RESEARCH: ANTIBODY-MATURATION-SIMULATION
FOLDING PROJECT #18274 PROFILE

PROJECT TEAM

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

WORK UNIT INFO

Atoms: 80,239
Core: 0x27
Status: Public

Related Projects

TLDR; PROJECT SUMMARY AI BETA

The project simulates how antibodies evolve to become stronger at fighting viruses. They're using computer models to track changes in antibodies that target HIV and see how these changes make them more effective. This could help scientists design better 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.
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 harmful substances like bacteria and viruses.

Scientific: Biotechnology
Immunology / Humoral Immune Response

Antibodies are specialized proteins created by our immune system to fight off infections. They latch onto specific invaders (antigens) and mark them for destruction by other immune cells. This helps our bodies stay healthy and protected.


Affinity Maturation

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

Scientific: Biotechnology
Immunology / Humoral Immune Response

Affinity maturation is like a training program for antibodies. During an immune response, antibodies are constantly changing and evolving. Through random mutations, some antibodies become better at grabbing onto the specific invaders (antigens) they're targeting. This makes them more effective at fighting off infections.


Antigen

A molecule that triggers an immune response.

Scientific: Biotechnology
Immunology / Humoral Immune Response

Antigens are like the 'Wanted' posters of the immune system. They are molecules found on the surface of bacteria, viruses, or other foreign substances. When our immune system recognizes an antigen as harmful, it launches a response to fight it off.


gp120

Glycoprotein 120

Technical: Biotechnology
Virology / HIV

gp120 is a protein found on the surface of the HIV virus. It's responsible for binding to receptors on human cells, allowing the virus to enter and infect them.


HIV

Human Immunodeficiency Virus

Technical: Biotechnology
Virology / Retrovirus

HIV is a virus that attacks the body's immune system, specifically targeting CD4+ T cells. Over time, HIV can weaken the immune system to the point where it can no longer fight off infections and diseases, leading to AIDS.


Broadly Neutralizing Antibodies

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

Scientific: Biotechnology
Immunology / HIV Research

Broadly neutralizing antibodies are like superheroes of the immune system. They can fight off many different versions of a virus because they target highly conserved parts of the virus's structure. This makes them valuable tools for developing new treatments and vaccines.


V3-glycan Epitope

A specific region on the gp120 protein of HIV that antibodies can bind to.

Scientific: Biotechnology
Virology / HIV

The V3-glycan epitope is a vulnerable spot on the HIV virus. Antibodies that target this area can block the virus from attaching to and entering human cells.


V2-apex Epitope

A specific region on the gp120 protein of HIV that antibodies can bind to.

Scientific: Biotechnology
Virology / HIV

The V2-apex epitope is another vulnerable spot on the HIV virus. Antibodies that target this area can also block the virus from attaching to and entering human cells.

