Scheme 1.
Schematic diagram for the workflow of the current study.
Scheme 1.
Schematic diagram for the workflow of the current study.
Figure 1.
3D plots of different responses for the prepared trehalosome formulations: (a–c) particle size, (d–f) surface charge, (g–i) entrapment efficiency, and (j–l) dissolution percentage after 3 h. Color code: The color scale started from blue as a low value and increased gradually through green till reached red color for high value.
Figure 1.
3D plots of different responses for the prepared trehalosome formulations: (a–c) particle size, (d–f) surface charge, (g–i) entrapment efficiency, and (j–l) dissolution percentage after 3 h. Color code: The color scale started from blue as a low value and increased gradually through green till reached red color for high value.
Figure 2.
(a) Desirability plot obtained and (b) design space.
Figure 2.
(a) Desirability plot obtained and (b) design space.
Figure 3.
(a) TEM micrograph of the optimized trehalosome formulation using Joel JEM 1230, Tokyo, Japan, (b) DSC thermogram of the optimum formula and each component using DSC50, Shimadzu, Japan, and (c) FTIR spectrum of the optimum formula and each component using FTIR −8400, Shimadzu, Japan.
Figure 3.
(a) TEM micrograph of the optimized trehalosome formulation using Joel JEM 1230, Tokyo, Japan, (b) DSC thermogram of the optimum formula and each component using DSC50, Shimadzu, Japan, and (c) FTIR spectrum of the optimum formula and each component using FTIR −8400, Shimadzu, Japan.
Figure 4.
Cytotoxicity cell study: (a) cell viability percentage was determined using BMG LABTECH®-FLUOstar Omega microplate reader and (b) IC50 of blank formula, free propranolol, loaded formula and cisplatin (n = 3, **** p < 0.0001).
Figure 4.
Cytotoxicity cell study: (a) cell viability percentage was determined using BMG LABTECH®-FLUOstar Omega microplate reader and (b) IC50 of blank formula, free propranolol, loaded formula and cisplatin (n = 3, **** p < 0.0001).
Figure 5.
Apoptotic/necrotic assay by flow cytometry (ACEA Biosciences Inc., San Diego, CA, USA) for human melanoma cell line incubated with (a) untreated cells, (b) free propranolol, (c) propranolol-loaded trehalosomes, and (d) percentage of cells death of early apoptosis, late apoptosis, and necrosis.
Figure 5.
Apoptotic/necrotic assay by flow cytometry (ACEA Biosciences Inc., San Diego, CA, USA) for human melanoma cell line incubated with (a) untreated cells, (b) free propranolol, (c) propranolol-loaded trehalosomes, and (d) percentage of cells death of early apoptosis, late apoptosis, and necrosis.
Figure 6.
Cell cycle analyzed by flow cytometry (ACEA Biosciences Inc., San Diego, CA, USA) for human melanoma cell line incubated with (a) untreated cells, (b) free propranolol, (c) propranolol-loaded trehalosomes (Color code: Green represent G1 phase population, Yellow represent S phase population, and Blue represent G2 phase population), and (d) percentage of cells cycle analysis.
Figure 6.
Cell cycle analyzed by flow cytometry (ACEA Biosciences Inc., San Diego, CA, USA) for human melanoma cell line incubated with (a) untreated cells, (b) free propranolol, (c) propranolol-loaded trehalosomes (Color code: Green represent G1 phase population, Yellow represent S phase population, and Blue represent G2 phase population), and (d) percentage of cells cycle analysis.
Figure 7.
(a) Overview of insertion of propranolol into corticotrophin-releasing hormone receptor (CRH-R1), (b) 3D modeling of propranolol interaction with corticotrophin-releasing hormone receptor (CRH-R1), and (c) 2D diagrams of the interactions of propranolol and corticotrophin-releasing hormone receptor (CRH-R1).
Figure 7.
(a) Overview of insertion of propranolol into corticotrophin-releasing hormone receptor (CRH-R1), (b) 3D modeling of propranolol interaction with corticotrophin-releasing hormone receptor (CRH-R1), and (c) 2D diagrams of the interactions of propranolol and corticotrophin-releasing hormone receptor (CRH-R1).
Figure 8.
