NANONETS FOR REMOVAL OF CONTAMINANTS FROM AQUEOUS SOLUTIONS, KITS THEREFOR AND METHODS OF THEIR USE

Abstract
Provided are nanonets comprising a) a surfactant aggregate having an average aggregate diameter; and b) a polymer having an average particle diameter which average particle diameter is the same or smaller than the average aggregate diameter, wherein the nanonet has a diameter larger than the average particle diameter. Also provided are kits therefor and methods for sequestering non-water moieties from aqueous solutions using nanonets.
Description
TECHNICAL FIELD

This invention relates to the field of sequestering and more particularly in the field of sequestering material from aqueous environments.


BACKGROUND

The decontamination and disposal of organic waste materials such as sewage sludge, animal manure, food processing waste, fracking fluid, oil and gas, and other industrial wastewater presents both environmental and public health concerns. The handling and disposal of contaminated water has significant social, environmental, and economic implications. Currently, residual wastewater sludge is commonly digested, incinerated, deposited in landfills, returned to the same environment, or used as fertilizer through agricultural land application of the residual biosolids.


The encapsulation of inorganic particles with polymers has been demonstrated (E. Bourgeat-Lami and E. Duguet: Polymer encapsulation of inorganic particles; in Functional coatings, S. K. Ghosh (ed.); 2006, Wiley-VCH, Weinheim; Chapter 4, pp. 85-152). In biomedical applications, the coating of inorganic nanoparticles with a polymer, or their encapsulation in a polymer matrix or layer of detergent is important for properties such as enhanced solubility (R. Ladj et al. Polymer encapsulation of inorganic nanoparticles for biomedical applications; Internat. J. Pharm. 2013 (458) 230-241). In the fields of physics and engineering, magnetic fluids comprised of magnetic nanoparticles coated with a polymer and/or surfactant to stabilize the particle in the host liquid are studied. Various synthetic methods for the preparation of such systems have been published (e.g. J. Sommertune et al. Polymer/Iron oxide nanoparticles composites—a straight forward and scalable synthesis approach; Int. J. Mol. Sci. 2015 (16) 19752-19768).


SUMMARY

This invention is based, at least in part, on the elucidation that nanonet formation depends on surfactant average aggregate diameter, and the length of the surrounding polymer is determinative of the minimum surfactant aggregate diameter size for nanonet formation. Contrary to solubilization studies of lipid bilayers with styrene-maleic acid polymers, association of a surfactant with a polymer does not exclusively lead to a decrease in surfactant aggregate size. Rather, the combination of a polymer and a surfactant aggregate may result in an associated combination that is either larger than, or smaller than, a surfactant aggregate alone in solution. In the latter case, the polymer may cause relatively larger surfactant aggregates to dissociate into the smaller associated combination of surfactant aggregate and polymer. Further, utilizing a longer polymer length for nanonet formation may result in accelerated or delayed flocculation, which may be beneficial for removal of precipitated nanonets by physical separation or enhanced contact in a treated fluid. Consequently, a nanonet composed of a different molecular weight polymer may have advantages when applied to various wastewater treatment processes.


In illustrative embodiments, there is provided a kit for sequestering non-water moieties from an aqueous solution, the kit comprising: a) a surfactant aggregate having an average aggregate diameter; and b) a polymer having an average particle diameter which average particle diameter is the same or smaller than the average aggregate diameter; and c) a precipitation agent, provided that when the surfactant is selected from the group consisting of: Triton X-100™, Triton X-305™, N-dodecyl-beta-D-maltoside (DDM), sodium oleate, sodium cholate, sodium deoxycholate (DOC), beta-octyl glucoside (Beta-OG), lauryl dimethylamine n-oxide (LDAO), then the polymer is not selected from the group consisting of: SMA-2000™ SMA-2021™, and Di-isobutylene-co-maleic acid (DIBMA).


In illustrative embodiments, there is provided a kit described herein wherein the precipitation agent is selected from the group consisting of: a cation generator, a cation, an acid, a divalent cation, a trivalent cation and mixtures thereof.


In illustrative embodiments, there is provided a kit described herein wherein the precipitation agent is selected from the group consisting of: acetic acid, malic acid, citric acid, tartaric acid, fumaric acid, lactic acid, hydrochloric acid, sulfuric acid, and phosphoric acid.


In illustrative embodiments, there is provided a kit described herein wherein the surfactant is selected from the group consisting of: anionic surfactants, nonionic surfactants, sugar-derived surfactants, glycidyl-derived surfactants, fatty acid alcohol-derived surfactants, nonionic surfactants, saccharide polyethyleneoxide combination surfactants, saccharide ester surfactants, sulfonated sugar based surfactants, aldonamide based surfactants, amide sugar based surfactants, amino alcohol surfactants, amino acid based surfactants, polyol surfactants, 1,2 glycol surfactants, and zwitterionic surfactants.


In illustrative embodiments, there is provided a kit described herein wherein the surfactant is a nonionic surfactant.


In illustrative embodiments, there is provided a kit described herein wherein the surfactant is an ionic surfactant.


In illustrative embodiments, there is provided a kit described herein wherein the surfactant is an anionic surfactant.


In illustrative embodiments, there is provided a kit described herein wherein the surfactant has a neutral charge.


In illustrative embodiments, there is provided a kit described herein wherein the surfactant is an uncharged surfactant.


In illustrative embodiments, there is provided a kit described herein wherein the surfactant is soluble in water.


In illustrative embodiments, there is provided a kit described herein wherein the surfactant is insoluble in water.


In illustrative embodiments, there is provided a kit described herein wherein the polymer is a long polymer.


In illustrative embodiments, there is provided a kit described herein wherein the polymer has a molecular weight of at least 1,500 Da.


In illustrative embodiments, there is provided a kit described herein wherein the polymer has a molecular weight of at least 26,000 Da.


In illustrative embodiments, there is provided a kit described herein wherein the polymer has a molecular weight of at least 100,000 Da.


In illustrative embodiments, there is provided a kit described herein wherein the polymer has a molecular weight of at least 125,000 Da.


In illustrative embodiments, there is provided a kit described herein wherein the polymer is an amphipathic polymer.


In illustrative embodiments, there is provided a kit described herein wherein the polymer comprises an alkyl chain having at least 8 carbon atoms in length.


In illustrative embodiments, there is provided a kit described herein wherein the polymer is a block co-polymer.


In illustrative embodiments, there is provided a kit described herein wherein the polymer comprises a ratio of hydrophobic:hydrophilic groups of from about 1:1 to about 4:1.


In illustrative embodiments, there is provided a kit described herein wherein the polymer comprises a ratio of hydrophobic:hydrophilic groups of from about 1:1 to about 3:1.


In illustrative embodiments, there is provided a kit described herein wherein the polymer comprises a ratio of hydrophobic:hydrophilic groups of from about 2:1 to about 3:1.


In illustrative embodiments, there is provided a kit described herein wherein the polymer comprises a ratio of hydrophobic:hydrophilic groups of about 2:1.


In illustrative embodiments, there is provided a kit described herein wherein the polymer comprises a ratio of hydrophobic:hydrophilic groups of about 3:1.


In illustrative embodiments, there is provided a kit described herein wherein the surfactant is selected from the group consisting of: octylphenol ethoxylates, nonylphenol ethoxylates, PGL1, PGL2. PGL3, PGL4, PGL5, Triton X-45™, Triton X-100™, Triton X-305™, sodium oleate, LDAO, and mixtures thereof.


In illustrative embodiments, there is provided a kit described herein wherein the surfactant is a mixture of PGL5 and sodium oleate.


In illustrative embodiments, there is provided a kit described herein wherein the surfactant is a mixture of PGL5 and potassium oleate.


In illustrative embodiments, there is provided a kit described herein wherein the polymer is selected from the group consisting of: SMA-725™, SMA-2000™, SMA-3000™, SMA-2021™, polymethacrylate, DIBMA, styrene carbamate block co-polymers, and styrene maleimide block co-polymers.


In illustrative embodiments, there is provided a kit described herein wherein the polymer is SMA-725™.


In illustrative embodiments, there is provided a kit described herein wherein at least a portion of the polymer is hydrolyzed.


In illustrative embodiments, there is provided a nanonet comprising: a) a surfactant aggregate having an average aggregate diameter; and b) a polymer having an average particle diameter which average particle diameter is the same or smaller than the average aggregate diameter, provided that when the surfactant is selected from the group consisting of: Triton X-100™, Triton X-305 ™, N-dodecyl-beta-D-maltoside (DDM), sodium oleate, sodium cholate, sodium deoxycholate (DOC), beta-octyl glucoside (Beta-OG), lauryl dimethylamine n-oxide (LDAO), then the polymer is not selected from the group consisting of: SMA-2000™ SMA-2021™, and Di-isobutylene-co-maleic acid (DIBMA).


In illustrative embodiments, there is provided a nanonet described herein wherein the nanonet has a diameter larger than the average polymer particle diameter.


In illustrative embodiments, there is provided a nanonet described herein wherein the surfactant is selected from the group consisting of: anionic surfactants, nonionic surfactants, sugar-derived surfactants, glycidyl-derived surfactants, fatty acid alcohol-derived surfactants, nonionic surfactants, saccharide polyethyleneoxide combination surfactants, saccharide ester surfactants, sulfonated sugar based surfactants, aldonamide based surfactants, amide sugar based surfactants, amino alcohol surfactants, amino acid based surfactants, polyol surfactants, 1,2 Glycol surfactants, and zwitterionic surfactants.


In illustrative embodiments, there is provided a nanonet described herein wherein the surfactant is a nonionic surfactant.


In illustrative embodiments, there is provided a nanonet described herein wherein the surfactant is an ionic surfactant.


In illustrative embodiments, there is provided a nanonet described herein wherein the surfactant is an anionic surfactant.


In illustrative embodiments, there is provided a nanonet described herein wherein the surfactant has a neutral charge.


In illustrative embodiments, there is provided a nanonet described herein wherein the surfactant is an uncharged surfactant.


In illustrative embodiments, there is provided a nanonet described herein wherein the surfactant is soluble in water.


In illustrative embodiments, there is provided a nanonet described herein wherein the surfactant is insoluble in water.


In illustrative embodiments, there is provided a nanonet described herein wherein the polymer is a long polymer.


In illustrative embodiments, there is provided a nanonet described herein wherein the polymer has a molecular weight of at least 1,500 Da.


In illustrative embodiments, there is provided a nanonet described herein wherein the polymer has a molecular weight of at least 26,000 Da.


In illustrative embodiments, there is provided a nanonet described herein wherein the polymer has a molecular weight of at least 100,000 Da.


In illustrative embodiments, there is provided a nanonet described herein wherein the polymer has a molecular weight of at least 125,000 Da.


In illustrative embodiments, there is provided a nanonet described herein wherein the polymer is an amphipathic polymer.


In illustrative embodiments, there is provided a nanonet described herein wherein the polymer comprises an alkyl chain having at least 8 carbon atoms in length.


In illustrative embodiments, there is provided a nanonet described herein wherein the polymer is a block co-polymer.


In illustrative embodiments, there is provided a nanonet described herein wherein the polymer comprises a ratio of hydrophobic:hydrophilic groups of from about 1:1 to about 4:1.


