Molecular interactions of nonpeptide agonists and antagonists with the melanocortin-4 receptor

The melanocortin-4 (MC4) receptor is a potential therapeutic target for obesity and cachexia, for which nonpeptide agonists and antagonists are being developed, respectively. The aim of this study was to identify molecular interactions between the MC4 receptor and nonpeptide ligands, and to compare the mechanism of binding between agonist and antagonist ligands. Nonpeptide ligand interaction was affected by mutations that reduce peptide ligand binding (D122A, D126A, S190A, M200A, F261A, and F284A), confirming overlapping binding determinants for peptide and nonpeptide ligands. The common halogenated phenyl group of nonpeptide ligands was a determinant of F261A and F284A mutations' affinity-reducing effect, implying this group interacts with the aromatic side chains of these residues. All affected compounds contain this group, the mutations reduced binding of 2,4-dichloro-substituted compounds more than 4-chloro-substituted-compounds, and F284A mutation eliminated the affinity-enhancing effect of 2-chloro-substitution. F261A and F284A mutations reduced the affinity of antagonists more than agonists, suggesting that the stronger ligand interaction with these residues, the lower the ligand efficacy. Supporting this hypothesis, F261A mutation increased the efficacy of nonpeptide antagonist and partial agonist ligands. D122A and D126A mutations reduced nonpeptide ligand interaction. Removing the ligands' derivatized amide group eliminated the effect of the mutations. Interaction of agonists, which bear a common amine within this group, was strongly reduced by D126A mutation (550-3300-fold), suggesting an electrostatic interaction between the amine and the acidic group of D126. These postulated interactions with aromatic and acidic regions of the MC4 receptor are consistent with a molecular model of the receptor. Furthermore, the strength of interaction with the aromatic pocket, and potentially the acidic pocket, controls the signaling efficacy of the ligand.     

Synthesis and biological investigations of dopaminergic partial agonists preferentially recognizing the D4 receptor subtype

Aminomethyl-substituted biaryls bearing a pyrazole or triazole moiety were synthesized and investigated for dopamine and serotonin receptor binding. The N-arylpyrazoles 3b,f,g and 4 revealed Ki values in the subnanomolar range (0.28-0.70 nM) for the dopamine D4 receptor subtype. Employing both mitogenesis and GTPgammaS assays, ligand efficacy was evaluated indicating partial agonist properties. Interestingly, the tetrahydropyrimidine 4 (FAUC 2020) displayed significant intrinsic selectivity for D2(long) over D2(short).     

Synthesis and evaluation of fluorine-substituted 1H-pyrrolo[2,3-b]pyridine derivatives for dopamine D4 receptor imaging

Seven fluorine-substituted 1H-pyrrolo[2,3-b]pyridine derivatives were synthesized based on a lead ligand, 3-[[4-(4-iodophenyl)piperazin-1-yl]-methyl]-1H-pyrrolo[2,3-b]pyridine (L-750,667) and evaluated as potential dopamine D(4) receptor imaging agents by positron emission tomography (PET). Binding affinities of these ligands for the dopamine D(2), D(3), and D(4) receptor subtypes were measured in vitro. Most ligands showed high and selective binding for the D(4) receptor. Ligand 7 had high affinity for the D(4) receptor, whereas ligands 1, 2, and 6 showed high selectivity for the D(4) receptor. LogP values were calculated for the ligands in this series and ligand 6 had the lowest lipophilicity. (18)F-labeled ligand 7 demonstrated a uniform regional brain distribution and a rapid washout in mice, probably due to nonspecific binding. Based on their in vitro binding properties and calculated logP values, ligand 6 appears to have the most promise for dopamine D(4) receptor imaging.     

Cyclic amidines as benzamide bioisosteres: EPC synthesis and SAR studies leading to the selective dopamine D4 receptor agonist FAUC 312

Investigation of conformationally restricted benzamide bioisosteres led to the chiral phenyltetrahydropyrimidine derivative ent2a (FAUC 312) displaying strong and highly selective dopamine D4 receptor binding (K(i(high))=1.5 nM). Mitogenesis experiments indicated 83% ligand efficacy when compared to the unselective agonist quinpirole. The target compounds of type 2 and 3 were synthesized in enantiopure form starting from asparagine.     