(a) Overview of insertion of propranolol into frizzled receptor, (b) 3D modeling of propranolol interaction with frizzled receptor, and (c) 2D diagrams of the interactions of propranolol and frizzled receptor.
Figure 8.
(a) Overview of insertion of propranolol into frizzled receptor, (b) 3D modeling of propranolol interaction with frizzled receptor, and (c) 2D diagrams of the interactions of propranolol and frizzled receptor.
Figure 9.
(a) Overview of insertion of propranolol into melanocortin receptor, (b) 3D modeling of propranolol interaction with melanocortin receptor, and (c) 2D diagrams of the interactions of propranolol and melanocortin receptor.
Figure 9.
(a) Overview of insertion of propranolol into melanocortin receptor, (b) 3D modeling of propranolol interaction with melanocortin receptor, and (c) 2D diagrams of the interactions of propranolol and melanocortin receptor.
Figure 10.
(a) Overview of insertion of propranolol into melatonin receptor, (b) 3D modeling of propranolol interaction with melatonin receptor, and (c) 2D diagrams of the interactions of propranolol and melatonin receptor.
Figure 10.
(a) Overview of insertion of propranolol into melatonin receptor, (b) 3D modeling of propranolol interaction with melatonin receptor, and (c) 2D diagrams of the interactions of propranolol and melatonin receptor.
Figure 11.
(a) Overview of insertion of propranolol into metabotropic glutamate receptor, (b) 3D modeling of propranolol interaction with metabotropic glutamate receptor, and (c) 2D diagrams of the interactions of propranolol and metabotropic glutamate receptor.
Figure 11.
(a) Overview of insertion of propranolol into metabotropic glutamate receptor, (b) 3D modeling of propranolol interaction with metabotropic glutamate receptor, and (c) 2D diagrams of the interactions of propranolol and metabotropic glutamate receptor.
Figure 12.
(a) Overview of insertion of propranolol into growth factors, (b) 3D modeling of propranolol interaction with growth factors, and (c) 2D diagrams of the interactions of propranolol and growth factors.
Figure 12.
(a) Overview of insertion of propranolol into growth factors, (b) 3D modeling of propranolol interaction with growth factors, and (c) 2D diagrams of the interactions of propranolol and growth factors.
Figure 13.
(a) Overview of insertion of propranolol into endothelin (EDN) receptors, (b) 3D modeling of propranolol interaction with endothelin (EDN) receptors, and (c) 2D diagrams of the interactions of propranolol and endothelin (EDN) receptors.
Figure 13.
(a) Overview of insertion of propranolol into endothelin (EDN) receptors, (b) 3D modeling of propranolol interaction with endothelin (EDN) receptors, and (c) 2D diagrams of the interactions of propranolol and endothelin (EDN) receptors.
Figure 14.
(a) Overview of insertion of propranolol into death receptors, (b) 3D modeling of propranolol interaction with death receptors, and (c) 2D diagrams of the interactions of propranolol and death receptors.
Figure 14.
(a) Overview of insertion of propranolol into death receptors, (b) 3D modeling of propranolol interaction with death receptors, and (c) 2D diagrams of the interactions of propranolol and death receptors.
Figure 15.
(a) Overview of insertion of propranolol into vascular endothelial growth factors, (b) 3D modeling of propranolol interaction with vascular endothelial growth factors, and (c) 2D diagrams of the interactions of propranolol and vascular endothelial growth factors.
Figure 15.
(a) Overview of insertion of propranolol into vascular endothelial growth factors, (b) 3D modeling of propranolol interaction with vascular endothelial growth factors, and (c) 2D diagrams of the interactions of propranolol and vascular endothelial growth factors.
Figure 16.
(a) Overview of insertion of propranolol into vitamin D3 receptors, (b) 3D modeling of propranolol interaction with vitamin D3 receptors, and (c) 2D diagrams of the interactions of propranolol and vitamin D3 receptors.
Figure 16.
(a) Overview of insertion of propranolol into vitamin D3 receptors, (b) 3D modeling of propranolol interaction with vitamin D3 receptors, and (c) 2D diagrams of the interactions of propranolol and vitamin D3 receptors.
Table 1.