In illustrative embodiments, there is provided a nanonet described herein wherein the polymer comprises a ratio of hydrophobic:hydrophilic groups of from about 1:1 to about 3:1.


In illustrative embodiments, there is provided a nanonet described herein wherein the polymer comprises a ratio of hydrophobic:hydrophilic groups of from about 2:1 to about 3:1.


In illustrative embodiments, there is provided a nanonet described herein wherein the polymer comprises a ratio of hydrophobic:hydrophilic groups of about 2:1.


In illustrative embodiments, there is provided a nanonet described herein wherein the polymer comprises a ratio of hydrophobic:hydrophilic groups of about 3:1.


In illustrative embodiments, there is provided a nanonet described herein wherein the surfactant is selected from the group consisting of: octylphenol ethoxylates, nonylphenol ethoxylates, PGL1, PGL2. PGL3, PGL4, PGL5, Triton X-45™, Triton X-100™, Triton X-305™, sodium oleate, LDAO, and mixtures thereof.


In illustrative embodiments, there is provided a nanonet described herein wherein the surfactant is a mixture of PGL5 and sodium oleate.


In illustrative embodiments, there is provided a nanonet described herein wherein the surfactant is a mixture of PGL5 and potassium oleate.


In illustrative embodiments, there is provided a nanonet described herein wherein the polymer is selected from the group consisting of: SMA-725™, SMA-2000™, SMA-3000™, SMA-2021™, polymethacrylate, DIBMA, styrene carbamate block co-polymers, and styrene maleimide block co-polymers.


In illustrative embodiments, there is provided a nanonet described herein wherein the polymer is SMA-725™.


In illustrative embodiments, there is provided a nanonet described herein wherein at least a portion of the polymer is hydrolyzed.


In illustrative embodiments, there is provided a nanonet described herein further comprising a sequestered non-water moiety.


In illustrative embodiments, there is provided a nanonet described herein wherein the sequestered non-water moiety is an iron moiety.


In illustrative embodiments, there is provided a method of sequestering a non-water moiety from an aqueous solution, the method comprising: a) adding a surfactant aggregate having an average aggregate diameter to the aqueous solution comprising the non-water moiety; and b) adding a polymer having an average particle diameter which average particle diameter is the same or smaller than the average aggregate diameter to the aqueous solution comprising the non-water moiety, thereby forming a treated aqueous solution, provided that when the surfactant is selected from the group consisting of: Triton X-100™, Triton X-305™, N-dodecyl-beta-D-maltoside (DDM), sodium oleate, sodium cholate, sodium deoxycholate (DOC), beta-octyl glucoside (Beta-OG), lauryl dimethylamine n-oxide (LDAO), then the polymer is not selected from the group consisting of: SMA-2000™ SMA-2021™, and Di-isobutylene-co-maleic acid (DIBMA)


In illustrative embodiments, there is provided a method described herein further comprising adding a precipitation agent to the treated aqueous solution.


In illustrative embodiments, there is provided a method described herein further comprising mixing.


In illustrative embodiments, there is provided a method described herein further comprising removal of solid particles from the treated aqueous solution.


In illustrative embodiments, there is provided a method described herein wherein the removal of solid particles comprises at least one selected from the group consisting of: filtration, centrifugation, gravity separation, flotation, skimming, and electromagnetic attraction.


In illustrative embodiments, there is provided a method described herein wherein the surfactant is selected from the group consisting of: anionic surfactants, nonionic surfactants, sugar-derived surfactants, glycidyl-derived surfactants, fatty acid alcohol-derived surfactants, nonionic surfactants, saccharide polyethyleneoxide combination surfactant, saccharide ester surfactants, sulfonated sugar based surfactants, aldonamide based surfactants, amide sugar based surfactants, amino alcohol surfactants, amino acid based surfactants, polyol surfactants, 1,2 glycol surfactants, and zwitterionic surfactants.


In illustrative embodiments, there is provided a method described herein wherein the surfactant is a nonionic surfactant.


In illustrative embodiments, there is provided a method described herein wherein the surfactant is a anionic surfactant.


In illustrative embodiments, there is provided a method described herein wherein the surfactant has a neutral charge.


In illustrative embodiments, there is provided a method described herein wherein the surfactant is an uncharged surfactant.


In illustrative embodiments, there is provided a method described herein wherein the surfactant is soluble in water.


In illustrative embodiments, there is provided a method described herein wherein the surfactant is insoluble in water.


In illustrative embodiments, there is provided a method described herein wherein the polymer is a long polymer.


In illustrative embodiments, there is provided a method described herein wherein the polymer has a molecular weight of at least 1,500 Da.


In illustrative embodiments, there is provided a method described herein wherein the polymer has a molecular weight of at least 26,000 Da.


In illustrative embodiments, there is provided a method described herein wherein the polymer has a molecular weight of at least 100,000 Da.


In illustrative embodiments, there is provided a method described herein wherein the polymer has a molecular weight of at least 125,000 Da.


In illustrative embodiments, there is provided a method described herein wherein the polymer is an amphipathic polymer.


In illustrative embodiments, there is provided a method described herein wherein the polymer comprises an alkyl chain having at least 8 carbon atoms.


In illustrative embodiments, there is provided a method described herein wherein the polymer is a block co-polymer.


In illustrative embodiments, there is provided a method described herein wherein the polymer comprises a ratio of hydrophobic:hydrophilic groups of from about 1:1 to about 4:1.


In illustrative embodiments, there is provided a method described herein wherein the polymer comprises a ratio of hydrophobic:hydrophilic groups of from about 1:1 to about 3:1.


In illustrative embodiments, there is provided a method described herein wherein the polymer comprises a ratio of hydrophobic:hydrophilic groups of from about 2:1 to about 3:1.


In illustrative embodiments, there is provided a method described herein wherein the polymer comprises a ratio of hydrophobic:hydrophilic groups of about 2:1.


In illustrative embodiments, there is provided a method described herein wherein the polymer comprises a ratio of hydrophobic:hydrophilic groups of about 3:1.


In illustrative embodiments, there is provided a method described herein wherein the surfactant is selected from the group consisting of: octylphenol ethoxylates, nonylphenol ethoxylates, PGL1, PGL2. PGL3, PGL4, PGL5, Triton X-45™, Triton X-100™, Triton X-305™, sodium oleate, LDAO, and mixtures thereof.


In illustrative embodiments, there is provided a method described herein wherein the surfactant is a mixture of PGL5 and sodium oleate.


In illustrative embodiments, there is provided a method described herein wherein the surfactant is a mixture of PGL5 and potassium oleate.


In illustrative embodiments, there is provided a method described herein wherein the polymer is selected from the group consisting of: SMA-725™, SMA-2000™, SMA-3000™, SMA-2021™, polymethacrylate, DIBMA, styrene carbamate block co-polymers, and styrene maleimide block co-polymers.


In illustrative embodiments, there is provided a method described herein wherein the polymer is SMA-725™.


In illustrative embodiments, there is provided a method described herein wherein at least a portion of the polymer is hydrolyzed.


In illustrative embodiments, there is provided a method of sequestering a non-water moiety from an aqueous solution, the method comprising adding a nanonet described herein to the aqueous solution comprising a non-water moiety, thereby forming a treated aqueous solution.


In illustrative embodiments, there is provided a method described herein further comprising adding a precipitation agent to the treated aqueous solution.


In illustrative embodiments, there is provided a method described herein further comprising mixing.


In illustrative embodiments, there is provided a method described herein further comprising removal of solid particles from the treated aqueous solution.


In illustrative embodiments, there is provided a method described herein wherein the removal of solid particles comprises at least one selected from the group consisting of: filtration, centrifugation, gravity separation, flotation, skimming, and electromagnetic attraction.


Other aspects and features of the present invention will become apparent to those ordinarily skilled in the art upon review of the following description of specific embodiments of the invention in conjunction with the accompanying figures.





BRIEF DESCRIPTION OF THE DRAWINGS

In drawings which illustrate aspects of the invention,



FIG. 1: Structure function relationship between polymer length and surfactant aggregate diameter in nanonet formation. A) Nanonet formation when polymer length and surfactant aggregate size are well matched. B) Nanonet formation does not occur when surfactant aggregate diameter is less than compact polymer particle diameter. C) Nanonet formation when a large surfactant aggregate diameter is broken down into multiple, smaller nanonets. D) Nanonet formation when a large surfactant aggregate is stabilized by multiple polymers, leading to an overall increase in particle size.



FIG. 2: Co-precipitation of complexed polymer and surfactant due to addition of acid. A) Absorbance of acid precipitated nanonets formed from varying ratios of Triton X-305 ™ surfactant. Absorbance was measured at 540 nm as a proxy for floc scattered light. Nanonets were formed with long chain polymer (SMA-725™, triangles), short chain polymer (SMA-2000™, squares), and compared to a surfactant only control (control, circles). B) As in A, with Triton X-100 ™ as surfactant. C) As in A, with Triton X-45 ™ as surfactant.



FIG. 3: SMA-725™ enhances flocculation speed of nanonets. A) Distribution assay schematic. Precipitated nanonets flocculate and float with time, the total floc mass consolidates to the indicated volume of the tube (Top, top-middle, bottom-middle, and bottom: 100-75%, 75-50%, 50-25%, and 0-25%, respectively) B) Distribution of precipitated sodium oleate over time. C) Distribution of precipitated sodium oleate/SMA-725™ nanonets over time. D) Distribution of precipitated sodium oleate/SMA-2000™ nanonets over time. E) Solution clearing of precipitated sodium oleate (triangles pointing to the top of the page), sodium oleate and SMA-725™ added sequentially (triangles pointing to the bottom of the page), sodium oleate/SMA-725™ nanonets (circles), and sodium oleate SMA-2000™ nanonets (squares). Solution clearing was measured by absorbance at 540 nm.



FIG. 4: Dissolved Iron removal for nanonets in varying concentrations of divalent cations. SMA-2000 ™ nanonets formed with the indicated surfactant at a 5:1 ratio (surfactant:polymer) were incubated with iron solutions overnight, then filtered and iron contents quantified. As a control, iron solutions were filtered after shifting solution pH or without treatment.



FIG. 5: Dissolved Iron removal for nanonets in varying concentrations of divalent cations. SMA-2000 ™ nanonets formed with the indicated surfactant at a 5:1 ratio (surfactant:polymer) were incubated with iron solutions for 10 minutes, then filtered and iron contents quantified. As a control, iron solutions were filtered after shifting solution pH or without treatment.



FIG. 6: Iron removal efficiencies with SMA-2000 ™ and SMA-725™ nanonets in varying buffer concentrations.



FIG. 7: Removal of iron from 100 ppm iron solutions (75:25 Fe3+:Fe2+) in SMA-725 ™ nanonets



FIG. 8: Graph showing the effect polymer and surfactant:polymer ratio on iron removal in sodium oleate nanonets.



FIG. 9: Effect of various nanonets treatment on produced water samples (500 ppm oil, >100,000 TDS, >1,000 ppm divalent cations).



FIG. 10: Post filtration quantification of treated produced water. Oil and gas (0 and G), total suspended solids (TSS), and total iron were quantified after filtration of the samples in FIG. 9.