Molecular determinants of ligand binding to the human melanocortin-4 receptor

To elucidate the molecular basis for the interaction of ligands with the human melanocortin-4 receptor (hMC4R), agonist structure-activity studies and receptor point mutagenesis were performed. Structure-activity studies of [Nle(4), D-Phe(7)]-alpha-melanocyte stimulating hormone (NDP-MSH) identified D-Phe7-Arg8-Trp9 as the minimal NDP-MSH fragment that possesses full agonist efficacy at the hMC4R. In an effort to identify receptor residues that might interact with amino acids in this tripeptide sequence 24 hMC4R transmembrane (TM) residues were mutated (the rationale for choosing specific receptor residues for mutation is outlined in the Results section). Mutation of TM3 residues D122 and D126 and TM6 residues F261 and H264 decreased the binding affinity of NDP-MSH 5-fold or greater, thereby identifying these receptor residues as sites potentially involved in the sought after ligand-receptor interactions. By examination of the binding affinities and potencies of substituted NDP-MSH peptides at receptor mutants, evidence was found that core melanocortin peptide residue Arg8 interacts at a molecular level with hMC4R TM3 residue D122. TM3 mutations were also observed to decrease the binding of hMC4R antagonists. Notably, mutation of TM3 residue D126 to alanine decreased the binding affinity of AGRP (87-132), a C-terminal derivative of the endogenous melanocortin antagonist, 8-fold, and simultaneous mutations D122A/D126A completely abolished AGRP (87-132) binding. In addition, mutation of TM3 residue D122 or D126 decreased the binding affinity of hMC4R antagonist SHU 9119. These results provide further insight into the molecular determinants of hMC4R ligand binding.     

Mechanisms of ligand binding and efficacy at the human D2(short) dopamine receptor

Mechanisms of ligand binding and receptor activation for the human D2(short) dopamine receptor have been probed using two homologous series of monohydroxylated and dihydroxylated agonists (phenylethylamines and 2-dipropylaminotetralins). In ligand binding studies, the majority of compounds exhibited competition curves versus [3H]spiperone that were best fitted using a two site binding model. The compounds had different abilities (potencies and maximal effects) to stimulate [35S]GTPgammaS binding and to inhibit forskolin-stimulated cAMP accumulation. From the data it can be concluded that: (i) the ability of an agonist to stabilize receptor/G protein coupling can be used to predict agonist efficacy for some groups of compounds (2-dipropylaminotetralins) but not for others (phenylethylamines); (ii) the receptor may be activated by unhydroxylated compounds; (iii) single hydroxyl groups or pairs of hydroxyl groups on the agonist may contribute to binding affinity, potency and efficacy; and (iv) for the 2-dipropylaminotetralin series two modes of agonist/receptor interaction have been identified associated with different relative efficacy.     

Targeting extracellular domains d4 and d7 of vascular endothelial growth factor receptor 2 reveals allosteric receptor regulatory sites

Vascular endothelial growth factors (VEGFs) activate three receptor tyrosine kinases, VEGFR-1, -2, and -3, which regulate angiogenic and lymphangiogenic signaling. VEGFR-2 is the most prominent receptor in angiogenic signaling by VEGF ligands. The extracellular part of VEGF receptors consists of seven immunoglobulin homology domains (Ig domains). Earlier studies showed that domains 2 and 3 (D23) mediate ligand binding, while structural analysis of dimeric ligand/receptor complexes by electron microscopy and small-angle solution scattering revealed additional homotypic contacts in membrane-proximal Ig domains D4 and D7. Here we show that D4 and D7 are indispensable for receptor signaling. To confirm the essential role of these domains in signaling, we isolated VEGFR-2-inhibitory "designed ankyrin repeat proteins" (DARPins) that interact with D23, D4, or D7. DARPins that interact with D23 inhibited ligand binding, receptor dimerization, and receptor kinase activation, while DARPins specific for D4 or D7 did not prevent ligand binding or receptor dimerization but effectively blocked receptor signaling and functional output. These data show that D4 and D7 allosterically regulate VEGFR-2 activity. We propose that these extracellular-domain-specific DARPins represent a novel generation of receptor-inhibitory drugs for in vivo applications such as targeting of VEGFRs in medical diagnostics and for treating vascular pathologies.     