PROJECT FOLDING PPD AVERAGES BY GPU

Data as of Sunday, 26 April 2026 03:30:41
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 10,215,015 40,540 251.97 0 hrs 6 mins
2 GeForce RTX 3080 Ti
GA102 [GeForce RTX 3080 Ti]
Nvidia GA102 9,487,915 168,263 56.39 0 hrs 26 mins
3 GeForce RTX 3090
GA102 [GeForce RTX 3090]
Nvidia GA102 9,339,994 191,986 48.65 0 hrs 30 mins
4 GeForce RTX 3080 Lite Hash Rate
GA102 [GeForce RTX 3080 Lite Hash Rate]
Nvidia GA102 9,132,310 40,540 225.27 0 hrs 6 mins
5 Instinct MI300X
Aqua Vanjaram [Instinct MI300X]
AMD Aqua Vanjaram 7,265,176 40,540 179.21 0 hrs 8 mins
6 GeForce RTX 2080 Ti Rev. A
TU102 [GeForce RTX 2080 Ti Rev. A] M 13448
Nvidia TU102 7,025,188 48,343 145.32 0 hrs 10 mins
7 GeForce RTX 2080 Ti
TU102 [GeForce RTX 2080 Ti] M 13448
Nvidia TU102 6,036,062 40,540 148.89 0 hrs 10 mins
8 GeForce RTX 3080
GA102 [GeForce RTX 3080]
Nvidia GA102 5,616,942 165,240 33.99 0 hrs 42 mins
9 TITAN V
GV100 [TITAN V] M 12288
Nvidia GV100 5,604,284 40,540 138.24 0 hrs 10 mins
10 Radeon RX 7900XT/XTX/GRE
Navi 31 [Radeon RX 7900XT/XTX/GRE]
AMD Navi 31 5,534,492 42,996 128.72 0 hrs 11 mins
11 GeForce RTX 3070 Lite Hash Rate
GA104 [GeForce RTX 3070 Lite Hash Rate]
Nvidia GA104 5,492,300 98,132 55.97 0 hrs 26 mins
12 GeForce RTX 3070 Ti
GA104 [GeForce RTX 3070 Ti]
Nvidia GA104 5,310,745 120,735 43.99 0 hrs 33 mins
13 GeForce RTX 2080 Super
TU104 [GeForce RTX 2080 Super]
Nvidia TU104 5,078,340 40,540 125.27 0 hrs 11 mins
14 Radeon RX 9070(XT)
Navi 48 [Radeon RX 9070(XT)]
AMD Navi 48 4,657,917 65,261 71.37 0 hrs 20 mins
15 Radeon RX 6950 XT
Navi 21 [Radeon RX 6950 XT]
AMD Navi 21 3,844,588 45,129 85.19 0 hrs 17 mins
16 GeForce RTX 3060 Ti Lite Hash Rate
GA104 [GeForce RTX 3060 Ti Lite Hash Rate]
Nvidia GA104 3,741,486 53,284 70.22 0 hrs 21 mins
17 GeForce RTX 4060
AD107 [GeForce RTX 4060]
Nvidia AD107 3,517,607 42,647 82.48 0 hrs 17 mins
18 GeForce RTX 2070 SUPER
TU104 [GeForce RTX 2070 SUPER] 8218
Nvidia TU104 3,482,371 183,259 19.00 1 hrs 16 mins
19 Radeon RX 6800(XT)/6900XT
Navi 21 [Radeon RX 6800(XT)/6900XT]
AMD Navi 21 3,454,778 96,158 35.93 0 hrs 40 mins
20 Radeon RX 7700XT/7800XT
Navi 32 [Radeon RX 7700XT/7800XT]
AMD Navi 32 3,406,661 40,540 84.03 0 hrs 17 mins
21 GeForce RTX 3070
GA104 [GeForce RTX 3070]
Nvidia GA104 3,312,488 114,750 28.87 0 hrs 50 mins
22 GeForce RTX 3060 Ti
GA104 [GeForce RTX 3060 Ti]
Nvidia GA104 3,121,906 40,540 77.01 0 hrs 19 mins
23 Intel Arc B580 Graphics
Battlemage G21 [Intel Arc B580 Graphics]
Intel Battlemage G21 2,933,771 92,292 31.79 0 hrs 45 mins
24 GeForce GTX 1080 Ti