FIG. 11: Contaminant removal from produced water with nanonets OPGW (SMA-725™, 75% sodium oleate, 25% polyglyceryl-10 monostearate, 1:1 wt ratio polymer:surfactant; 10 min residence time, after filtration). A) Iron removal B) Colour removal and C) Turbidity removal.



FIG. 12: Contaminant removal of produced water with nanonet OPGW after dissolved air flotation, followed by filtration. A) Total iron concentration pre- and post-treatment. Total iron concentration was determined by the Ferrozine method. B) Water colour pre- and post-treatment. Yellow colour indicative of dissolved hydrocarbons and colloidal iron was measured by absorbance at 350 nm. C) Turbidity pre- and post-treatment. Turbidity was measured by absorbance at 540 nm.



FIG. 13: A) Removal of extractable petroleum hydrocarbons with chain length 10-32 carbons wherein “Start” is before treatment, “Filtered” is treatment without nanonets and filtration, and “Filtered+Nanonets” is treatment with both nanonets and filtration. B) Removal of Zn and Fe from produced water. C) Removal of various metals from produced water.



FIG. 14: Illustration of monomeric units of a polymer in hydrated and un-hydrated forms.



FIG. 15: Nanonet formation with model surfactants a) Triton X-100™ and b) Triton X-45™ and styrene maleic acid block co-polymers.



FIG. 16: Evolution of quantitative scoring method for nanonet formation.



FIG. 17: Nanonet score for each SMA polymer combination.



FIG. 18: Nanonet scores for sulfonates, lactylates and trideceth sulfonate with differing block-copolymers.



FIG. 19: Nanonet formation scores with SMA polymers with DIBMA.



FIG. 20: Nanonet scores with differing block-copolymers over differing HLB values.



FIG. 21: Effect of alkyl chain and hydrophilic headgroup length on Nanonet formation with varying surfactant head groups. Effect of alkyl chain length on nanonet scores for surfactants with A) amino acid head groups (N-dodecanoyl methionine, N-dodecanoyl threonine, N-decanoyl methionine, N-decanoyl threonine, N-octanoyl methionine, and N-octanoyl threonine in order from top to bottom), B) Sodium Sulfonate head groups (Na-dodecylbenzene sulfonate, Na-dodecane sulfonate, 1-octane sulfonate, p-toluene-1-sulfonate, and Na-pentane sulfonates in order from top to bottom) C) ethylene glycol ether head groups (hexaethylene glycol monododecl ether, heptaethylene glycol monododecyl ether, hexaethylene glycol monodecyl ether, and hexaethylene glycol monooctoyl in order from top to bottom). D) Thioglucosides (n-dodecyl-β-D-thioglucopyranoside, n-dodecyl-β-D-thiomaltopyranoside, n-decyl-β-D-thioglucopyranoside, n-decyl-β-D-thiomaltopyranoside, n-nonyl-β-D-thioglucopyranoside, n-octyl-maltoside, fluorinated, n-octyl-β-D-thiomaltopyranoside, and n-heptyl-β-D-thioglucopyranoside, in order from top to bottom). Effect of hydrophilic head group size (represented by HLB) on nanonet scores for surfactants with E) polyethoxylated sorbitan headgroups (SPAN 20™, TWEEN 65™, TWEEN 85™, TWEEN™ 80, TWEEN 60™, TWEEN 40™, and TWEEN 20™ in order of top to bottom). F) Phenyl polyethylene glycol headgroups (TRITON X-45™, TRITON X100™, and TRITON X-305™).



FIG. 22: Nanonet library with anionic surfactants employed to screen Cu2+ metal ion removal from seawater.



FIG. 23: Nanonet library with non-ionic surfactants used to screen Cu2+ metal ion removal from seawater.



FIG. 24: Nanonet library with anionic surfactants utilized to screen Zn2+ metal ion removal from seawater.



FIG. 25. Nanonet library with non-ionic surfactants applied to screen Zn2+ metal ion removal from seawater.



FIG. 26: Example batch settling curve of a SMA-725™ and BIOSOFT D-40 mixture added to a calcium solution. Floc sedimentation is quantified over time and a sigmoid function is used to fit the data.



FIG. 27: Bar graph quantifying apparent settling speed (t50) for three different polymers. Error bars are shown in black.



FIG. 28: Selected water parameters from treated and untreated produced water samples. A). Iron levels pre- and post-treatment. B) Turbidity levels pre- and post-treatment C). Oxidative Reductive Potential pre- and post-treatment D). Total dissolved solids pre- and post-treatment E) Bicarbonate levels pre- and post-treatment.



FIG. 29: Bar graphs illustrating (A) iron removal from produced water using various concentration of nanonets and (B) residual ClO2.





DETAILED DESCRIPTION

Nanonets described herein provide for efficient removal of a targeted contaminant by selecting a suitable polymer length and polymer amount based on the surfactant that is most suitable for removal of the targeted contaminant. Virtually any surfactant aggregate may be used in a nanonet provided that a suitable polymer is selected. Neutralization of the polymer provides for precipitation of the nanonets and associated sequestered contaminants. This is advantageous as a solid precipitate comprised of nanonets and associated sequestered contaminants can be easily removed by physical methods of separation. Non-limiting examples of physical separation methods include dissolved air flotation (DAF), settling, filtration, centrifugation, gravity separation, flotation, skimming, electromagnetic attraction or repulsion, microfiltration and nanofiltration. The relationship between polymer size and surfactant aggregate structure allows nanonet formulations to be designed that target select contaminants that fit into common physical separation systems.


Surfactants are typically amphipathic molecules with a hydrophilic head group and a lipophilic/hydrophobic functional group. Depending on the size and charge of the hydrophobic to hydrophilic headgroups, surfactants can be soluble or insoluble in water. This balance is typically called the hydrophilic lipophilic balance (HLB) (Griffin, William C. (1949), “Classification of Surface-Active Agents by ‘HLB”’, Journal of the Society of Cosmetic Chemists, 1 (5): 311-26), as the head group typically has an affinity for water and the tail group has an affinity for lipids and oils. Surfactants can be insoluble in water, where they are typically utilized to prepare water in oil emulsions and have an HLB value <10, or soluble in water, where they are typically utilized to prepare oil in water emulsions and have an HLB value >10. Soluble surfactants typically form Gibbs monolayers in aqueous solutions, where free surfactant is able to exchange from the bulk water phase to the air water interface In contrast, insoluble surfactants form Langmuir monolayers which are compressible, and do not exchange, or only sparingly, with the bulk water phase (Rogalska, E., et al., (2000). Formation and properties of Langmuir and Gibbs monolayers: a comparative study using hydrogenated and partially fluorinated amphiphilic derivatives of mannitol. Chemistry and Physics of Lipids, 105(1), 71-91. doi:10.1016/s0009-3084(99)00130-, 9). Examples of lipids include phosphatidylcholine, phosphatidylethanolamine, phosphatidylglycerol, and lecithins. Examples of soluble surfactants include Triton X-100™, Sodium dodecyl sulfate, and polyglycerol-10-laurate, which all have an HLB >10. Examples of insoluble surfactants include SPAN 80 ™ or TWEEN 85™.


As used herein the term “nanonet” refers to a particle that is a formed by an association between a polymer and surfactant aggregate. The nanonet self-assembles in an aqueous environment, is stable in aqueous solution, and is comprised of i) a polymer and ii) a surfactant aggregate. Nanonets remain associated at lower concentrations relative to surfactant aggregates in the absence of the polymer. The solution stability of nanonets may be disrupted by the addition of a suitable destabilization material. For example, and without limitation, neutralization of charged carboxylic acid groups by an acid may cause destabilization of a nanonet which comprises a maleic acid component in the polymer. Without being limited by theory, it is believed that nanonets are the result of interactions between the alkyl chains of the surfactants and the alkyl chains of the hydrophobic portions of the polymer. Often, nanonets are colloidal particles comprising amphipathic block co-polymers and surfactants. The amphipathic block co-polymers often comprise a hydrophilic functional group and a hydrophobic functional group. Examples of the hydrophilic functional group include, but are not limited to, a maleic acid, a carboxylic acid and an amide linked ethanol group. Examples of the hydrophobic functional group include, but are not limited to, a styrene, di-isobutyl.


As used herein “nanonet diameter” refers to the size of a nanonet in an aqueous environment as measured by dynamic light scattering. An “average nanonet diameter” refers to the average of the size of a plurality nanonets in an aqueous environment as measured by dynamic light scattering. The term “average nanonet diameter” may be used interchangeably herein with the term “nanonet diameter” or “nanonet size”. Examples, without limitation, of how to measure an average nanonet diameter are provided in the Examples section herein.


As used herein, the term “aqueous solution” refers to a liquid environment in which water is a major component. Examples of aqueous solutions include, but are not limited to, waste water, aqueous material recovered from a process, (such as sewage sludge, animal manure, food processing waste), oil and gas wastewater, used fracking fluid, industrial effluent, ground water and the like.


As used herein, the term “precipitation agent” refers to any substance which is cationic and/or generates a cation upon exposure to an aqueous environment. A substance which is cationic is a cation and a substance that generates a cation upon exposure to an aqueous environment is termed herein “a cation generator”. Examples, without limitation, of precipitation agents include, an acid, a divalent cation, a trivalent cation, acetic acid, malic acid, citric acid, tartaric acid, fumaric acid, lactic acid, hydrochloric acid, sulfuric acid, phosphoric acid, and mixtures thereof.


As used herein, the term “surfactant” refers to any surface active agent containing a polar portion that thermodynamically prefers to be solvated by a polar solvent, and a non-polar portion that thermodynamically prefers to be solvated by a non-polar solvent. The term “surfactant” is also meant to encompass anionic, cationic, non-ionic and zwitterionic surfactants. Surfactants suitable for use in the present invention form aggregates in aqueous solution. Surfactants that do not form aggregates are not encompassed by the term “surfactant” as used herein.


An “anionic surfactant” is a surfactant with a polar portion that ionizes to form an anion in aqueous solution (the anion residing on the polar portion connected to the non-polar portion). A “cationic surfactant” refers to a surfactant having a cationic polar portion that ionizes to form a cation in aqueous solution (the cation residing on the polar portion connected to the non-polar portion). A “non-ionic” surfactant refers to a surfactant having a polar portion that does not ionize in aqueous solution. A “zwitterionic surfactant” refers to a surfactant that has separate cationic and anionic sites and is uncharged (for example, non-limiting examples of zwitterions include dialkylammonio acetate as the zwitterion form of N,N-dialkylaminium acetic acid, or betaine dialkylsulfonio acetate). (from pg. 224-25, The Vocabulary of Organic Chemistry, Milton Orchin et al., Eds., John Wiley & Sons, 1980). A soap is a salt of an anionic surfactant, typically a fatty acid.