Exploring the GluR2 ligand-binding core in complex with the bicyclical AMPA analogue (S)-4-AHCP

The X-ray structure of the ionotropic GluR2 ligand-binding core (GluR2-S1S2J) in complex with the bicyclical AMPA analogue (S)-2-amino-3-(3-hydroxy-7,8-dihydro-6H-cyclohepta[d]-4-isoxazolyl)propionic acid [(S)-4-AHCP] has been determined, as well as the binding pharmacology of this construct and of the full-length GluR2 receptor. (S)-4-AHCP binds with a glutamate-like binding mode and the ligand adopts two different conformations. The K(i) of (S)-4-AHCP at GluR2-S1S2J was determined to be 185 +/- 29 nM and at full-length GluR2(R)o it was 175 +/- 8 nM. (S)-4-AHCP appears to elicit partial agonism at GluR2 by inducing an intermediate degree of domain closure (17 degrees). Also, functionally (S)-4-AHCP has an efficacy of 0.38 at GluR2(Q)i, relative to (S)-glutamate. The proximity of bound (S)-4-AHCP to domain D2 prevents full D1-D2 domain closure, which is limited by steric repulsion, especially between Leu704 and the ligand.     

Enthalpy/entropy compensation: influence of DNA flanking sequence on the binding of 7-amino actinomycin D to its primary binding site in short DNA duplexes

The effect of the context of the flanking sequence on ligand binding to DNA oligonucleotides that contain consensus binding sites was investigated for the binding of the intercalator 7-amino actinomycin D. Seven self-complementary DNA oligomers each containing a centrally located primary binding site, 5'-A-G-C-T-3', flanked on either side by the sequences (AT)(n) or (AA)(n) (with n = 2, 3, 4) and AA(AT)(2), were studied. For different flanking sequences, (AA)(n)-series or (AT)(n)-series, differential fluorescence enhancements of the ligand due to binding were observed. Thermodynamic studies indicated that the flanking sequences not only affected DNA stability and secondary structure but also modulated ligand binding to the primary binding site. The magnitude of the ligand binding affinity to the primary site was inversely related to the sequence dependent stability. The enthalpy of ligand binding was directly measured by isothermal titration calorimetry, and this made it possible to parse the binding free energy into its energetic and entropic terms. Our results reveal a pronounced enthalpy-entropy compensation for 7-amino actinomycin D binding to this family of oligonucleotides and suggest that the DNA sequences flanking the primary binding site can strongly influence ligand recognition of specific sites on target DNA molecules.     

Conversion of human interleukin-4 into a high affinity antagonist by a single amino acid replacement.

Interleukin-4 (IL-4) represents a prototypic lymphokine (for a recent review see Paul, 1991). It promotes differentiation of B-cells and the proliferation of T- and B-cell, and other cell types of the lymphoid system. An antagonist of human IL-4 was discovered during the studies presented here after Tyr124 of the recombinant protein had been substituted by an aspartic acid residue. This IL-4 variant, Y124D, bound with high affinity to the IL-4 receptor (KD = 310 pM), but retained no detectable proliferative activity for T-cells and inhibited IL-4-dependent T-cell proliferation competitively (K(i) = 620 pM). The loss of efficacy in variant Y124D was estimated to be greater than 100-fold on the basis of a weak partial agonist activity for the very sensitive induction of CD23 positive B-cells. The substitution of Tyr124 by either phenylalanine, histidine, asparagine, lysine or glycine resulted in partial agonist variants with unaltered receptor binding affinity and relatively small deficiencies in efficacy. These results demonstrate that high affinity binding and signal generation can be uncoupled efficiently in a ligand of a receptor belonging to the recently identified hematopoietin receptor family. In addition we show for the first time, that a powerful antagonist acting on the IL-4 receptor system can be derived from the IL-4 protein.     

Characterisation of receptors for 1,25-dihydroxyvitamin D3 in the human testis

Specific high affinity receptors for 1,25-dihydroxyvitamin D3 have been demonstrated in the human testes. The mean binding affinity (Kd +/- SD) of the receptor for 1,25-dihydroxyvitamin D3 was 1.75 +/- 0.32 x 10(-10) M but the binding capacity was low (mean Nmax +/- SD = 0.53 +/- 0.18 fmol/mg protein). Binding was time- and temperature-dependent, with a maximum binding achieved after 1 h at 25 degrees C. Although binding also took place at 4 and 37 degrees C, higher and more rapid binding was found at 25 degrees C. Furthermore, the binding between the ligand and the receptor was specific since only unlabelled 1,25-dihydroxyvitamin D3 competed with the labelled ligand. Binding of 1,25-dihydroxyvitamin D3 was abolished by trypsin and heat. Sucrose density gradient centrifugation revealed a sedimentation coefficient of 3.6S.     

