RESEARCH: ANTIBODY-DYNAMICS-SIMULATION
FOLDING PROJECT #18265 PROFILE
PROJECT TEAM
Manager(s): Justin MillerInstitution: University of Pennsylvania
WORK UNIT INFO
Atoms: 119,705Core: 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
Antibody
A protein produced by the immune system to fight infections.
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.
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.
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.
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
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
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.
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.
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.
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 |