A person of skill in the art familiar with surfactants will appreciate the vast array of suitable surfactants for use in the present invention, see for example and without limitation the following references: Drew Myers, Surfactant Science and Technology, VCH Publishers, Inc. 1988.; Bordes, Romain, and Krister Holmberg. 2015. “Amino Acid-Based Surfactants—Do They Deserve More Attention?” Advances in Colloid and Interface Science 222 (August): 79-91.; Essentials of Glycobiology. 3rd editionVarki A, Cummings R D, Esko J D, et al., editors. Cold Spring Harbor (N.Y.): Cold Spring Harbor Laboratory Press; 2015-2017; Reference for definition: Zhang, X., Song, F., Taxipalati, M., Wei, W., & Feng, F. (2014). Comparative Study of Surface-Active Properties and Antimicrobial Activities of Disaccharide Monoesters. PLoS ONE, 9(12), e114845. doi:10.1371/journal.pone.0114845; R. H. Beck, N. J. Kalff, and H. W. W. Roper, European Patent Application, EP 536939, 1993; V. Au, B. Harichian, A. Hung, and R. Vermeer, U.S. Pat. No. 5,872,111 A, 1999; J. J. Scheibel, D. S. Connor, R. E. Shumate, and L. J. Charles, PCT Int Appl. WO 92 06984, 1992; C. L. Mehltretter, R. L. Mellies, and J. C. Rankin, U.S. Pat. No. 2,670,345, 1954; Z. Wang. United States patent U.S. Pat. No. 7,655,611 B2, 2010; and Sari-Chmayssem N., Pessel F., Guegan J. P., S. Taha, Mawlawi H., and Benvegnu T. Direct and one-pot conversion of polyguluronates and alginates into alkyl-L-guluronamide-based surfactant compositions, Green Chemistry; Novel surfactants and novel emulsifiers made from disaccharides. WO 2006/100091; U.S. Pat. No. 6,184,196 B1. SUCROSE BASED SURFACTANTS AND METHODS THEREOF; WO 94/12511; and Safety Assessment of Alkyl Sultaines as Used in Cosmetics. Christine Burnett. Cosmetic Ingredient Review, Jun. 30, 2017.


Nanonet formation begins with surfactants operable to form an aggregate that have an average aggregate diameter that exceeds a threshold average particle size that may be determined based on the average particle size of the polymer for use in the nanonet composition. The surfactants set forth below may be used in embodiments of nanonets described herein. In some cases, surfactants may be described according to their polar group, and their non-polar group. Common linkages between a polar component and a non-polar component of a surfactant include, but are not limited to, ether, amine, ester, phosphate, thioester and amide linkers.


Anionic Surfactants

Sulfonate polar groups may be attached to a non-polar group to make a surfactant of the general formula: R—(SO3M)z.


Sulfate polar groups may be attached to a non-polar group to make a surfactant of the general formula: R—(OSO3M)z.


Carboxylate polar groups may be attached to a non-polar group to make a surfactant of the general formula: R—(COOM)z.


Phosphate polar groups may be attached to a non-polar group to make a surfactant of the general formula: R—(OPO3M)z.


Phosphonate polar groups may be attached to a non-polar group to make a surfactant of the general formula: R—(PO3M)z.


Alpha-sulfonated carboxylic acid polar groups may be attached to a non-polar group to make a surfactant of the general formula: R—(CH(SO3M)COOM)z. R may be any one or more of lauric, palmitic and stearic acids.


Alpha-sulfonated carboxylic acid ester polar groups may be attached to a non-polar group to make a surfactant of the general formula: R—(CH(SO3M)COOR1)z. R may be any one or more of lauric, palmitic and stearic acids. R1 is C1-C5 alkyl linear or branched. Z may be 1, 2, 3 or any combination thereof and the non-R group may reside on the same carbon in R or on different carbons.


Sulfonate ester polar groups may be attached to a non-polar group to make a surfactant of the general formula: R(COX(CH2)nSO3M)z (n may be in the range of 2 and 8 and and X is O, NH or N—R1.


Arylamide sulfonate ester polar groups may be attached to a non-polar group to make a surfactant of the general formula: R(COXArSO3M)z.


Xanthate polar groups may be attached to a non-polar group to make a surfactant of the general formula: R(OCS2M)z.


In any of the above formulae, M may be any monovalent cation including, for example, Na+, K+, Li+.


Nonionic Surfactants

Polyoxyethylene polar groups may be attached to a non-polar group to make a surfactant of the general formula: R(X(CH2CH2O)nCH2CH2OH)z (X is O, S or NH).


Polyoxypropylene polar groups may be attached to a non-polar group to make a surfactant of the general formula: R(X(CH2CH(CH3)O)nCH2CH(CH3)OH)z ((X is O, S or NH).


Bis—Polyoxyethylene amine polar groups may be attached to a non-polar group to make a surfactant of the general formula: (RX((CH2CH2O)nCH2CH2OH)2 (X is N)


Bis—Polyoxypropylene amine polar groups may be attached to a non-polar group to make a surfactant of the general formula: (RX((CH2CH(CH3)O)nCH2CH(CH3)OH)2 (X is N)


In the chemical formulae represented above, R is a linear or branched chain, saturated, mono-unsaturated or poly-unsaturated, aliphatic cyclic, or aromatic cyclic, or polycyclic, and all possible combinations thereof. In some embodiments, the aromatic or non-aromatic cyclic is alkylated. In some embodiments, R may additionally be comprised of O, N, S, and combinations thereof, and additionally be functionalized with any one or more moieties such as carboxylic acid, carboxylic amide, thio-carboxylic acid and combinations thereof. Generally, R has as few as 8 and as many as 40 carbon atoms. In some embodiments R has as few as 7 or more carbon atoms. In some embodiments, R has from 7 to 40 carbon atoms. In some embodiments, R has from 8 to 40 carbon atoms. In some embodiments, R has from 7 to 20 carbon atoms, or R has from 8 to 20 carbon atoms, or R has from 7 to 20 carbon atoms. In some embodiments, R has from 7 to 18 carbon atoms, or R has from 8 to 18 carbon atoms, or R has from 9 to 18 carbon atoms.


Where a chemical formula above includes the “n” parameter, unless some other value of n is expressed next to a particular chemical formula, n may have the following values: In some embodiments, n may be in the range of 4 and 20, or in the range of 5 and 18, or in the range of 6 and 17, or in the range of 7 and 16, or in the range of 8 and 15.


For a chemical formula above including the “z” parameter, z may be 1, 2, 3 or any combination thereof and the non-R group may reside on the same carbon in R or on different carbons of the R group.


For a chemical formula above including the parameter “Ar” in the chemical formula, Ar may be benzene, p-toluene, or naphthalene.


In some embodiments of a surfactant represented by the above chemical formulae, R may be cholic acid or a derivative thereof. In some embodiments, R may be any one or more of lauric, palmitic and stearic acids. In some embodiments, R may include up to five pendant acetic acid functional groups. In other embodiments, R may be cocoyl. In some embodiments, R may be derived from a fatty acid or fatty acid ester.


Embodiments employing surfactants having one of the nonionic polar groups described above employ combinations of alkyl groups that may optimize surfactant average aggregate size in relation to the polymer average particle size to be employed in the nanonet composition and further considering the contribution of a hetero-atom containing portion of the structures. Sugar, Glycidyl, and Fatty acid alcohol derived Nonionic Surfactants


Non-limiting examples of surfactants under this category include: polyethylene glycol derivatives of fatty acids, such as, PEG derivatives of the amines of fatty acids. Examples of specific surfactants under this category include, but are not limited to: PEG-2 cocamine, PEG-3 cocamine, PEG-4 cocamine, PEG-5 cocamine, PEG-8 cocamine, PEG-10 cocamine, PEG-12 cocamine, PEG-15 cocamine, PEG-20 cocamine, PEG-2 hydrogenated tallow amine, PEG-5 hydrogenated tallow amine, PEG-8 hydrogenated tallow amine, PEG-10 hydrogenated tallow amine, PEG-15 hydrogenated tallow amine, PEG-20 hydrogenated tallow amine, PEG-30 hydrogenated tallow amine, PEG-40 hydrogenated tallow amine, PEG-50 hydrogenated tallow amine, PEG-2 lauramine, PEG-2 oleamine, PEG-5 oleamine, PEG-6 oleamine, PEG-10 oleamine, PEG-15 oleamine, PEG-20 oleamine, PEG-25 oleamine, PEG-30 oleamine, PEG-12 palmitamine, PEG-2 rapeseedamine, PEG-2 soyamine, PEG-5 soyamine, PEG-8 soyamine, PEG-10 soyamine, and PEG-15 soyamine.


Sugar Based Functional Groups

Acidic Sugars: Sugars that have had one or more hydroxyl groups substituted with a carboxylic acid. Non-limiting examples of acidic sugars include: Gluconic acid, and ascorbic acid


Deoxy Sugars: Sugar that has a hydroxyl group substituted for a hydrogen. Non-limiting examples of deoxy sugars: Rhamnose, Fucose, and Deoxyribose


C5-Monosaccharides (Furanoses): 5 carbon backbone saccharides, they will cyclize to form a 5 carbon ring. Non-limiting examples of C5 monosaccharides include: Fructose, ribose, xylose, arabinose, and lyose.


C6-Monosaccharides (Pyranoses): 6 carbon backbone saccharides, they will cyclize to form a 6 carbon ring. Non-limiting examples of C6 monosaccharides include: Glucose, mannose, allose, altrose, tallose, galactose, glucopyranose


Aminosugars: A sugar molecule in which a hydroxyl group has been replaced with an amine group. The functional group is most likely connected via an amide bond with the fatty acid, but those skilled in the art can also connect the amino sugar through one of the hydroxyl groups. Non-limiting examples of aminosugars include: Galactosamine, glucosamine, sialic acids, N-acetyl-D-glucosamine, mannosamine


Aldonamide: a sugar-based surfactant category. A non-limiting example of an aldonamide based surfactant includes: coco D-gluconamide.


Dissacharides: Disaccharides are sugars or carbohydrates made by linking two monosaccharides. A glycosidic bond can form between any hydroxyl group on the monosaccharides, leading to many different combinations of bonds and stereochemistry, producing disaccharides with unique properties. These dissacharides can be subsequently reacted with a free fatty acid by those with skill in the art to form a disaccharide alkyl ester. Non-limiting examples of Disaccharides include: Sucrose, maltose, lactose, cellobiose, mannobiose, trehalose, lactulose, turanose, xylobiose, melibiose, sophorose, and raffinose


Polysaccharides: A chain of more than 2 saccharides, linked together by glycosidic bonds. A non-limiting example of a group of polysaccharides is alkyl polyglucosides (APG).


Sugar Alcohols: Sugars which have had the terminal sugar aldehyde converted into an alcohol. Non-limiting examples of sugar alcohols include: lactitol, sorbitol, isomalt, xylitol, erythritol, and mannitol.


Dehydrated Sugar Alcohols: Sugar alcohols which have been dehydrated to form a cyclized lactone ring. Non limiting examples of dehydrated sugar alcohols include: sorbitan, mannitan, xylitan, anhydroerythritol, furanoside, and furanose.