Distinct molecular mechanisms account for the specificity of two different T-cell receptors

Analysis of the thermodynamics of the interactions between the D3 T-cell receptor (TCR) and its natural ligand, an HIV peptide bound to a HLA-A0201 (HLA-A2) major histocompatibility complex (MHC) protein, shows both similarities and striking differences when compared with the 2B4 TCR binding to its peptide-MHC ligand. The equilibrium thermodynamic parameters of both reactions are consistent with a conformational adjustment at the binding interface during the formation of specific TCR-peptide-MHC complexes. However, osmolytic reagents that dehydrate protein surfaces have profoundly different effects on the strength of the two reactions, indicating that water molecules make very different contributions-enhancing the binding of D3 TCR but weakening the binding of 2B4 TCR. The use of these different mechanisms by TCRs to recognize ligands might be an important means augmenting their inherent cross-reactivity.     

Recombinant kringle IV-10 modules of human apolipoprotein(a): structure, ligand binding modes, and biological relevance

The kringle modules of apolipoprotein(a) [apo(a)] of lipoprotein(a) [Lp(a)] are highly homologous with kringle 4 of plasminogen (75-94%) and like the latter are autonomous structural and functional units. Apo(a) contains 14-37 kringle 4 (KIV) repeats distributed into 10 classes (1-10). Lp(a) binds lysine-Sepharose via a lysine binding site (LBS) located in KIV-10 (88% homology with plasminogen K4). However, the W72R substitution that occurs in rhesus monkeys and occasionally in humans leads to impaired lysine binding capacity of KIV-10 and Lp(a). The foregoing has been investigated by determining the structures of KIV-10/M66 (M66 variant) in its unliganded and ligand [epsilon-aminocaproic acid (EACA)] bound modes and the structure of recombinant KIV-10/M66R72 (the W72R mutant). In addition, the EACA liganded structure of a sequence polymorph (M66T in about 42-50% of the human population) was reexamined (KIV-10/T66/EACA). The KIV-10/M66, KIV-10/M66/EACA, and KIV-10/T66/EACA molecular structures are highly isostructural, indicating that the LBS of the kringles is preformed anticipating ligand binding. A displacement of three water molecules from the EACA binding groove and a movement of R35 bringing the guanidinium group close to the carboxylate of EACA to assist R71 in stabilizing the anionic group of the ligand are the only changes accompanying ligand binding. Both EACA structures were in the embedded binding mode utilizing all three binding centers (anionic, hydrophobic, cationic) like plasminogen kringles 1 and 4. The KIV-10/T66/EACA structure determined in this work differs from one previously reported [Mikol, V., Lo Grasso, P. V. and, Boettcher, B. R. (1996) J. Mol. Biol. 256, 751-761], which crystallized in a different crystal system and displayed an unbound binding mode, where only the amino group of EACA interacted with the anionic center of the LBS. The remainder of the ligand extended into solvent perpendicular to the kringle surface, leaving the hydrophobic pocket and the cationic center of the LBS unoccupied. The structure of recombinant KIV-10/M66R72 shows that R72 extends along the ligand binding groove parallel to the expected position of EACA toward the anionic center (D55/D57) and makes a salt bridge with D57. Thus, the R72 side chain mimics ligand binding, and loss of binding ability is the result of steric blockage of the LBS by R72 physically occupying part of the site. The rhesus monkey lysine binding impairment is compared with that of chimpanzee where KIV-10 has been shown to have a D57N mutation instead.     

Mechanisms of ligand binding by monoclonal anti-fluorescyl antibodies

Binding of fluorescyl ligand by five IgG anti-fluorescyl hybridoma proteins (4-4-20, 6-10-6, 20-4-4, 20-19-=1, 20-20-3) was examined. Relative reduction in fluorescence of bound fluorescein, deuterium oxide (D2O)-induced enhancement of fluorescence, and the effects of pH on binding kinetics were measured for each clone. Individual hybridoma proteins (all of which bind fluorescein with relatively high affinity) exhibited significant differences in the relative contribution of various forces (hydrophobicity, hydrogen bonding, ionic interactions) to binding and hence, affinity. The extent of such variations in binding mechanisms among monoclonal antibodies binding the same hapten is indicative of the extreme functional diversity of active sites. In addition, ligand binding by clone 20-20-3 was examined in greater detail. ABsorption spectra of ligand bound by purified intact antibody, Fab fragments, and reassociated heavy and light chains indicated that protonation of the fluorescyl ligand by a residue within the active site contributed significantly to the binding free energy. Comparative dissociation rates of fluorescein and a structural analog, rhodamine 110, were used to quantitatively substantiate the contribution of this interaction. Association and dissociation rate studies with fluorescein and antibody indicated that: 1) the active site appeared to undergo a conformational change upon ligand binding, and 2) neither intact disulfides nor intersite cooperativity affected the dissociation rate of bound ligand. Observed mechanisms of ligand binding are discussed in terms of proposed mechanisms of antibody affinity maturation and diversity.     

