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. Author manuscript; available in PMC: 2023 Mar 7.
Published in final edited form as: Mol Pharm. 2022 Feb 2;19(3):775–787. doi: 10.1021/acs.molpharmaceut.1c00373

Table 3.

Evaluation of antibody molecular properties that are most strongly correlated with non-specific interactions in physiological conditions (PBS, pH 7.4) and self-association in formulation conditions (10 mM histidine, pH 6). The sequence-based charge features were calculated as described in Table 1. The ELISA/PSP results are for the average measurements from the four assays. The structure-based features were evaluated from Fv homology models using Molecular Operating Environment software.

Molecular Property Region Descriptors ELISA #1 (pH 7.4) ELISA #2 (pH 7.4) PSP #1 SMP (pH 7.4) PSP #2 OVA (pH 7.4) ELISA/PSP (pH 7.4) kD, mL/g (pH 6)
Spearman’s correlation ρ p-value ρ p-value ρ p-value ρ p-value ρ p-value ρ p-value
Sequence Based Electrostatic HCDR3 Net charge 0.34 * 0.25 ns 0.09 ns 0.34 * 0.26 ns 0.12 ns
CDR Net charge 0.80 **** 0.76 **** 0.29 ns 0.55 *** 0.69 **** 0.49 *
VL Net charge 0.78 **** 0.79 **** 0.50 ** 0.46 ** 0.87 **** 0.76 ***
VH Net charge 0.77 **** 0.81 **** 0.32 * 0.59 **** 0.68 **** 0.62 *
Fv Net charge 0.88 **** 0.89 **** 0.42 ** 0.55 *** 0.88 **** 0.86 ****
Fv Cross charge (VH xVL) 0.82 **** 0.75 **** 0.53 ** 0.53 *** 0.86 **** 0.63 *
Fv pI 0.86 **** 0.83 **** 0.48 * 0.56 *** 0.88 **** 0.84 ****
IgG pI 0.85 **** 0.84 **** 0.48 * 0.56 *** 0.89 **** 0.84 ****
Structure Based (Fv) Stability Fv Buried SA
(VH/VL interface); Å2
−0.53 ** −0.50 ** 0.26 ns 0.14 ns −0.32 * −0.18 ns
Fv Interaction energy
(VH/VL interface); Å2
0.59 *** 0.56 ** −0.15 ns −0.07 ns 0.40 ** 0.22 ns
Electrostatic Fv Hydrophilic SA; Å2 0.76 **** 0.73 **** 0.04 ns 0.16 ns 0.60 **** 0.52 *
Fv Positive patch SA; Å2 0.82 **** 0.77 **** 0.37 * 0.38 * 0.82 **** 0.71 **
Fv Negative patch SA; Å2 −0.09 ns 0.01 ns 0.02 ns 0.11 ns −0.16 ns −0.20 ns
CDR Positive patch SA near CDR; Å2 0.84 **** 0.82 **** 0.28 ns 0.40 ** 0.75 **** 0.60 *
CDR Negative patch SA near CDR; Å2 −0.08 ns 0.01 ns 0.24 ns 0.23 ns −0.01 ns −0.02 ns
Fv Dipole moment (Debye) 0.26 ns 0.30 Ns 0.27 ns 0.48 ** 0.22 ns −0.06 ns
CDR Net charge 0.72 **** 0.67 **** −0.12 ns 0.15 ns 0.48 ** 0.48 *
Fv Net charge 0.81 **** 0.79 **** 0.57 **** 0.63 **** 0.88 **** 0.75 ***
Fv pI 0.84 **** 0.81 **** 0.53 *** 0.62 **** 0.89 **** 0.82 ****
Hydrophobic Fv Zeta potential (mV) 0.81 **** 0.79 **** 0.57 **** 0.63 **** 0.88 **** 0.75 ***
Fv Hydrophobic SA; Å2 −0.49 ** −0.48 * −0.11 ns −0.05 ns −0.48 ** −0.65 *
Fv Hydrophobic SA; Å2 −0.35 * −0.37 * −0.20 ns −0.36 * −0.32 * −0.20 ns
CDR Hydrophobic patch SA near CDR; Å2 −0.67 **** −0.65 **** −0.47 ** −0.42 ** −0.77 **** −0.69 **
Fv Hydrophobic moment 0.56 ** 0.51 * −0.27 ns −0.14 ns 0.31 * 0.31 ns
Fv Hydrophobic imbalance 0.51 ** 0.48 * 0.15 ns 0.00 ns 0.57 **** 0.42 *

Spearman’s ρ and p-values are reported, the latter which are indicated as values <0.0001 (****), <0.001 (***), <0.01 (**), 0.01 to 0.05 (*), and >0.05 (ns). Surface area is referred to as SA.