Methods of Addition of Alkyl Chains and Sugars to Make Sugar Based Surfactants:

Glycosidic bond: Sugars can be attached to alkyl chains through a glycosidic bond. The glycosidic bond can be N, O or S linked, whereby a hydroxyl group on the sugar is replaced and linked to another carbon chain via an amine, ether, or thioether. All of the sugar functional groups mentioned above can be used to form a glycosidic bond with an alkyl chain. Non-limiting examples of sugar derived surfactants include: Cocoyl glucoside (O-linked), octyl-glucamine (N-linked), alkylpolyglucosides, 3-(butyloxy)-2-hydroxypropyl-beta-D-galactopyranoside, 3-(pentyloxy)-2-hydroxypropyl-beta-D-galactopyranoside, 3-(hexyloxy)-2-hydroxypropyl-beta-D-galactopyranoside, 3-(heptyloxy)-2-hydroxypropyl-beta-D-galactopyranoside, 3-(octyloxy)-2-hydroxypropyl-beta-D-galactopyranoside, 3-(nonyloxy)-2-hydroxypropyl-beta-D-galactopyranoside, 3-(decyloxy)-2-hydroxypropyl-beta-D-galactopyranoside, 3-(dodecyloxy)-2-hydroxypropyl-beta-D-galactopyranoside, 3-(tetradecyloxy)-2-hydroxypropyl-beta-D-galactopyranoside, 3-(hexadecyloxy)-2-hydroxypropyl-beta-D-galactopyranoside, 3-(octadecyloxy)-2-hydroxypropyl-beta-D-galactopyranoside, 3-(eicosyloxy)-2-hydroxypropyl-beta-D-galactopyranoside, 3-(docosyloxy)-2-hydroxypropyl-beta-D-galactopyranoside, 3-(tetracosyloxy)-2-hydroxypropyl-beta-D-galactopyranoside, 3-(hexenyloxy)-2-hydroxypropyl-beta-D-galactopyranoside, 3-(decenyloxy)-2-hydroxypropyl-beta-D-galactopyranoside, 3-(dodecenyloxy)-2-hydroxypropyl-beta-D-galactopyranoside, 3-(tetradecenyloxy)-2-hydroxypropyl-beta-D-galactopyranoside, 3-(hexadecenyloxy)-2-hydroxypropyl-beta-D-galactopyranoside, 3-(octadecenyloxy)-2-hydroxypropyl-beta-D-galactopyranoside, 3-(docosenyloxy)-2-hydroxypropyl-beta-D-galactopyranoside, 3-(tetracosenyloxy)-2-hydroxypropyl-beta-D-galactopyranoside, 3-(3-oxa-tridecyloxy)-2-hydroxypropyl-beta-D-galactopyranoside, 3-(fluorododecyloxy)-2-hydroxypropyl-beta-D-galactopyranoside, 3-(butyloxy)-2-hydroxypropyl-beta-D-glucopyranoside, 3-(octyloxy)-2-hydroxypropyl-beta-D-mannopyranoside, 3-(tetradecyloxy)-2-hydroxypropyl-beta-D-lactoside, 3-(octadecyloxy)-2-hydroxypropyl-beta-D-maltoside, 3-(octyloxy)-2-hydroxypropyl-beta-D-galactotrioside, and 3-(dodecyloxy)-2-hydroxypropyl-beta-D-cellotrioside.


Saccharide Polyethyleneoxide Combination Surfactants:

Non-limiting examples of surfactants in this category include: PEG-20 sorbitan cocoate, PEG-40 sorbitan diisostearate, PEG-2 sorbitan isostearate, PEG-5 sorbitan isostearate, PEG-20 sorbitan isostearate, PEG-40 sorbitan lanolate, PEG-75 sorbitan lanolate, PEG-10 sorbitan laurate, PEG-40 sorbitan laurate, PEG-44 sorbitan laurate, PEG-75 sorbitan laurate, PEG-80 sorbitan laurate, PEG-3 sorbitan oleate, PEG-6 sorbitan oleate, PEG-80 sorbitan palmitate, PEG-40 sorbitan perisostearate, PEG-40 sorbitan peroleate, PEG-3 sorbitan stearate, PEG-6 sorbitan stearate, PEG-40 sorbitan stearate, PEG-60 sorbitan stearate, PEG-20 sorbitan tetraoleate, PEG-30 sorbitan tetraoleate, PEG-40 sorbitan tetraoleate, PEG-60 sorbitan tetraoleate, PEG-60 sorbitan tetrastearate, PEG-20 sorbitan triisostearate, PEG-160 sorbitan triisostearate, PEG-18 sorbitan trioleate, Sorbeth-40 hexaoleate (previously PEG-40 sorbitol hexaoleate), Sorbeth-50 hexaoleate (previously PEG-50 sorbitol hexaoleate), Sorbeth-30 tetraoleate laurate (previously PEG-30 sorbitol tetraoleate laurate), and Sorbeth-60 tetrastearate (previously PEG-60 sorbitol tetrastearate).


Saccharide Ester Surfactants:

Sugar functional groups, after condensation with a fatty acid, form saccharide esters. All sugars are assumed to be linked through an ester bond formed from a condensation reaction with a carboxylic acid of a hydrolyzed maleic acid or free fatty acid and an alcohol group of the sugar. There are multiple chemical methods to form sugar fatty acid esters. Esterification can also occur enzymatically, most typically with a range of Lipase. Non-limiting examples of saccharide ester surfactants include: Sorbitan monolaurate, mannitan oleate, glucose pentaacetate, maltitol laurate, raffinose isostearate, raffinose myristate, raffinose oleate, sucrose acetate isobutyrate, sucrose acetate/stearate, sucrose benzoate, sucrose cocoate, sucrose dilaurate, sucrose dipalmitate, sucrose distearate, sucrose hexaerucate, sucrose hexaoleate/hexapalmitate/hexastearate, sucrose hexapalmitate, sucrose laurate, sucrose myristate, sucrose octaacetate, sucrose oleate, sucrose palmitate, sucrose palmitate/stearate or sucrose stearate-palmitate ester, sucrose pentaerucate, sucrose pentahydroxystearate, sucrose polybehenate, sucrose polycottonseedate, sucrose polylaurate, sucrose polylinoleate, sucrose polyoleate, sucrose polysoyate, sucrose polystearate, sucrose stearate, sucrose tetrahydroxystearate, sucrose tetraisostearate, sucrose tetrastearate triacetate, sucrose tribehenate, sucrose trilaurate, sucrose tristearate, trehalose isostearate, sorbitan monolaurate, mannitan oleate, erythitrol laurate, erithitrol myristate, sucrose monolaurate, maltose monolaurate, lactose monolaurate; sucrose monodecanoate, maltose monodecanoate, lactose monodecanoate; and sucrose monooctanoate, maltose monooctanoate, lactose monooctanoate, monostearoyl xyloglucan, and fructose laurate.


Sulfonation of Sugar Based Surfactants:

Sulfonated sugar esters generally give better solubility than sugar esters alone, allowing for increased solubility of long alkyl chain surfactants (stearate).


Amide Sugar Based Surfactants:

This category of surfactants may be characterized by an amide linking the hydrophilic sugar head groups to a lipophilic tail.


Amino Alcohol Surfactants:

This class of surfactant is general of the formula: R—C(═O)—NH—X—OH, where R is generally, a C8 to C40 alkyl, and X can be a C1 to C10 alkyl chain. In some embodiments, R may be a C4 to C20 alkyl, C5 to C18 alkyl, C6 to C17 alkyl, C7 to C16 alkyl, or a C8 to C15 alkyl. A non-limiting example of a surfactant: cocamide monoethanolamine, wherein R is a C11 alkyl.


Amino Acid Based Surfactants:

Non-limiting examples of this class of surfactants includes: Lauroyl Glutamic Acid, Sodium cocoyl Glycinate, -N-dodecanoylaminomalonic acid, and N-dodecanoylaspartic acid.


Polyol Surfactants:

A molecule with more than two hydroxyl group is a polyol. They are relatively easy to attach to a fatty acid, or other non-polar group comprising a carboxylic acid group by condensation of the carboxylic acid and alcohol into a fatty acid ester. Non-limiting examples of polar polyol groups that may be attached to a desired non-polar group include: Polyglycerol, and pentaerythritol. A non-limiting example of a polyol surfactant is polylgyceryl laurate.


Zwitterionic Polar Groups:

Non-limiting examples of zwitterionic polar groups includes: glycinate, betaine, sultaines (sometimes referred to as sulfobetaines), hydroxysultaine, ethanolamide, ammonioalkyl sulfates (general formula: R—N+(CH2)2XSO4. X is an alkyl chain can be between 1 to 6 carbons, most typically 3 carbons), and phospocholines. Non-limiting examples of surfactants in this category include: lysophospholipids, fos-cholines, cocoamidylpropyl betaine, coco-hydroxysultaine, cocamidopropyl hydroxysultaine, capryl sultaine cetyl/lauryl/myristyl hydroxysultaine, coco-sultaine, erucamidopropyl hydroxysultaine, lauramidopropyl hydroxysultaine, lauryl hydroxysultaine, lauryl sultaine myristamidopropyl hydroxysultaine, myristyl sultaine, oleamidopropyl hydroxysultaine, and tallowamidopropyl hydroxysultaine, and lysophospholipid c.


Surfactants suitable for use in the present invention have an aggregate diameter. As used herein the term “aggregate diameter” refers to the size of an aggregate of the surfactant in aqueous conditions as measured by dynamic light scattering. An “average aggregate diameter” refers to the average of the size of a plurality surfactant aggregates in an aqueous environment as measured by dynamic light scattering. The term “average aggregate diameter” may be used interchangeably herein with the term “aggregate diameter”. Examples, without limitation, of how to measure an average aggregate diameter are provided in the Examples section herein.


Surfactant association with non-water moieties is often used to stabilize contaminants in an aqueous solution. Modifying the head and tail regions of a surfactant can substantially alter the morphology of a surfactant aggregate formation, a hydrophobic lipid balance of the molecule, and consequentially the surfactant aggregate's ability to bind and stabilize various contaminants in a solution. For example, modifying the length of the alkyl chain of a surfactant may modify the hydrophobic lipid balance of the surfactant molecule, which may have an effect on aggregate shape, ability to solubilize oil in water, and/or surfactant aggregation number. Surfactants may also be used to increase flotation efficiency of contaminants by increasing their association with microbubbles. However, often, when using surfactants aggregates alone, surfactant aggregate remains in the water after treatment, making the produced water chemically incompatible with many industrial processes, particularly those which may require high surface tension in the water.


As used herein, the term “polymer” refers to a relatively high molecular weight substance which is at least partially soluble in an aqueous environment. Polymers are composed by linking together small molecules, called monomeric units, in sufficient number such that the addition or removal of one or several units does not substantially change the properties of the polymer. A monomeric unit refers to the group of atoms, derived from a monomer, comprising the unit that is repeated in the polymer. (Milton Orchin, et al. in Vocabulary of Organic Chemistry p. 518 (John Wiley & Sons, 1980)). The monomeric units may be linked in a regular repeating or irregular repeating manner.


In some embodiments, the polymer in a nanonet composition may be comprised of two different monomeric units. In some embodiments, the polymer in a nanonet composition may be comprised of three different monomeric units. In some embodiments, the polymer in a nanonet composition may be comprised of a plurality of different monomeric units. In some embodiments, the polymer in a nanonet composition may be comprised of linear chains or of branched chains. In some embodiments, some monomeric units may be relatively more hydrophilic whereas other monomeric units may be relatively more hydrophobic.