Composition of the prepared PPL-loaded trehalosomes.
Table 1.
Composition of the prepared PPL-loaded trehalosomes.
Code | Drug (mg) | Trehalose (mg) | Lecithin (mg) | Tween 80 (mg) |
---|
F1 | 100 | 100 | 200 | 200 |
F2 | 100 | 200 | 100 | 200 |
F3 | 100 | 200 | 200 | 100 |
F4 | 100 | 100 | 100 | 200 |
F5 | 100 | 100 | 200 | 100 |
F6 | 100 | 200 | 100 | 100 |
F7 | 100 | 100 | 100 | 100 |
F8 | 100 | 200 | 200 | 200 |
Table 2.
Factors of 23 factorial design for PPL-loaded trehalosome formulations with model statistics and optimization.
Table 2.
Factors of 23 factorial design for PPL-loaded trehalosome formulations with model statistics and optimization.
Factors | Levels | Optimized Formula |
---|
Low | High |
---|
X1: Trehalose (mg) | 100 | 200 | 175 |
X2: Lecithin (mg) | 100 | 200 | 164 |
X3: Tween 80 (mg) | 100 | 200 | 200 |
Table 3.
Responses of 23 factorial design for PPL-loaded trehalosome formulations with model statistics.
Table 3.
Responses of 23 factorial design for PPL-loaded trehalosome formulations with model statistics.
Responses | Desirability Constraints | R2 | Adjusted R2 | Predicted R2 | Adequate Precision | Significant Factors |
---|
Y1: Size (nm) | Minimize | 0.999 | 0.999 | 0.998 | 126.99 | X1, X2, X3 X1X2, X1X3, X2X3 |
Y2: Charge (mV) | Maximize | 0.604 | 0.430 | 0.109 | 5.00 | X1X3, X2X3 |
Y3: EE (%) | Maximize | 0.871 | 0.814 | 0.709 | 13.58 | X1, X2 X1X3, X2X3 |
Y4: Dissolution 3 h (%) | Maximize | 0.993 | 0.990 | 0.984 | 44.43 | X1, X2, X3 X1X2, X1X3, X2X3 |
Table 4.
A coefficient table for the responses of the different PTH formulations.
Table 4.
A coefficient table for the responses of the different PTH formulations.
| Intercept | X1 | X2 | X3 | X1 × X2 | X1 × X3 | X2 × X3 | X1 × X2 × X3 |
---|
PS | 14.286 | 1.0563 | 2.15245 | −1.95776 | 0.203671 | 0.545638 | 1.7552 | 1.55436 |
p-values | | <0.0001 | <0.0001 | <0.0001 | <0.0001 | <0.0001 | <0.0001 | <0.0001 |
ZP | −9.52713 | −0.092875 | −0.412875 | −0.052125 | 0.537875 | 0.747125 | −0.657875 | −0.492125 |
p-values * | | 0.7298 | 0.1378 | 0.8461 | 0.0587 | 0.0121 | 0.0242 | 0.0810 |
EE | 71.875 | 2.625 | 4.625 | −0.875 | 0.875 | −2.125 | −3.625 | −1.375 |
p-values * | | 0.0013 | <0.0001 | 0.2146 | 0.2146 | 0.0063 | <0.0001 | 0.0593 |
Q3 | 45.115 | 5.18 | −6.375 | −3.6275 | 19.245 | 14.2925 | 20.9025 | 5.1675 |
p-values * | | <0.0001 | <0.0001 | <0.0001 | <0.0001 | <0.0001 | <0.0001 | <0.0001 |
Table 5.
Optimization of 23 factorial design for PPL-loaded trehalosome formulations.
Table 5.
Optimization of 23 factorial design for PPL-loaded trehalosome formulations.
Responses | Observed Values | Predicted Values | Bias % |
---|
Y1: Size (nm) | 245 | 208.6 | 14.80% |
Y2: Charge (mV) | −9 | −9.5 | 5.50% |
Y3: EE (%) | 68 | 71.4 | 5% |
Y4: Dissolution 3 h (%) | 62 | 58.6 | 5.40% |
Table 6.
Gibbs free energy shows the interaction between propranolol and different melanocyte receptors.
Table 6.