GP102 [GeForce GTX 1080 Ti] 11380
Nvidia GP102 2,735,771 42,361 64.58 0 hrs 22 mins
25 GeForce RTX 3060 Mobile / Max-Q
GA106M [GeForce RTX 3060 Mobile / Max-Q]
Nvidia GA106M 2,686,701 40,540 66.27 0 hrs 22 mins
26 GeForce RTX 4050 Max-Q / Mobile
AD107M [GeForce RTX 4050 Max-Q / Mobile]
Nvidia AD107M 2,682,102 40,540 66.16 0 hrs 22 mins
27 GeForce RTX 4060 Max-Q / Mobile
AD107M [GeForce RTX 4060 Max-Q / Mobile]
Nvidia AD107M 2,628,822 40,540 64.85 0 hrs 22 mins
28 GeForce RTX 2060 Super
TU106 [GeForce RTX 2060 Super]
Nvidia TU106 2,587,593 218,563 11.84 2 hrs 2 mins
29 Quadro RTX 4000
TU104GL [Quadro RTX 4000]
Nvidia TU104GL 2,567,911 40,540 63.34 0 hrs 23 mins
30 GeForce RTX 3060
GA104 [GeForce RTX 3060]
Nvidia GA104 2,555,252 40,540 63.03 0 hrs 23 mins
31 P102-100
GP102 [P102-100]
Nvidia GP102 2,480,973 40,540 61.20 0 hrs 24 mins
32 GeForce RTX 3060 Lite Hash Rate
GA106 [GeForce RTX 3060 Lite Hash Rate]
Nvidia GA106 2,447,842 48,660 50.31 0 hrs 29 mins
33 GeForce RTX 2060
TU106 [Geforce RTX 2060]
Nvidia TU106 2,447,313 161,826 15.12 1 hrs 35 mins
34 GeForce RTX 2070
TU106 [GeForce RTX 2070]
Nvidia TU106 2,343,062 104,829 22.35 1 hrs 4 mins
35 Radeon 8050S/8060S
Strix Halo [Radeon 8050S/8060S]
AMD Strix Halo 2,109,244 40,540 52.03 0 hrs 28 mins
36 Radeon RX 6700(XT)/6800M
Navi 22 XT-XL [Radeon RX 6700(XT)/6800M]
AMD Navi 22 XT-XL 1,803,966 40,540 44.50 0 hrs 32 mins
37 GeForce GTX 1080
GP104 [GeForce GTX 1080] 8873
Nvidia GP104 1,800,608 207,363 8.68 2 hrs 46 mins
38 GeForce GTX 1660
TU116 [GeForce GTX 1660]
Nvidia TU116 1,778,915 40,540 43.88 0 hrs 33 mins
39 RTX A2000
GA106 [RTX A2000]
Nvidia GA106 1,667,855 40,540 41.14 0 hrs 35 mins
40 GeForce GTX 1070
GP104 [GeForce GTX 1070] 6463
Nvidia GP104 1,548,657 40,540 38.20 0 hrs 38 mins
41 P104-100
GP104 [P104-100]
Nvidia GP104 1,490,261 40,540 36.76 0 hrs 39 mins
42 GeForce GTX 1660 SUPER
TU116 [GeForce GTX 1660 SUPER]
Nvidia TU116 1,438,381 56,270 25.56 0 hrs 56 mins
43 Radeon RX 6650 XT
Navi 23 [Radeon RX 6650 XT]
AMD Navi 23 1,390,129 40,540 34.29 0 hrs 42 mins
44 GeForce GTX 1650 SUPER
TU116 [GeForce GTX 1650 SUPER]
Nvidia TU116 1,220,414 199,547 6.12 3 hrs 55 mins
45 GeForce RTX 2070 Mobile / Max-Q Refresh
TU106M [GeForce RTX 2070 Mobile / Max-Q Refresh]
Nvidia TU106M 1,195,997 40,540 29.50 0 hrs 49 mins
46 GeForce GTX 1070 Mobile
GP104BM [GeForce GTX 1070 Mobile] 6463
Nvidia GP104BM 1,191,002 40,540 29.38 0 hrs 49 mins
47 CMP 30HX
TU116 [CMP 30HX]
Nvidia TU116 1,182,925 40,540 29.18 0 hrs 49 mins
48 Quadro P2000
GP106GL [Quadro P2000] [MED-XN71] 3935
Nvidia GP106GL 1,160,848 40,540 28.63 0 hrs 50 mins
