RESEARCH: ANTIBODY-DYNAMICS-SIMULATION
FOLDING PROJECT #18265 PROFILE

PROJECT TEAM

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

WORK UNIT INFO

Atoms: 119,705
Core: 0x27
Status: Public

Related Projects

TLDR; PROJECT SUMMARY AI BETA

This project uses computer simulations to study how antibodies change over time to become better at fighting infections. By looking at real-life antibody examples, researchers hope to learn how to design even more effective treatments 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.
p18269 – 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 infections.

Technical: Biotechnology
Immunology / Humoral Immunity

Antibodies are specialized proteins made by our bodies to defend against harmful invaders like bacteria and viruses. They work by recognizing and attaching to specific targets on these invaders, marking them for destruction.


Antigen

A molecule that triggers an immune response.

Technical: Biotechnology
Immunology / Immune Response

Antigens are like flags on invaders that signal to our immune system. They can be parts of bacteria, viruses, or even our own cells when they become abnormal.


Affinity Maturation

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

Technical: Biotechnology
Immunology / Adaptive Immunity

Affinity maturation is like a training process for our immune system. When exposed to an antigen, our body produces many different antibodies. Over time, those that bind best are selected and multiplied, making the immune response stronger.


Humoral Immune Response

An immune response mediated by antibodies.

Technical: Biotechnology
Immunology / Adaptive Immunity

The humoral immune response is one way our body fights infection. It involves B cells producing antibodies that target and neutralize pathogens.


HIV

Human Immunodeficiency Virus

Scientific: Biotechnology, Healthcare
Virology / Retroviruses

HIV is a virus that attacks the immune system, weakening the body's ability to fight off infections and diseases. It can lead to AIDS if left untreated.


gp120

Glycoprotein 120

Scientific: Biotechnology, Healthcare
Virology / HIV Structure

gp120 is a protein found on the surface of the HIV virus. It plays a crucial role in attaching to and entering human cells.


Broadly Neutralizing Antibodies

Antibodies that can effectively neutralize multiple strains of a virus.

Technical: Biotechnology, Healthcare
Immunology / HIV Research

Broadly neutralizing antibodies are highly effective in fighting infections because they can target different parts of the virus.


V3-glycan Epitope

A specific site on the gp120 protein of HIV that is recognized by certain antibodies.

Technical: Biotechnology, Healthcare
Immunology / HIV Structure

The V3-glycan epitope is a key target for some broadly neutralizing antibodies. By binding to this site, these antibodies can prevent HIV from entering human cells.


V2-apex Epitope

Another specific site on the gp120 protein of HIV that is recognized by certain antibodies.

Technical: Biotechnology, Healthcare
Immunology / HIV Structure

The V2-apex epitope is another target for some broadly neutralizing antibodies. These antibodies can also block HIV from entering human cells.