In some embodiments, the different monomeric units comprising the polymer are regularly alternating, for example, --A-B-A-B--. In some embodiments, the different monomeric units comprising the polymer may substantially alternate in a different pattern, for example, --A-A-B-A-A-B--. This type of alternation can be thought of as a block. In some embodiments, a larger number of monomeric units comprising the polymer may repeat in a larger sequence before alternating to repetition of another monomeric unit in the polymer. The larger the number of the same repeating monomeric unit the larger the block in a polymer. In some embodiments of a polymer comprising a nanonet composition, a block comprises two monomeric units of a first type, and one monomeric unit of a second type. In other embodiments, a block may comprise two monomeric units of a first type, a monomeric unit of a second type, and a monomeric unit of third type.


In some embodiments, the polymer comprising the nanonet composition has at least one hydrophilic monomeric unit and at least one hydrophobic monomeric unit. The polymer in a nanonet composition may be made from styrene-maleic acid copolymer. The polymer in a nanonet composition may be hydrolyzed styrene-maleic anhydride copolymer. In some embodiments, the polymer may be hydrolyzed di-isobutylene-maleic anhydride copolymer (DIB-co-maleic anhydride). As with SMA, DIB-co-maleic anhydride is not soluble in aqueous solution, but becomes soluble when at least a portion of the maleic anhydride monomeric unit are hydrolyzed to the di-carboxylic acid form. What follows holds for each of SMA and DIB-co-maleic anhydride, and a resulting water-soluble di-carboxylic acid containing form therefrom. It is to be appreciated herein that SMA is often used herein as an abbreviation for styrene-malic acid copolymers and DIBMA is used as an abbreviation for di-isobutylene-maleic anhydride copolymers and that such abbreviations are context specific and theses two abbreviations may refer to both the hydrolyzed and non-hydrolyzed forms of these copolymers and a person of skill in the art will be readily able to identify whether or not the copolymer is in a hydrolyzed form or not. The use of the abbreviates hSMA and hDIBMA always refer to the hydrolyzed form of these copolymers.


SMA is generally insoluble in aqueous solutions. To increase the solubility of SMA, the polymer may be heated in a basic pH solution leading to at least some portion of the maleic anhydride units in the polymer becoming hydrolyzed, thereby forming hSMA. This means that some portion of the repeating maleic anhydride units in hSMA are chemically converted to adjacent CH groups each bearing a pendant carboxylic acid group. Chemically, this dicarboxylic acid repeating unit in hSMA may be expressed as follows: —CH(COOH)—CH(COOH)—, or a salt form thereof wherein one or both of the adjacent carboxylic acid units may be in the protonated acid form, or a salt thereof. In some embodiments, the adjacent carboxylic acid units may be in a salt form with a single divalent or multi-valent cation. For example, divalent and multi-valent cations such as, but not limited to, ammonia ions, calcium ions, magnesium ions, or ferrous or ferric iron ions.


In some embodiments of a nanonet composition, the percentage of hydrolysis of SMA to hSMA (or DIB-co-maleic anhydride to hDIBMA) is an amount effective to substantially solubilize the polymer in aqueous solution under conditions for nanonet formation. In some embodiments, substantially all of the maleic acid units are hydrolyzed to create dicarboxylic acid repeating units in the polymer chain. In some embodiments, not all of the maleic acid units are hydrolyzed.


In some embodiments, at least one hydrophilic monomeric unit is maleic anhydride hydrolyzed to maleic acid or a salt thereof and having the general chemical formula [—CH(COR6)CH(COR7)—]. In some embodiments, a sufficient number of maleic acid monomeric units (by hydrolysis of some maleic anhydride monomeric units) are present for the polymer to dissolve in aqueous solution in a concentration sufficient to form a nanonet composition (see FIG. 14). When all maleic anhydride monomeric units in the polymer are fully hydrolyzed (for example polymer 2000), R6 and R7═OH (carboxylic acid functional group).


In some embodiments, some of the maleic anhydride monomeric units in the polymer may be modified thereby changing any one or more of R6, R7 or both. For example, any one or more of R6, R7, or both may be OR1, OR2, NHR1, NHR2, NR12, NR22, and SR1. This modification may be accomplished by any one or more substitution, displacement, or condensation reactions known to those skilled in the art, including but not limited to those set out in the Examples section.


R6, R7 or both, R1, R2 or both, may be a pendant group functionalizing the maleic acid monomeric unit in a polymer comprising a nanonet composition. For example, any of the R groups of this paragraph may be any one or more of hydrogen, C1-C40, straight or branched chain, saturated, mono-unsaturated or poly-unsaturated, aliphatic cyclic, or aromatic cyclic, polycyclic, a sugar, pyridine, pyrimidine, purine, cyclodextrin, indole, isoindole, glycosides and piperazine. In some embodiments, the aromatic cyclic is alkylated.


In some embodiments the polymer has hydrophobic monomeric units comprising a polymer that include an unsaturated carbon chain having between one and ten additional carbon atoms. For example, styrene, p-methyl styrene, chlorostyrene, 2-chlorostyrene, 4-chlorostyrene, fluorostyrene, bromostyrene, propylene, isobutylene, isoprene, and mixtures thereof.


In other embodiments, the hydrophobic monomeric unit, may be a straight or branched chain, saturated, mono-unsaturated or poly-unsaturated, aliphatic cyclic, polycyclic, aromatic cyclic having at least one aromatic ring. In some embodiments, the aromatic cyclic is alkylated. Generally, the hydrophobic monomeric unit has as few as 3 and as many as 10 carbon atoms.


Polymers suitable for use in the present invention have an average particle diameter. As used herein “particle diameter” refers to the size of a polymer in aqueous conditions as measured by dynamic light scattering. “Theoretical polymer diameter” refers to the theoretical minimum diameter of a compact polymer sphere which may be calculated as described below. An “average particle diameter” refers to the average of the size of a plurality polymers in an aqueous environment as measured by dynamic light scattering. The term “average particle diameter” may be used interchangeably herein with the term “particle diameter”. Examples, without limitation, of how to measure an average particle diameter are provided in the Examples section herein.


Polymers may be long polymers or short polymers. As used herein the term “long polymer” refers to a polymer with a molecular weight above 40,000 g/mol, and/or a contour length above 100 nm. As used herein the term “short polymer” refers to a polymer that with a molecular weight below 40,000 Da, and/or a contour length below 100 nm.


In some embodiments, functional groups on polymers suitable for use in nanonets interact with di-valent and tri-valent cations, such as maleic acid. Addition of di-valent and tri-valent cationic metals neutralizes a negative charge of carboxylate group present on the maleic acid, thereby precipitating the polymer. Corresponding association between the maleic acid functionalized block co-polymer with a surfactant aggregate renders the surfactant aggregate sensitive to the cations. Thus, addition of a nanonet into solutions containing high concentrations of di-valent and tri-valent cations will precipitate the entire complex of nanonet and cations. In some instances, suitably high concentrations of monovalent cations may also precipitate the entire complex of nanonets and associated cations. This resulting precipitate is hydrophobic in nature and binds non-water moieties, such as hydrocarbons. As time passes the precipitates begin to flocculate, thereby increasing in size and becoming more amenable to removal from solution by physical means such as settling or floatation. If surfactant and polymer are added sequentially into solutions containing large concentrations of a polymer specific precipitant, the non-water moiety binding and flocculation effect of the surfactant is lost because the polymer immediately precipitates as individual particles, and the surfactant component remains free to dissociate in solution. In cases where a precipitant which acts on the surfactant is present in solution, sequential addition of polymer and detergent will result in separate polymer and surfactant precipitates and the flocculating effect is lost.


Illustrative embodiments of this invention provide a nanonet comprising:

    • a) a surfactant aggregate having an average aggregate diameter; and
    • b) a polymer having an average particle diameter which average particle diameter is the same or smaller than the average aggregate diameter. The resulting nanonet often has a diameter larger than the average particle diameter.


Other illustrative embodiments of this invention provide a nanonet comprising:

    • a) a surfactant aggregate having an average aggregate diameter; and
    • b) a polymer having an average particle diameter which average particle diameter is the same or smaller than the average aggregate diameter. The resulting nanonet often has a diameter larger than the average particle diameter. Specifically excluded from these embodiments are nanonets in which both:
    • 1) the surfactant is selected from the group consisting of: Triton X-100™, Triton X-305™, N-dodecyl-beta-D-maltoside (DDM), sodium oleate, sodium cholate, sodium deoxycholate (DOC), beta-octyl glucoside (Beta-OG), and lauryl dimethylamine n-oxide (LDAO); and
    • 2) the polymer is selected from the group consisting of: SMA-2000™, SMA-2021™, and Di-isobutylene-co-maleic acid (DIBMA).


For clarity, embodiments in which the surfactant is selected from Triton X-100™, Triton X-305™, DDM, sodium oleate, sodium cholate, DOC, Beta-OG, and LDAO are included in the present invention provided that the polymer is not exclusively and only one of SMA-2000™, SMA-2021™ or DIBMA. Similarly, embodiments in which the polymer is selected from the group consisting of: SMA-2000™, SMA-2021™ and DIBMA are also included in the present invention provided that the surfactant is not exclusively and only one of Triton X-100™, Triton X-305™, DDM, sodium oleate, sodium cholate, DOC, Beta-OG, or LDAO.


In some other embodiments still, the surfactant is not a phospholipid. In some other embodiments still, the surfactant is not a lipid.


By selecting for a ratio of surfactant average aggregate diameter to polymer average particle diameter in the range of 1:1, nanonet formation can be predicted to occur. Often it is preferable to select a ratio of surfactant average aggregate diameter to polymer average particle diameter in the range of 1:<1. Often it is preferable to select a ratio of surfactant average aggregate diameter to polymer average particle diameter in the range of 1:<1, where <1 is close to 1, but still less than 1. This allows for design of nanonets with varying surfactants and varying polymers that are stable and likely to contain a high number of surfactant molecules. By increasing the capture of surfactant molecules into nanonets, physical parameters that may be important for downstream application of the particles may also be selected for.


When selecting materials for preparation of a nanonet, a surfactant aggregate preferably has an average aggregate diameter larger than an average particle diameter of a polymer. This limits the choice of suitable surfactants that may be incorporated into a nanonet for a given size of polymer; the shorter the polymer, the more varieties of nanonets that may be formed. However, with increasing polymer length, nanonets, comprising a surfactant having an average aggregate diameter size that is larger or the same size when compared to the average particle diameter of the polymer may lead to smaller, more stable nanonets that may display enhanced flocculation efficiency and/or flotation characteristics. Therefore, selecting for longer polymers and selecting suitable surfactants based on the ratio of average aggregate diameter to average particle diameter of the selected polymer provides for stable nanonet formation with advantageous properties.