49 GeForce GTX 980 Ti
GM200 [GeForce GTX 980 Ti] 5632
Nvidia GM200 1,060,211 148,759 7.13 3 hrs 22 mins
50 GeForce GTX 980
GM204 [GeForce GTX 980] 4612
Nvidia GM204 1,037,626 40,540 25.60 0 hrs 56 mins
51 GeForce GTX 1660 Mobile
TU116M [GeForce GTX 1660 Mobile]
Nvidia TU116M 1,025,733 188,252 5.45 4 hrs 24 mins
52 GeForce GTX 1060 3GB
GP106 [GeForce GTX 1060 3GB] 3935
Nvidia GP106 1,006,739 40,540 24.83 0 hrs 58 mins
53 RX 5600 OEM/5600XT/5700(XT)
Navi 10 [RX 5600 OEM/5600XT/5700(XT)]
AMD Navi 10 888,306 40,540 21.91 1 hrs 6 mins
54 GeForce RTX 2060 Mobile
TU106M [GeForce RTX 2060 Mobile]
Nvidia TU106M 873,315 40,540 21.54 1 hrs 7 mins
55 Tesla P4
GP104GL [Tesla P4] 5704
Nvidia GP104GL 775,394 166,971 4.64 5 hrs 10 mins
56 GeForce GTX 1060 6GB
GP106 [GeForce GTX 1060 6GB] 4372
Nvidia GP106 723,197 102,817 7.03 3 hrs 25 mins
57 GeForce GTX 1650
TU117 [GeForce GTX 1650]
Nvidia TU117 586,411 85,043 6.90 3 hrs 29 mins
58 GeForce GTX 970
GM204 [GeForce GTX 970] 3494
Nvidia GM204 521,216 40,540 12.86 1 hrs 52 mins
59 R9 Fury X/NANO
Fiji XT [R9 Fury X/NANO]
AMD Fiji XT 518,582 40,540 12.79 1 hrs 53 mins
60 GeForce GTX Titan X
GM200 [GeForce GTX Titan X] 6144
Nvidia GM200 397,038 136,640 2.91 8 hrs 16 mins
61 Quadro T1000 Mobile
TU117GLM [Quadro T1000 Mobile]
Nvidia TU117GLM 385,908 121,342 3.18 7 hrs 33 mins
62 GeForce GTX 1650
TU106 [GeForce GTX 1650]
Nvidia TU106 354,525 40,540 8.75 2 hrs 45 mins
63 GeForce GTX 1050 LP
GP107 [GeForce GTX 1050 LP] 1862
Nvidia GP107 342,469 40,540 8.45 2 hrs 50 mins
64 GeForce GTX 980M
GM204 [GeForce GTX 980M] 3189
Nvidia GM204 323,360 40,540 7.98 3 hrs 1 mins
65 Radeon PRO W6400
Navi 24 [Radeon PRO W6400]
AMD Navi 24 300,508 40,540 7.41 3 hrs 14 mins
66 GeForce GTX 1050 Ti
GP107 [GeForce GTX 1050 Ti] 2138
Nvidia GP107 267,936 73,660 3.64 6 hrs 36 mins
67 Quadro T400 Mobile
TU117GLM [Quadro T400 Mobile]
Nvidia TU117GLM 227,551 40,540 5.61 4 hrs 17 mins
68 Quadro P1000
GP107GL [Quadro P1000]
Nvidia GP107GL 225,842 111,731 2.02 11 hrs 52 mins
69 Radeon 740M/760M/780M
Phoenix [Radeon 740M/760M/780M]
AMD Phoenix 175,909 40,540 4.34 5 hrs 32 mins
70 RX 5500(M)/Pro 5500M
Navi 14 [RX 5500(M)/Pro 5500M]
AMD Navi 14 115,818 40,540 2.86 8 hrs 24 mins
71 GeForce GT 1030
GP108 [GeForce GT 1030]
Nvidia GP108 69,789 44,166 1.58 15 hrs 11 mins
72 GeForce MX350
GP107M [GeForce MX350]
Nvidia GP107M 40,773 40,540 1.01 23 hrs 52 mins

PROJECT FOLDING PPD AVERAGES BY CPU BETA

Data as of Sunday, 26 April 2026 03:30:41
Rank
Project
CPU Model Logical
Processors (LP)
PPD-PLP
AVG PPD per 1 LP
ALL LP-PPD
(Estimated)
Make