PROJECT FOLDING PPD AVERAGES BY GPU

Data as of Sunday, 26 April 2026 00:30:33
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 10,773,454 69,290 155.48 0 hrs 9 mins
2 GeForce RTX 3080 Ti
GA102 [GeForce RTX 3080 Ti]
Nvidia GA102 10,029,812 465,008 21.57 1 hrs 7 mins
3 GeForce RTX 3090
GA102 [GeForce RTX 3090]
Nvidia GA102 9,903,107 377,224 26.25 0 hrs 55 mins
4 GeForce RTX 3080 12GB
GA102 [GeForce RTX 3080 12GB]
Nvidia GA102 9,834,704 69,290 141.94 0 hrs 10 mins
5 Instinct MI300X
Aqua Vanjaram [Instinct MI300X]
AMD Aqua Vanjaram 7,933,089 69,290 114.49 0 hrs 13 mins
6 GeForce RTX 3080 Lite Hash Rate
GA102 [GeForce RTX 3080 Lite Hash Rate]
Nvidia GA102 7,523,177 69,290 108.58 0 hrs 13 mins
7 GeForce RTX 2080 Ti Rev. A
TU102 [GeForce RTX 2080 Ti Rev. A] M 13448
Nvidia TU102 7,125,437 73,860 96.47 0 hrs 15 mins
8 GeForce RTX 3080
GA102 [GeForce RTX 3080]
Nvidia GA102 7,049,719 223,167 31.59 0 hrs 46 mins
9 GeForce RTX 3070
GA104 [GeForce RTX 3070]
Nvidia GA104 5,999,341 188,166 31.88 0 hrs 45 mins
10 GeForce RTX 3070 Lite Hash Rate
GA104 [GeForce RTX 3070 Lite Hash Rate]
Nvidia GA104 5,967,025 69,290 86.12 0 hrs 17 mins
11 GeForce RTX 3070 Ti
GA104 [GeForce RTX 3070 Ti]
Nvidia GA104 5,935,120 148,226 40.04 0 hrs 36 mins
12 GeForce RTX 2080 Ti
TU102 [GeForce RTX 2080 Ti] M 13448
Nvidia TU102 5,854,836 69,290 84.50 0 hrs 17 mins
13 TITAN V
GV100 [TITAN V] M 12288
Nvidia GV100 5,630,724 95,927 58.70 0 hrs 25 mins
14 GeForce RTX 2080 Super
TU104 [GeForce RTX 2080 Super]
Nvidia TU104 5,007,344 69,290 72.27 0 hrs 20 mins
15 Tesla V100 PCIe 16GB
GV100GL [Tesla V100 PCIe 16GB] M 14028
Nvidia GV100GL 4,511,645 69,290 65.11 0 hrs 22 mins
16 Radeon RX 6900 XT
Navi 21 [Radeon RX 6900 XT]
AMD Navi 21 4,279,931 416,692 10.27 2 hrs 20 mins
17 Radeon RX 6950 XT
Navi 21 [Radeon RX 6950 XT]
AMD Navi 21 4,175,987 69,290 60.27 0 hrs 24 mins
18 Radeon RX 9070(XT)
Navi 48 [Radeon RX 9070(XT)]
AMD Navi 48 4,092,388 176,258 23.22 1 hrs 2 mins
19 GeForce RTX 3060 Ti Lite Hash Rate
GA104 [GeForce RTX 3060 Ti Lite Hash Rate]
Nvidia GA104 3,825,499 77,199 49.55 0 hrs 29 mins
20 GeForce RTX 4060
AD107 [GeForce RTX 4060]
Nvidia AD107 3,706,391 69,290 53.49 0 hrs 27 mins
21 Radeon RX 7700XT/7800XT
Navi 32 [Radeon RX 7700XT/7800XT]
AMD Navi 32 3,687,238 69,290 53.21 0 hrs 27 mins
22 Radeon RX 6800(XT)/6900XT
Navi 21 [Radeon RX 6800(XT)/6900XT]
AMD Navi 21 3,555,397 275,931 12.89 1 hrs 52 mins
23 GeForce RTX 3060 Ti
GA104 [GeForce RTX 3060 Ti]
Nvidia GA104 3,351,947 254,315 13.18 1 hrs 49 mins
24 GeForce RTX 2070 SUPER
TU104 [GeForce RTX 2070 SUPER] 8218
Nvidia TU104 3,347,250 338,355 9.89 2 hrs 26 mins
25 Radeon RX 7900XT/XTX/GRE
Navi 31 [Radeon RX 7900XT/XTX/GRE]
AMD Navi 31 3,337,562 69,290 48.17 0 hrs 30 mins
26 TITAN Xp
GP102 [TITAN Xp] 12150