Interaction of a non-peptide agonist with angiotensin II AT1 receptor mutants

To identify residues of the rat AT1A angiotensin II receptor involved with signal transduction and binding of the non-peptide agonist L-162,313 (5,7-dimethyl-2-ethyl-3-[[4-[2(n-butyloxycarbonylsulfonamido)-5-isobutyl-3-thienyl]phenyl]methyl]imidazol[4,5,6]-pyridine) we have performed ligand binding and inositol phosphate turnover assays in COS-7 cells transiently transfected with the wild-type and mutant forms of the receptor. Mutant receptors bore modifications in the extracellular region: T88H, Y92H, G1961, G196W, and D278E. Compound L-162,313 displaced [125I]-Sar1,Leu8-AngII from the mutants G196I and G196W with IC50 values similar to that of the wild-type. The affinity was, however, slightly affected by the D278E mutation and more significantly by the T88H and Y92H mutations. In inositol phosphate turnover assays, the ability of L-162,313 to trigger the activation cascade was compared with that of angiotensin II. These assays showed that the G196W mutant reached a relative maximum activation exceeding that of the wild-type receptor; the efficacy was slightly reduced in the G1961 mutant and further reduced in the T88H, Y92H, and D278E mutants. Our data suggest that residues of the extracellular domain of the AT1 receptor are involved in the binding of the non-peptide ligand, or in a general receptor activation phenomenon that involves conformational modifications for a preferential binding of agonists or antagonists.     

Evidence for the Importance of a Carboxyl Group in the Binding of Ligands to the D2 Dopamine Receptor

A series of group specific modifying reagents were tested for their effects on [3H]spiperone binding to brain D2 dopamine receptors to identify amino acid residues at the binding site of the D2 dopamine receptor that are critical for ligand binding. The dependence of ligand binding to the receptor on the pH of the incubation medium was also examined. N-Acetylimidazole, 5,5'-dithiobis(2-nitrobenzoic acid), 1,2-cyclohexanedione, and acetic anhydride had no specific effect on [3H]spiperone binding, indicating the lack of participation of tyrosine, free sulphydryl, arginine, or primary amino groups in ligand binding to the receptor. N,N'-Dicyclohexylcarbodiimide (DCCD) potently reduced the number of [3H]spiperone binding sites, indicating that a carboxyl group is involved in ligand binding to the receptor. The effects of DCCD could be prevented by prior incubation of the receptor with D2 dopamine receptor selective compounds. The pH-binding profile for [3H]spiperone binding indicated the importance of an ionising group of pKa 5.2 for ligand binding which may be the same carboxyl group. Diethyl pyrocarbonate, the histidine modifying reagent, also inhibited [3H]spiperone binding, reducing the affinity of the receptor for this ligand but the effects were not at the ligand binding site. From the effects of pH changes on ligand binding some evidence was obtained for a second ionising group (pKa 7.0) that specifically affects the binding of substituted benzamide drugs to the receptor. It is concluded that the D2 dopamine receptor binding site contains separate but over-lapping binding regions for antagonists such as spiperone and substituted benzamide drugs. The former region contains an important carboxyl group; the latter region contains another group that may be a second carboxyl group or a histidine.     

The fourth transmembrane segment forms the interface of the dopamine D2 receptor homodimer

Considerable evidence suggests that G-protein-coupled receptors form homomeric and heteromeric dimers in vivo. Unraveling the structural mechanism for cross-talk between receptors in a dimeric complex must start with the identification of the presently unknown dimer interface. Here, by using cysteine cross-linking, we identify the fourth transmembrane segment (TM4) as a symmetrical dimer interface in the dopamine D2 receptor. Cross-linking is unaffected by ligand binding, and ligand binding and receptor activation are unaffected by cross-linking, suggesting that the receptor is a constitutive dimer. The accessibility of adjacent residues in TM4, however, is affected by ligand binding, implying that the interface has functional significance.     

