S/8060S
Strix Halo [Radeon 8050S/8060S]
AMD Strix Halo 2,215,419 69,315 31.96 0 hrs 45 mins
40 RTX A2000
GA106 [RTX A2000]
Nvidia GA106 2,175,750 69,315 31.39 0 hrs 46 mins
41 GeForce RTX 4050 Max-Q / Mobile
AD107M [GeForce RTX 4050 Max-Q / Mobile]
Nvidia AD107M 2,028,051 69,315 29.26 0 hrs 49 mins
42 P102-100
GP102 [P102-100]
Nvidia GP102 1,990,048 69,315 28.71 0 hrs 50 mins
43 Radeon RX 6700(XT)/6800M
Navi 22 XT-XL [Radeon RX 6700(XT)/6800M]
AMD Navi 22 XT-XL 1,880,372 69,315 27.13 0 hrs 53 mins
44 GeForce GTX 1080
GP104 [GeForce GTX 1080] 8873
Nvidia GP104 1,732,868 148,104 11.70 2 hrs 3 mins
45 RTX A2000 12GB
GA106 [RTX A2000 12GB]
Nvidia GA106 1,589,003 69,315 22.92 1 hrs 3 mins
46 GeForce RTX 2060 Mobile
TU106M [GeForce RTX 2060 Mobile]
Nvidia TU106M 1,503,091 69,315 21.68 1 hrs 6 mins
47 GeForce GTX 980 Ti
GM200 [GeForce GTX 980 Ti] 5632
Nvidia GM200 1,403,295 292,961 4.79 5 hrs 1 mins
48 GeForce GTX 1660 SUPER
TU116 [GeForce GTX 1660 SUPER]
Nvidia TU116 1,364,918 82,645 16.52 1 hrs 27 mins
49 Radeon RX 6650 XT
Navi 23 [Radeon RX 6650 XT]
AMD Navi 23 1,331,860 69,315 19.21 1 hrs 15 mins
50 P104-100
GP104 [P104-100]
Nvidia GP104 1,244,498 69,315 17.95 1 hrs 20 mins
51 CMP 30HX
TU116 [CMP 30HX]
Nvidia TU116 1,212,669 69,315 17.50 1 hrs 22 mins
52 GeForce GTX 1070
GP104 [GeForce GTX 1070] 6463
Nvidia GP104 1,202,553 237,855 5.06 4 hrs 45 mins
53 GeForce GTX 1660
TU116 [GeForce GTX 1660]
Nvidia TU116 1,172,157 90,986 12.88 1 hrs 52 mins
54 GeForce GTX 1650 SUPER
TU116 [GeForce GTX 1650 SUPER]
Nvidia TU116 1,136,844 182,446 6.23 3 hrs 51 mins
55 GeForce GTX 1660 Ti
TU116 [GeForce GTX 1660 Ti]
Nvidia TU116 1,031,221 69,315 14.88 1 hrs 37 mins
56 RX 5600 OEM/5600XT/5700(XT)
Navi 10 [RX 5600 OEM/5600XT/5700(XT)]
AMD Navi 10 894,383 69,315 12.90 1 hrs 52 mins
57 GeForce GTX 1660 Mobile
TU116M [GeForce GTX 1660 Mobile]
Nvidia TU116M 848,036 263,313 3.22 7 hrs 27 mins
58 GeForce GTX Titan X
GM200 [GeForce GTX Titan X] 6144
Nvidia GM200 777,174 256,696 3.03 7 hrs 56 mins
59 GeForce GTX 1070 Mobile
GP104BM [GeForce GTX 1070 Mobile] 6463
Nvidia GP104BM 724,216 69,315 10.45 2 hrs 18 mins
60 Tesla P4
GP104GL [Tesla P4] 5704
Nvidia GP104GL 674,611 228,836 2.95 8 hrs 8 mins
61 GeForce GTX 1060 6GB
GP106 [GeForce GTX 1060 6GB] 4372
Nvidia GP106 649,112 137,687 4.71 5 hrs 5 mins
62 GeForce GTX 1060 3GB
GP106 [GeForce GTX 1060 3GB] 3935
Nvidia GP106 647,659 69,315 9.34 2 hrs 34 mins
63 GeForce RTX 3050 6GB Laptop GPU
GN20-P0-R-K2 [GeForce RTX 3050 6GB Laptop GPU]
Nvidia GN20-P0-R-K2 644,312 69,315 9.30 2 hrs 35 mins
64 R9 Fury X/NANO
Fiji XT [R9 Fury X/NANO]
AMD Fiji XT 543,523 69,315 7.84 3 hrs 4 mins
65 Radeon RX 7700S/7600S
Navi 33 [Radeon RX 7700S/7600S]
AMD Navi 33 532,179 69,315 7.68 3 hrs 8 mins
66 GeForce RTX 3050 6GB
GA107 [GeForce RTX 3050 6GB]
Nvidia GA107 518,868 69,315 7.49 3 hrs 12 mins
67 Quadro P2000
GP106GL [Quadro P2000] [MED-XN71] 3935
Nvidia GP106GL 496,655 69,315 7.17 3 hrs 21 mins
68 GeForce GTX 1650
TU117 [GeForce GTX 1650]
Nvidia TU117 458,178 133,514 3.43 6 hrs 60 mins
69 GeForce GTX 970
GM204 [GeForce GTX 970] 3494
Nvidia GM204 433,303 69,315 6.25 3 hrs 50 mins
70 GeForce GTX 1650
TU106 [GeForce GTX 1650]
Nvidia TU106 342,409 69,315 4.94 4 hrs 52 mins
71 GeForce GTX 1050 LP
GP107 [GeForce GTX 1050 LP] 1862
Nvidia GP107 317,145 69,315 4.58 5 hrs 15 mins
72 GeForce GTX 980M
GM204 [GeForce GTX 980M] 3189
Nvidia GM204 253,045 69,315 3.65 6 hrs 34 mins
73 Quadro P1000
GP107GL [Quadro P1000]
Nvidia GP107GL 212,790 156,145 1.36 17 hrs 37 mins
74 Quadro T400 Mobile
TU117GLM [Quadro T400 Mobile]
Nvidia TU117GLM 194,864 69,315 2.81 8 hrs 32 mins
75 Quadro P620
GP107GL [Quadro P620]
Nvidia GP107GL 138,095 135,357 1.02 23 hrs 31 mins
76 RX 5500(M)/Pro 5500M
Navi 14 [RX 5500(M)/Pro 5500M]
AMD Navi 14 106,337 69,315 1.53 15 hrs 39 mins
77 GeForce GT 1030
GP108 [GeForce GT 1030]
Nvidia GP108 85,000 88,216 0.96 24 hrs 54 mins

PROJECT FOLDING PPD AVERAGES BY CPU BETA

Data as of Sunday, 26 April 2026 03:30:52
Rank
Project
CPU Model Logical
Processors (LP)
PPD-PLP
AVG PPD per 1 LP
ALL LP-PPD
(Estimated)
Make