Nvidia GP102 2,935,125 69,290 42.36 0 hrs 34 mins
27 GeForce GTX 1080 Ti
GP102 [GeForce GTX 1080 Ti] 11380
Nvidia GP102 2,650,883 69,290 38.26 0 hrs 38 mins
28 GeForce RTX 4060 Max-Q / Mobile
AD107M [GeForce RTX 4060 Max-Q / Mobile]
Nvidia AD107M 2,617,184 69,290 37.77 0 hrs 38 mins
29 GeForce RTX 2060 Super
TU106 [GeForce RTX 2060 SUPER]
Nvidia TU106 2,570,354 342,421 7.51 3 hrs 12 mins
30 Intel Arc B580 Graphics
Battlemage G21 [Intel Arc B580 Graphics]
Intel Battlemage G21 2,490,992 77,383 32.19 0 hrs 45 mins
31 GeForce RTX 3060
GA104 [GeForce RTX 3060]
Nvidia GA104 2,482,187 69,290 35.82 0 hrs 40 mins
32 Radeon RX 9060(XT)
Navi 44 [Radeon RX 9060(XT)]
AMD Navi 44 2,472,403 69,290 35.68 0 hrs 40 mins
33 GeForce RTX 3060 Lite Hash Rate
GA106 [GeForce RTX 3060 Lite Hash Rate]
Nvidia GA106 2,429,819 94,449 25.73 0 hrs 56 mins
34 Quadro RTX 4000
TU104GL [Quadro RTX 4000]
Nvidia TU104GL 2,419,295 69,290 34.92 0 hrs 41 mins
35 GeForce RTX 3060 Mobile / Max-Q
GA106M [GeForce RTX 3060 Mobile / Max-Q]
Nvidia GA106M 2,340,529 282,727 8.28 2 hrs 54 mins
36 GeForce RTX 4050 Max-Q / Mobile
AD107M [GeForce RTX 4050 Max-Q / Mobile]
Nvidia AD107M 2,323,744 69,290 33.54 0 hrs 43 mins
37 GeForce RTX 2070
TU106 [GeForce RTX 2070]
Nvidia TU106 2,275,072 343,515 6.62 3 hrs 37 mins
38 GeForce RTX 2060
TU106 [Geforce RTX 2060]
Nvidia TU106 2,259,823 246,008 9.19 2 hrs 37 mins
39 Radeon RX 6700(XT)/6800M
Navi 22 XT-XL [Radeon RX 6700(XT)/6800M]
AMD Navi 22 XT-XL 1,866,401 69,290 26.94 0 hrs 53 mins
40 GeForce GTX 1660 Ti
TU116 [GeForce GTX 1660 Ti]
Nvidia TU116 1,829,804 69,290 26.41 0 hrs 55 mins
41 GeForce GTX 1080
GP104 [GeForce GTX 1080] 8873
Nvidia GP104 1,721,874 168,323 10.23 2 hrs 21 mins
42 RTX A2000
GA106 [RTX A2000]
Nvidia GA106 1,596,974 69,290 23.05 1 hrs 2 mins
43 RTX A2000 12GB
GA106 [RTX A2000 12GB]
Nvidia GA106 1,550,443 69,290 22.38 1 hrs 4 mins
44 GeForce GTX 980 Ti
GM200 [GeForce GTX 980 Ti] 5632
Nvidia GM200 1,428,772 294,705 4.85 4 hrs 57 mins
45 GeForce GTX 1660
TU116 [GeForce GTX 1660]
Nvidia TU116 1,407,380 110,404 12.75 1 hrs 53 mins
46 GeForce GTX 1070 Ti
GP104 [GeForce GTX 1070 Ti] 8186
Nvidia GP104 1,397,464 69,290 20.17 1 hrs 11 mins
47 GeForce GTX 1660 SUPER
TU116 [GeForce GTX 1660 SUPER]
Nvidia TU116 1,362,120 72,953 18.67 1 hrs 17 mins
48 Radeon 8050S/8060S
Strix Halo [Radeon 8050S/8060S]
AMD Strix Halo 1,288,660 69,290 18.60 1 hrs 17 mins
49 GeForce GTX 1070
GP104 [GeForce GTX 1070] 6463
Nvidia GP104 1,209,320 264,316 4.58 5 hrs 15 mins
50 GeForce GTX Titan X
GM200 [GeForce GTX Titan X] 6144
Nvidia GM200 1,142,843 283,391 4.03 5 hrs 57 mins
51 P104-100
GP104 [P104-100]
Nvidia GP104 1,077,426 69,290 15.55 1 hrs 33 mins
52 GeForce GTX 1650 SUPER
TU116 [GeForce GTX 1650 SUPER]
Nvidia TU116 1,032,913 69,290 14.91 1 hrs 37 mins