Gibbs free energy shows the interaction between propranolol and different melanocyte receptors.
Propranolol |
---|
Enzyme | Gibbs Free Energy |
---|
Endothelin | −6.8 |
Frizzled | −6.8 |
Fas Death | −7 |
Melanocortin | −7 |
Metabotropic Glutamate | −7.1 |
Melatonin | −7.9 |
Ckit | −8.3 |
VEGFR 1 | −8.4 |
CRH-R1 | −8.5 |
Vitamin D Receptor | −8.6 |
Table 7.
A summary of types of interactions detected between propranolol and corticotrophin-releasing hormone receptor (CRH-R1).
Table 7.
A summary of types of interactions detected between propranolol and corticotrophin-releasing hormone receptor (CRH-R1).
Amino Acid | Bond or Interaction | Distance (A°) |
---|
PHF (B: 203) | Pi-Pi Stacking | 4.89 |
MET (B: 206) | Hydrophobic (alkyl–sulfur) | 4.37, 4.40 |
LEU (B: 280) | Hydrophobic (alkyl–alkyl) | 5.48 |
ASN (B: 283) | Hydrogen Bonding | 2.19, 2.23 |
PHE (B: 284) | Hydrogen Bonding | 3.09 |
LEU (B:320) | Hydrophobic (alkyl–alkyl) | 4.61 |
Table 8.
A summary of types of interactions detected between propranolol and frizzled receptor.
Table 8.
A summary of types of interactions detected between propranolol and frizzled receptor.
Amino Acid | Bond or Interaction | Distance (A°) |
---|
GLU (B:112) | Hydrophobic (alkyl–anion) | 4.96 |
LYS (B: 115) | Hydrophobic (alkyl–alkyl) | 5.12 |
ALA (B:116) | Hydrophobic (alkyl–alkyl) | 5.17 |
CYS (B:135) | Hydrophobic (alkyl–sulfur) | 5.38 |
ASN (C: 58) | Hydrogen Bonding | 3.51 |
ASP (C: 60) | Hydrophobic (alkyl–anion) | 4.06 |
GLU (C: 64) | Hydrogen Bonding | 3.77 |
ARG (D: 108) | Hydrophobic (alkyl–cation) | 3.56, 3.96 |
ASN (D: 143) | Hydrogen Bonding | 2.20 |
Table 9.
A summary of types of interactions detected between propranolol and melanocortin receptor.
Table 9.
A summary of types of interactions detected between propranolol and melanocortin receptor.
Amino Acid | Bond or Interaction | Distance (A°) |
---|
ARG (A: 218) | Hydrogen Bonding | 2.36 |
ARG (A: 266) | Hydrophobic (alkyl–alkyl) | 2.74 |
ASP (B: 228) | Hydrophobic (alkyl–anion) | 2.58 |
ASP (B: 290) | Hydrophobic (alkyl–anion) | 4.88 |
ALA (N: 101) | Hydrophobic (alkyl–alkyl) | 4.00, 4.74 |
THR (N: 104) | Hydrogen Bonding | 3.00 |
ASP (N: 106) | Hydrophobic (alkyl–anion) | 4.79 |
Table 10.
A summary of types of interactions detected between propranolol and melatonin receptor.
Table 10.
A summary of types of interactions detected between propranolol and melatonin receptor.
Amino Acid | Bond or Interaction | Distance (A°) |
---|
MET (A: 107) | Hydrophobic (alkyl–sulfur) | 4.93 |
VAL (A: 111) | Pi-Sigma | 2.47 |
Hydrophobic (alkyl–alkyl) | 4.07 |
GLN (A: 181) | Donor–Donor | 2.53 |
ASN (A: 255) | Hydrogen Bonding | 2.46 |
Donor–Donor | 1.36 |
Table 11.
A summary of types of interactions detected between propranolol and metabotropic glutamate receptor.
Table 11.
A summary of types of interactions detected between propranolol and metabotropic glutamate receptor.