Mutagenesis studies of the β I domain metal ion binding sites on integrin αVβ3 ligand binding affinity

Three divalent cation binding sites in the integrin β I domain have been shown to regulate ligand binding and adhesion. However, the degree of ligand binding and adhesion varies among integrins. The αLβ2 and α4β7 integrins show an increase in ligand binding affinity and adhesion when one of their ADMIDAS (adjacent to MIDAS, or the metal ion-dependent adhesion site) residues is mutated. By contrast, the α2β1, α5β1, and αIIbβ3 integrins show a decrease in binding affinity and adhesion when their ADMIDAS is mutated. Our study here indicated that integrin αVβ3 had lower affinity when the ADMIDAS was mutated. By comparing the primary sequences of these integrin subunits, we propose that one residue associated with the MIDAS (β3 Ala(252)) may account for these differences. In the β1 integrin subunit, the corresponding residue is also Ala, whereas in both β2 and β7 integrin subunits, it is Asp. We mutated the β3 residue Ala(252) to Asp and combined this mutant with mutations of one or two ADMIDAS residues. The mutant A252D showed reduced ligand binding affinity and adhesion. The ligand binding affinity and adhesion were increased when this A252D mutant was paired with mutations of one ADMIDAS residue. But when paired with mutations of two ADMIDAS residues the mutant nearly abolished ligand-binding ability, which was restored by the activating glycosylation mutation. Our study suggests that the variation of this residue contributes to the different ligand binding affinities and adhesion abilities among different integrin families.     

Dual functionality of the anti-beta1 integrin antibody, 12G10, exemplifies agonistic signalling from the ligand binding pocket of integrin adhesion receptors

Although integrins are known to mediate connections between extracellular adhesion molecules and the intracellular actin cytoskeleton, the mechanisms that are responsible for coupling ligand binding to intracellular signaling, for generating diversity in signaling, and for determining the efficacy of integrin signaling in response to ligand engagement are largely unknown. By characterizing the class of anti-integrin monoclonal antibodies (mAbs) that stimulate integrin activation and ligand binding, we have identified integrin-ligand-mAb complexes that exhibit differential signaling properties. Specifically, addition of 12G10 mAb to cells adhering via integrin alpha4beta1 was found to trigger disruption of the actin cytoskeleton and prevent cell attachment and spreading, whereas mAb addition to cells adhering via alpha5beta1 stimulated all of these processes. In contrast, soluble ligand binding to either alpha4beta1 or alpha5beta1 was augmented or unaffected by 12G10. The regions of the integrin responsible for differential signaling were then mapped using chimeras. Surprisingly, a chimeric alpha5 integrin containing the beta-propeller domain from the ligand binding pocket of alpha4 exhibited the same signaling properties as the full-length alpha4 integrin, whereas exchanging or removing cytoplasmic domains had no effect. Thus the mAb 12G10 demonstrates dual functionality, inhibiting cell adhesion and spreading while augmenting soluble ligand binding, via a mechanism that is determined by the extracellular beta-propeller domain of the associating alpha-subunit. These findings therefore demonstrate a direct and variable agonistic link between the ligand binding pocket of integrins and the cell interior that is independent of the alpha cytoplasmic domains. We propose that either ligand-specific transmembrane conformational changes or ligand-specific differences in the kinetics of transmembrane domain separation underlie integrin agonism.     

An application of CIFAP for predicting the binding affinity of Chk1 inhibitors derived from 2‐aminothiazole‐4‐carboxamide

Investigation of protein‐ligand interactions obtained from experiments has a crucial part in the design of newly discovered and effective drugs. Analyzing the data extracted from known interactions could help scientists to predict the binding affinities of promising ligands before conducting experiments. The objective of this study is to advance the CIFAP (compressed images for affinity prediction) method, which is relevant to a protein‐ligand model, identifying 2D electrostatic potential images by separating the binding site of protein‐ligand complexes and using the images for predicting the computational affinity information represented by pIC₅₀ values. The CIFAP method has 2 phases, namely, data modeling and prediction. In data modeling phase, the separated 3D structure of the binding pocket with the ligand inside is fitted into an electrostatic potential grid box, which is then compressed through 3 orthogonal directions into three 2D images for each protein‐ligand complex. Sequential floating forward selection technique is performed for acquiring prediction patterns from the images. In the prediction phase, support vector regression (SVR) and partial least squares regression are used for testing the quality of the CIFAP method for predicting the binding affinity of 45 CHK1 inhibitors derived from 2‐aminothiazole‐4‐carboxamide. The results show that the CIFAP method using both support vector regression and partial least squares regression is very effective for predicting the binding affinities of CHK1‐ligand complexes with low‐error values and high correlation. As a future work, the results could be improved by working on the pose of the ligands inside the grid.