In preferred formation conditions, a polymer, when in a compact polymer particle, has an average particle diameter slightly smaller than the size of the surfactant's average aggregate diameter. In aqueous conditions and using a slight excess of polymer, the surfactant and polymer will self-assemble into a nanonets, leading to an increase in precipitated matter in solution (FIG. 1A). An example of this relationship as shown in the Examples below, where SMA-2000™ (4 nm in diameter, 14 nm in length) and Triton X-100 ™ (5.3 nm in diameter, 16.6 nm in circumference) form a nanonet (5.1 nm in diameter, 16 nm in circumference) at a 1:1 wt/wt ratio.


A surfactant aggregate may be too large to be encompassed by a single polymer chain. This may lead to splitting of the original surfactant aggregate into smaller nanonets (FIG. 1C), similar to the solubilization action of SMA in lipid bilayers (Dörr, J. M., Koorengevel, M. C., Schafer, M., Prokofyev, A. V., Scheidelaar, S., van der Cruijsen, E. A. w., Dafforn, T. R., Baldus, M., Killian. J. A. Detergent-free isolation of KcsA in nanodiscs. PNAS. December 2014, 111 (52) 18607-18612). This partitioning of surfactant between polymers is exemplified in the Examples below with PGL1, which was solubilized into 25 nm particles in both SMA-2000 ™ and SMA-725 ™ (Table 4). However, multiple polymers may also associate around a large surfactant aggregate, which in some cases may lead to an increase in size of the nanonet when compared to the surfactant average aggregate diameter (FIG. 1D).


A surfactant aggregate may also be too small for a given length of polymer (FIGS. 2A and 2B, triangles). However, whereas a large surfactant aggregate may form a nanonet with a smaller polymer, a surfactant aggregate that is too small will remain separate and not form a nanonet with a larger polymer. For example, as set out in the Examples below, Triton X-100 ™ and Triton X-305 ™ aggregates are both too small to efficiently form nanonets with the large SMA-725™ polymer, but are able to form nanonets with the smaller SMA-2000 ™ polymer. This may be because of the free-energy landscape which governs amphipathic molecule association. Surfactant aggregates may form due to balancing the entropic cost of a multimolecular assembly with the free energy conserved by shielding of hydrophobic alkyl chains from aqueous solution. This shielding of the hydrophobic groups from water also occurs in SMA polymers, which will form compact particle structures in buffered aqueous solutions. A compact polymer particle represents the smallest diameter conformation that a polymer can adopt. In the case of a small surfactant aggregate and a large polymer, an increase in size of both the surfactant and the polymer caused by their association would therefore be entropically unfavourable and not occur in the absence of another factor (FIG. 1B). Possible factors may be enthalpic contributions such as hydrogen bonding, salt bridging, or electrostatic interactions between the surfactant and polymer.


In some embodiments, it is possible to determine nanonet assembly using the following formula:





Volume of backbone, non-hydrogen atom (C,O,S,N)≈20 Å3





Volume of aromatic ring=84 Å3


Diameter of surfactant aggregate (Daggregate)=2×((n×Vsur)/π/4×3)1/3, where V is the calculated volume of a surfactant monomer, and n is the number of surfactant molecules in the surfactant aggregate.


Diameter of a compact polymer micelle (Dpolymer)=2×((nblock×Vblock)/π/4×3)1/3, where V is the calculated volume of the polymer block, and n is the number of blocks in a single polymer chain.


Calculation of SMA-2000 ™ compact polymer diameter: Mwblock=324 g/mol; (2 styrene, 1 maleic acid), MwSMA2000≈7500 g/mol


nblock=Mwpolymer/Mwblock≈23;


Vblock=2 aromatic rings, 8 carbon atoms, 4 oxygen atoms=408 Å3;


Vpolymer=nblock*Vblock=23×408 Å3=9,384 Å3;


Dpolymer=2×((nblock×Vblock)/π/4×3)1/3=2×((9,9,384 Å3)/7/4×3)1/3=26 Å=2.6 nm


Calculation of SMA-2021™ compact polymer diameter: Mwblock=324 g/mol; (2 styrene, 1 maleic acid,), MwSMA2021≈22,000 g/mol


nblock=Mwpolymer/Mwblock≈68


Vblock=2 aromatic rings, 8 carbon atoms, 4 oxygen atoms=408 Å3;


Vpolymer=nblock*Vblock=68×408 Å3=27,744 Å3;


Dpolymer=2×((nblock×Vblock)/π/4×3)1/3=2×((27,744 Å3)/π/4×3)1/3=37 Å=3.7 nm


Calculation of SMA-725 ™ compact polymer diameter: Mwblock=428 g/mol; (3 styrene, 1 maleic acid), MwSMA725≈130,000 g/mol


nblock=MwSMA725/Mwblock≈308


Vblock=3 aromatic rings, 10 carbon atoms, 4 oxygen atoms=532 Å3;


Vpolymer=nblock*Vblock=308×532 Å3=163,856 Å3;


Dpolymer=2×((nblock×Vblock)/π/4×3)1/3=2×((163,856 Å3)/π/4×3)1/3=68 Å 6.8 nm


Calculation of SMA-3000 ™ compact polymer diameter: Mwblock=428 g/mol; (3 styrene, 1 maleic acid), MwSMA3000≈9,000 g/mol nblock=MwSMA3000/Mwblock≈21


Vblock=3 aromatic rings, 10 carbon atoms, 4 oxygen atoms=532 Å3;


Vpolymer=nblock*Vblock=21×532 Å3=11,172 Å3;


Dpolymer=2×((nblock×Vblock)/π/4×3)1/3=2×((11,172 Å3)/π/4×3)1/3=28 Å=2.8 nm


Calculation of SMA-IBE compact polymer diameter: Mwblock=220.2 g/mol; (1 styrene, 1 maleic acid), MvSMA-IBE 65,000 g/mol


nblock=Mvpolymer/Mwblock≈295


Vblock=1 aromatic ring, 6 carbon atoms, 4 oxygen atoms=284 Å3;


Vpolymer=nblock*Vblock=295×284 Å3=83,780 Å3;


Dpolymer=2×((nblock×Vblock)/π/4×3)1/3=((83,780 Å3)/π/4×3)1/3=54 Å=5.4 nm


Calculation of SMA-Cumene terminated compact polymer diameter: Mwblock=428 g/mol; (3 styrene, 1 maleic acid), Mwcumene=152 g/mol MwSMA-Cumene 1500 g/mol


nblock=MwSMA-Cumene−MwCumene/Mwblock≈3.1


Vblock=3 aromatic rings, 10 carbon atoms, 4 oxygen atoms=532 Å3;


Vpolymer=nblock*Vblock+VCumene=(3.1×532)+144 Å3=1,819 Å3;


Dpolymer=2×((nblock×Vblock)/π/4×3)1/3=2×((1,819 Å3)/π/4×3)1/3=15 Å=1.5 nm


Calculation of DIBMA compact polymer diameter: Mwblock=226 g/mol; (18 hydrogen atoms, 12 carbon atoms, 4 oxygen atoms), MwDIBMA≈12,000 g/mol


nblock=MwDIBMA/Mwblock≈53


Vblock=12 carbon atoms, 4 oxygen atoms=320 Å3;


Vpolymer=nblock*Vblock=53×320 Å3=16,960 Å3;


Dpolymer=2×((nblock×Vblock)/π/4×3)1/3=2×((16,960 Å3)/π/4×3)1/3=32 Å=3.2 nm


Calculation of Ethanol derived SMA-2000 ™ compact polymer diameter:


Mwblock=367 g/mol; (22 carbon atoms, 4 oxygen atoms, 1 nitrogen atom, 25 hydrogen atoms), MwEthanol derived SMA2000≈8495 g/mol


nblock=Mwpolymer/Mwblock≈23;


Vblock=2 aromatic rings, 10 carbon atoms, 4 oxygen atoms, 1 nitrogen atom=468 Å3;


Vpolymer=nblock*Vblock=23×468 Å3=10,764 Å3;


Dpolymer=2×((nblock×Vblock)/π/4×3)1/3=2×((10,764 Å3)/π/4×3)1/3=27 Å=2.7 nm


Calculation of Triton x-100™ surfactant aggregate diameter:


(Daggregate)=2×((n×Vsur))/π/4×3)1/3

Nsurfactant=100-155, Vsurfactant=10 oxygen atoms, 29 carbon atoms, 1 aromatic ring=864 Å3

(Daggregate)=2×((100×864 Å3))/π/4×3)1/3=21 Å3=52 Å=5.2 nm.


For Tx-100, Daggregate>DSMA2000, Nanonet formation is predicted.


Daggregate<DSMA725™, Nanonet formation is incompatible with SMA725™. Daggregate>DSMA2021 Nanonet formation is predicted.


Calculation of Triton x-305™ surfactant aggregate diameter:


(Daggregate)=2×((n×Vsur))/π/4×3)1/3

Nsurfactant=30, Vsurfactant=30 oxygen atoms, 69 carbon atoms, 1 aromatic ring=3,684 Å3

(Daggregate)=2×((30×3,684 Å3))/π/4×3)1/3=59.5 Å 6 nm.


For Triton x-305™, Daggregate>DSMA2000; Nanonet formation is predicted with SMA-2000™. Daggregate<DSMA725; Nanonet formation is incompatible with SMA-725™. Daggregate>DSMA2021 Nanonet formation is predicted.









TABLE 1







Diameters of Selected Polymers and Surfactants.














Estimated
Measured




MW
Diameter
Diameter



















SMA 2000 ™
7,500
Da
2.6
nm*
4
nm














SMA 2021 ™
22,000
Da
3.7
nm*
N/A















SMA 725 ™
130,000
Da
6.8
nm*
10
nm



Triton X-100 ™
650
Da
5.4
nm
5
nm



Triton X-305 ™
1500
Da
6
nm
9
nm














Triton X-45 ™
400
Da
N/A
91
nm







*Assuming fully compacted polymer in generally spherical shape.






In some illustrative embodiments of the present invention, the surfactant is selected from the group consisting of: PGL1, PGL2. PGL3, PGL4, PGL5, Triton X45™, Triton X-100™, Triton X-305™, sodium oleate, potassium oleate, LDAO, polyoxyethylene sorbitan monolaurate, polyoxyethylene sorbitan monooleate, polyoxyethylene sorbitan myristate, polyoxyethylene sorbitan stearate, polyoxyethylene sorbitan palmitate, lauramidopropyl betaine, cocoyl glycinate, glucose laurate monoester, sucrose laurate, sucrose monooleate, sucrose palmitate, glyceryl monolaurate, fructose laurate, potassium oleate, oleic acid, palmitic acid, linoleic acid, and mixtures thereof. In some embodiments, the surfactant is a mixture of PGL5 and sodium oleate. In some embodiments, the surfactant is a mixture of PGL5 and potassium oleate.


In illustrative embodiments of the present invention, the polymer is a block co-polymer. In some embodiments, the polymer has a ratio of hydrophobic:hydrophilic groups of from about 1:1 to about 4:1, from about 1:1 to about 3:1, from about 2:1 to about 3:1, or about 2:1. In some embodiments, the polymer is selected from the group consisting of: SMA-725™, SMA 3000™, SMA-2000™, and SMA-2021™. In some embodiments, the polymer is SMA-725™.