53 Radeon RX 6600(XT/M)
Navi 23 XT-XL [Radeon RX 6600(XT/M)]
AMD Navi 23 XT-XL 822,840 165,161 4.98 4 hrs 49 mins
54 GeForce GTX 1660 Mobile
TU116M [GeForce GTX 1660 Mobile]
Nvidia TU116M 797,092 262,986 3.03 7 hrs 55 mins
55 GeForce GTX 980
GM204 [GeForce GTX 980] 4612
Nvidia GM204 794,859 69,290 11.47 2 hrs 6 mins
56 GeForce GTX 1070 Mobile
GP104BM [GeForce GTX 1070 Mobile] 6463
Nvidia GP104BM 765,053 69,290 11.04 2 hrs 10 mins
57 Radeon PRO W7500
Navi 33 [Radeon PRO W7500]
AMD Navi 33 732,089 69,290 10.57 2 hrs 16 mins
58 GeForce RTX 3050 6GB Laptop GPU
GN20-P0-R-K2 [GeForce RTX 3050 6GB Laptop GPU]
Nvidia GN20-P0-R-K2 726,792 69,290 10.49 2 hrs 17 mins
59 Tesla P4
GP104GL [Tesla P4] 5704
Nvidia GP104GL 695,854 230,885 3.01 7 hrs 58 mins
60 GeForce GTX 1650
TU117 [GeForce GTX 1650]
Nvidia TU117 560,984 168,420 3.33 7 hrs 12 mins
61 R9 Fury X/NANO
Fiji XT [R9 Fury X/NANO]
AMD Fiji XT 549,784 69,290 7.93 3 hrs 1 mins
62 GeForce GTX 970
GM204 [GeForce GTX 970] 3494
Nvidia GM204 511,388 69,290 7.38 3 hrs 15 mins
63 GeForce GTX 1650
TU106 [GeForce GTX 1650]
Nvidia TU106 496,070 69,290 7.16 3 hrs 21 mins
64 Quadro T1000 Mobile
TU117GLM [Quadro T1000 Mobile]
Nvidia TU117GLM 335,179 69,290 4.84 4 hrs 58 mins
65 GeForce GTX 1050 LP
GP107 [GeForce GTX 1050 LP] 1862
Nvidia GP107 317,109 69,290 4.58 5 hrs 15 mins
66 Quadro T400 Mobile
TU117GLM [Quadro T400 Mobile]
Nvidia TU117GLM 313,159 69,290 4.52 5 hrs 19 mins
67 GeForce RTX 2060 Mobile
TU106M [GeForce RTX 2060 Mobile]
Nvidia TU106M 303,403 69,290 4.38 5 hrs 29 mins
68 Radeon PRO W6400
Navi 24 [Radeon PRO W6400]
AMD Navi 24 283,037 69,290 4.08 5 hrs 53 mins
69 Radeon RX 6400/6500XT
Navi 24 [Radeon RX 6400/6500XT]
AMD Navi 24 254,475 165,614 1.54 15 hrs 37 mins
70 GeForce GTX 980M
GM204 [GeForce GTX 980M] 3189
Nvidia GM204 242,126 69,290 3.49 6 hrs 52 mins
71 GeForce GTX 1050 Ti
GP107 [GeForce GTX 1050 Ti] 2138
Nvidia GP107 218,573 111,519 1.96 12 hrs 15 mins
72 Quadro P1000
GP107GL [Quadro P1000]
Nvidia GP107GL 207,959 154,906 1.34 17 hrs 53 mins
73 Radeon 740M/760M/780M
Phoenix [Radeon 740M/760M/780M]
AMD Phoenix 207,571 69,290 3.00 8 hrs 1 mins
74 GeForce GTX 1650 Mobile / Max-Q
TU117M [GeForce GTX 1650 Mobile / Max-Q]
Nvidia TU117M 161,279 69,290 2.33 10 hrs 19 mins
75 Quadro P620
GP107GL [Quadro P620]
Nvidia GP107GL 144,009 137,164 1.05 22 hrs 52 mins
76 RX 5500(M)/Pro 5500M
Navi 14 [RX 5500(M)/Pro 5500M]
AMD Navi 14 117,200 69,290 1.69 14 hrs 11 mins
77 GeForce GT 1030
GP108 [GeForce GT 1030]
Nvidia GP108 68,267 80,910 0.84 28 hrs 27 mins

PROJECT FOLDING PPD AVERAGES BY CPU BETA

Data as of Sunday, 26 April 2026 00:30:33
Rank
Project
CPU Model Logical
Processors (LP)
PPD-PLP
AVG PPD per 1 LP
ALL LP-PPD
(Estimated)
Make
1 RYZEN 5 3600 6-CORE 12 8,677 104,124 AMD
2 RYZEN 9 5950X 16-CORE 32 AMD