Back

Reconciling Cooperativity Definition in PROTACs and Molecular Glues: Thermodynamic Dissection into PPI and Ligand Entropic Contributions

Cao, X.; Li, Y.; Qu, Z.; Jiang, L.; Tang, L.; Chen, H.

2026-02-09 biochemistry
10.64898/2026.02.07.704601 bioRxiv
Show abstract

Douglass Cooperativity and Ciullis Cooperativity in induced-proximity systems, remains controversial with paradoxes such as path-dependent metrics and apparent universal negative Cooperativity. We noticed that in "partial-embedded" model, a substantial portion of giant ligand remains exposed outside and does not engage with the host proteins force field. It incurs an entropic cost due to the restriction of translational/rotational degrees of freedom. This large, mass-dependent unfavorable ligand entropy penalty normally shifts binding affinity to 104[~]108-fold. ITC thermodynamic cycles analysis confirmed the dramatic entropy loss among reaction pair. This reconciles the conflicting Cooperativity definitions, yielding true path-independent positive PPI Cooperativity from observed entropy loss subtracting ligand entropy penalty. ITC data showed rigid linkers appear superior to flexible linkers with respect to both oral bioavailability and safety profile in PROTAC design. "ligand entropy barrier wall/Cooperativity ladder" pair is not only impact induced-proximity systems but also constitute the physical basis for all biosystems.

Matching journals

The top 8 journals account for 50% of the predicted probability mass.

1
Journal of Medicinal Chemistry
68 papers in training set
Top 0.1%
10.5%
2
Journal of Chemical Information and Modeling
207 papers in training set
Top 0.7%
8.2%
3
The Journal of Physical Chemistry B
158 papers in training set
Top 0.2%
6.8%
4
Nature Communications
4913 papers in training set
Top 28%
6.4%
5
eLife
5422 papers in training set
Top 13%
6.3%
6
Chemical Science
71 papers in training set
Top 0.2%
4.3%
7
Journal of Chemical Theory and Computation
126 papers in training set
Top 0.2%
4.3%
8
JACS Au
35 papers in training set
Top 0.1%
4.3%
50% of probability mass above
9
Communications Chemistry
39 papers in training set
Top 0.1%
3.6%
10
Computational and Structural Biotechnology Journal
216 papers in training set
Top 2%
3.6%
11
International Journal of Molecular Sciences
453 papers in training set
Top 4%
2.9%
12
Proceedings of the National Academy of Sciences
2130 papers in training set
Top 27%
2.1%
13
Journal of the American Chemical Society
199 papers in training set
Top 2%
2.1%
14
Physical Chemistry Chemical Physics
34 papers in training set
Top 0.2%
2.1%
15
PLOS Computational Biology
1633 papers in training set
Top 16%
1.7%
16
PLOS ONE
4510 papers in training set
Top 54%
1.7%
17
Advanced Science
249 papers in training set
Top 12%
1.5%
18
Biomacromolecules
25 papers in training set
Top 0.2%
1.5%
19
ACS Medicinal Chemistry Letters
16 papers in training set
Top 0.4%
1.3%
20
The Journal of Physical Chemistry Letters
58 papers in training set
Top 1%
1.2%
21
RSC Advances
18 papers in training set
Top 1%
0.9%
22
Angewandte Chemie International Edition
81 papers in training set
Top 3%
0.9%
23
Biophysical Journal
545 papers in training set
Top 4%
0.9%
24
ACS Omega
90 papers in training set
Top 4%
0.8%
25
Scientific Reports
3102 papers in training set
Top 75%
0.7%
26
Journal of Molecular Biology
217 papers in training set
Top 4%
0.7%
27
International Journal of Biological Macromolecules
65 papers in training set
Top 4%
0.7%
28
Biochemistry
130 papers in training set
Top 2%
0.7%
29
Chemistry – A European Journal
13 papers in training set
Top 0.6%
0.7%
30
Molecules
37 papers in training set
Top 2%
0.6%