Amino Acid | Bond or Interaction | Distance (A°) |
---|
THR (B: 190) | Hydrogen Bonding | 1.98 |
ALA (B: 326) | Hydrophobic (alkyl–alkyl) | 4.55 |
HIS (B: 328) | Pi-Pi Stacking | 4.97, 5.62 |
MET (B: 391) | Hydrophobic (alkyl–sulfur) | 4.04 |
MET (B: 463) | Hydrogen Bonding | 2.59 |
ARG (B: 465) | Hydrophobic (alkyl–alkyl) | 4.88 |
Table 12.
A summary of types of interactions detected between propranolol and growth factors.
Table 12.
A summary of types of interactions detected between propranolol and growth factors.
Amino Acid | Bond or Interaction | Distance (A°) |
---|
LEU (A: 644) | Hydrophobic (alkyl–alkyl) | 4.12, 5.31 |
ILE (A: 653) | Hydrophobic (alkyl–alkyl) | 5.21 |
LEU (A: 783) | Hydrophobic (alkyl–alkyl) | 5.37 |
CYS (A: 809) | Hydrogen Bonding | 2.88 |
ASP (A: 810) | Hydrogen Bonding | 2.03, 2.33, 2.45 |
Table 13.
A summary of types of interactions detected between propranolol and endothelin (EDN) receptors.
Table 13.
A summary of types of interactions detected between propranolol and endothelin (EDN) receptors.
Amino Acid | Bond or Interaction | Distance (A°) |
---|
ASP (A: 147) | Hydrophobic (alkyl–cation) | 4.27 |
HIS (A: 150) | Positive–Positive | 4.53 |
GLN (A: 181) | Hydrogen Bonding | 2.77 |
VAL (A: 185) | Hydrophobic (alkyl–alkyl) | 4.83 |
LEU (A: 277) | Hydrophobic (alkyl–alkyl) | 5.31 |
TRP (A: 336) | Pi-Pi Stacking | 4.83 |
ALA (A: 375) | Hydrophobic (alkyl–alkyl) | 5.15 |
Table 14.
A summary of types of interactions detected between propranolol and death receptors receptors.
Table 14.
A summary of types of interactions detected between propranolol and death receptors receptors.
Amino Acid | Bond or Interaction | Distance (A°) |
---|
LYS (E: 299) | Hydrophobic (alkyl–alkyl) | 4.57 |
LEU (E: 303) | Hydrophobic (alkyl–alkyl) | 4.98, 5.42 |
GLU (E: 337) | Hydrophobic (alkyl–cation) | 1.98 |
GLU (F: 179) | Hydrophobic (alkyl–anion) | 3.34, 4.27 |
SER (G: 325) | Hydrogen Bonding | 2.55 |
PHF (G: 327) | Pi-Pi Stacking | 4.52 |
Table 15.
A summary of types of interactions detected between propranolol and vascular endothelial growth factors receptors.
Table 15.
A summary of types of interactions detected between propranolol and vascular endothelial growth factors receptors.
Amino Acid | Bond or Interaction | Distance (A°) |
---|
VAL (A: 841) | Hydrophobic (alkyl–alkyl) | 4.37, 4.75 |
ALA (A: 859) | Hydrophobic (alkyl–alkyl) | 4.91, 4.95 |
LYS (A: 861) | Hydrophobic (alkyl–cation) | 4.67 |
GLU (A: 878) | Hydrogen Bonding | 2.35 |
VAL (A: 909) | Hydrophobic (alkyl–alkyl) | 4.11 |
ILE (A: 1038) | Hydrogen Bonding | 2.91 |
CYS (A: 1039) | Hydrophobic (alkyl–sulfur) | 5.06 |
ASP (A: 1040) | Hydrogen Bonding | 2.57, 2.63 |
Table 16.
A summary of types of interactions detected between propranolol and vitamin D3 receptors.
Table 16.
A summary of types of interactions detected between propranolol and vitamin D3 receptors.
Amino Acid | Bond or Interaction | Distance (A°) |
---|
TYR (A: 143) | Hydrophobic (alkyl–cation) | 4.92 |
Pi-Sigma | 3.66 |
LEU (A: 233) | Hydrophobic (alkyl–alkyl) | 3.92, 4.75 |
ARG (A: 274) | Positive–Positive | 4.50 |
SER (A: 278) | Hydrogen Bonding | 2.79 |
TRP (A: 286) | Pi-Pi Stacking | 4.67, 5.13 |