Nanonets according the present invention may be made by mixing, in aqueous environment, a polymer and a surfactant. It is often advantageous to add enough surfactant such that the concentration of surfactant is at the concentrated micelle concentration (CMC). Nanonets may be prepared in a more clear and/or sterile environment and then added to an aqueous solution for treatment later, or may be provided as a separate parts in a kit for mixing later. The parts of the kit may be mixed in a clean and/or sterile environment or they may be mixed in situ for preparation of the nanonets directly in the aqueous solution to be treated.


In illustrative embodiments, there is provided a method of treating produced water using nanonets described herein. An example of such a method is injecting a solution of nanonets into a liquid flow. The manner of injection may be through any method known to a person of skill in the art, and is often through an eductor, such as a Venturi eductor. The nanonet solution may be actively pumped into the eductor, or naturally drawn into the fluid flow by the venturi effect if a suitable pressure drop is present. The nanonet solution may be injected into the fluid flow alone, or concurrently with a gas or other water chemicals. The nanonet solution may also be injected through an injection coil followed by a static mixer. In such a case it may be necessary to first dilute the nanonet solution to facilitate mixing in a pipe.


EXAMPLES

The following examples are illustrative of some of the embodiments of the invention described herein. These examples do not limit the spirit or scope of the invention in any way.


In the following Examples 1-14, the following methods reagents and materials were used.


Reagents and Materials:

Unless otherwise stated, all chemicals were purchased from Sigma-Aldrich™ Canada. Polyglycerol-10-palmitate (PGL5), Polyglycerol-10-oleate (PGL1), Polyglycerol-10-stearate (PGL3), Polyglycerol-10-laurate 1 (PGL2) and 2 (PGL4) were purchased from Shandong Binzhou New Material Technology Co.™, Ltd. Styrene maleic anhydride block co-polymer was purchased from Cray Valley™ (SMA-2000™), or Jiaxing Huawen Chemical Co.™, Ltd (SMA-725™).


Preparation of Concentrated Polymer Stock Solutions of SMA-725™ and SMA-2000™

For preparation of styrene maleic acid co-polymers, SMA-725™ was first ground to a fine powder, while SMA-2000 ™ was purchased in powder form. 5% (wt/vol) of pre-hydrolyzed SMA-725™ and SMA-2000 ™ were subsequently incubated in 500 mM potassium hydroxide at 80° C. with stirring for 5 hours or until the solution had cleared. Solutions were passed through a 10 μm filter to remove non-hydrolyzed particles, then precipitated by dropwise addition of 12M HCl with stirring until pH 2. Precipitated polymer was filtered (10 μm), washed 3× with 100 mL of dilute HCl (50 mM), 3× with 100 mL of ultrapure water, then left to dry at room temperature for 72 hours. The concentrated polymer stock solution was then prepared by resuspending 200 mg of the dry polymer in ultrapure water and adjusting the pH of the suspension to 7 by dropwise addition of sodium hydroxide. The resulting clear polymer solution was then adjusted to a final volume of 10 mL and final concentration of 2% (wt/vol). All polymer stock solutions were prepared according to this procedure and diluted accordingly in distilled water before use.


Polymer stock solutions prepared according to the procedure immediately above were used in the examples set forth in the following sections; even if a polymer is referred to only by its name or trade name.


Preparation of Stock Surfactant Solutions.

Stock Triton X-100™, Triton X-305™, and Triton X-45™ solutions were prepared by mixing 300 mg of surfactant into a final volume of 30 mL of ultrapure water. Stock solutions of PGL1, PGL3, or PGL5, respectively, were prepared by weighing out 1 g, 500 mg, or 330 mg, respectively. The weighed amount of the selected surfactant was resuspended in 10 mL of ultrapure water and mixed with a handheld homogenizer until emulsified to produce each respective PGL surfactant stock solution. For all other surfactant stock solutions, 300 mg of surfactant was dissolved into 30 mL of ultrapure water to form 1% stock solutions.


Nanonet Formation Assays:

Concentrated polymer (stock solution of 0.5% wt/vol) and surfactant (stock solution of 1% wt/vol) were mixed in a microcentrifuge tube. The amount of each stock solution employed, depended upon the desired surfactant to polymer ratio in the examples that follow. The combined concentrated stock solutions in the microcentrifuge tube were then diluted to a final volume of 1 mL in ultrapure water. The tubes were mixed by hand inversion 3 times, left to sit for 5 minutes, and then 1 drop (approximately 10 uL) of 12M hydrochloric acid was introduced to stimulate nanonet precipitation. Tubes were mixed 3 times by inversion, left to sit at room temperature for 5 minutes. To detect the formation of nanonets, the absorbance of the tube contents was measured at 540 nm.


Size Measurement with Dynamic Light Scattering (DLS):


Polymer particle size, surfactant aggregate size, and nanonet size measurements were measured using dynamic light scattering (Zetasizer Nano ZS™). In brief, 0.5% wt/vol solutions of surfactants were prepared in Buffer A (20 mM Tris-HCl {Tris(hydroxymethyl)aminomethane}, pH 7). Surfactants were mixed at a 1:1 ratio (wt/wt) with the indicated polymer and allowed to sit 5 minutes at room temperature. Additionally, polymer only and surfactant only samples, respectively, were mixed with an equivalent volume of Buffer A and incubated for an equivalent time period. After 5 minutes, large aggregates and dust were removed from the solutions by 0.2 μM filter, followed immediately by measuring size by dynamic light scattering (absorbance at 540 nm). During sizing, samples were diluted dropwise in Buffer A to obtain an optimum polydispersity index (<0.5) for measurements. Number values were taken as a measure of the diameter for surfactant aggregate, nanonet and polymer particle diameters.


Flocculation Speed Experiments:

1% sodium oleate nanonets were formed by addition of 1:1 (wt:wt) of the indicated SMA polymer and sodium oleate. Sodium oleate nanonet solutions were then diluted to 0.02% by weight/volume in 1 mL of ultrapure water and allowed to sit for 5 minutes at room temperature (21° C.) in a polystyrene cuvette. Nanonets were subsequently destabilized by acidification (1 drop 12M HCl), and the absorbance measured at 540 nm. Settling of the precipitated sodium oleate nanonet floc was tracked over time. As a control, the settling behavior of acidified sodium oleate aggregates were also tracked over time.


Example 1
Size Characterization of Non-Ionic Surfactant Aggregates

A comparison of nanonet formation with one relatively smaller polymer (SMA-2000™), and one relatively larger polymer (SMA-725™) SMA polymer, using the same surfactant series was undertaken. Each of these polymers are styrene maleic acid block co-polymers. The molecular weight averages for SMA-2000 ™ and SMA-725™ are 6,000 Da and 130,000 Da, respectively.


To examine the relationship between polymer particle size and surfactant aggregate size in nanonet formation, surfactants from each of the Triton™ X series and polyglyceryl-10-alkyl (PG) series of surfactants were tested. First, the surfactant average aggregate diameter was measured by dynamic light scattering (Table 2). For the Triton™ X series of surfactants, the higher the hydrophobic lipid balance (HLB) of the surfactant, the smaller the average aggregate diameter (DTX-45>DTX-305≈DTX-100). This may be due to the increase in the hydrophilic head-group component of the surfactant, which may lead to increased curvature of the surfactant aggregate, and thus a smaller measured diameter of the aggregate. For the PG series of surfactants, the measured aggregate diameters did not fit this trend, possibly due to varying lengths and degrees of saturation in the surfactants' alkyl chains, which may alter monomer packing and possibly aggregate structure.









TABLE 2





Dynamic Light Scattering Characterization of Surfactant


Average Aggregates and Activated SMA Polymers.




















Poly
Average





Dispersity
Aggregate
Hydrophobic
Alkyl


Additive
Index
Diameter
Lipid
Chain


Surfactant
(PDI)
(nm)
Balance
Carbons





0.5% Triton X-305 ™
0.162
9.913
17.3
12


0.5% Triton X-45 ™
0.467
90.7
9.8
12


0.5% Triton X-100 ™
0.246
5.327
13.5
12


0.5% PGL1
0.356
46.05
10.5
18


0.5% PGL 2
0.169
96.66
12
12


0.5% PGL 3
0.541
304.9
11
16


0.5% PGL 4
0.109
69.98
14
12


0.5% PGL 5
1
557
10.5
18


0.5% Sodium Oleate
NA
392
18
18

















Average






Particle





Diameter
Contour



Polymer
PDI
(nm)
Length







0.5% SMA-2000 ™
0.945
4.305
 14 nm



0.5% SMA-725 ™
0.418
10.73
349 nm










Example 2
Self-Assembly of Nanonets May be Driven by Factors Including Polymer Average Particle Diameter, Surfactant Average Aggregate Diameter, and the Ratio (Wt/Wt) of Polymer to Surfactant in Solution

Here, the analysis of nanonet formation began by seeking to determine whether any given combination of surfactant and polymer led to the co-precipitation of surfactant and polymer in a complex upon acidification of the solution (FIG. 2). Each of the PG and Triton™ series of surfactants are generally stable in acidic solution. It is noted, however, that the PG surfactant series can slowly degrade in very acidic conditions. Upon combining solutions of a given SMA polymer and surfactant from the PG or Triton™ series, and even as polymer particles and surfactant aggregates interact, an overall negative charge prevails. That charge can be neutralized by protonation (via addition of a proton source, e.g. acid). Upon such neutralization, a voluminous precipitate immediately forms and begins to flocculate and settle out of solution. The formation of this precipitate can be measured by changes in the absorbance of the solution at 540 nm, a measure of solution turbidity. The rate and amount of formation of turbidity in any given solution is taken as a measurement of nanonet formation.


Triton X-100™, Triton X-305™, and Triton X-45 ™ showed co-precipitation of surfactant and polymer upon addition of surfactant (FIGS. 2A, 2B, and 2C, squares). Once above the 1:1 ratio (wt/wt) of surfactant to polymer, addition of excess surfactant did not significantly increase precipitation. This suggested that once the polymer is saturated, addition of excess surfactant is not incorporated into the nanonet composition.


In the case of Triton X-305™, excess surfactant (500 ppm) led to re-solubilization of the nanonet precipitate (FIG. 2A, squares). A similar trend was observed with Triton X-100™, but much higher concentrations (>500 ppm) were necessary to cause solubilization of the nanonet precipitate (FIG. 2B, squares). In the case of Triton X-45™, the surfactant at high concentrations is turbid, preventing differentiation between nanonet precipitation and basal surfactant aggregates, thus re-solubilization was not detected.


At the ratio of 1:1 wt:wt, the SMA-2000 ™ polymer was able to form nanonets and co-precipitate with any of the Triton™ series surfactants (FIGS. 2A, 2B, and 2C, squares). To next test the effect of polymer length on nanonet formation, the experiments were repeated with the higher molecular weight polymer SMA-725™. In contrast to SMA-2000™, SMA-725 ™ was only able to form nanonets with the relatively larger surfactant aggregates formed by Triton X-45™ (FIGS. 2A, 2B, and 2C, triangles).


These experiments were repeated using the same two SMA polymers but with the PG series of surfactants. In nearly all cases, the PG series of surfactants were able to co-precipitate with both polymers, indicating the formation of nanonets. These results are consistent with the large aggregate diameters of the PG surfactants recorded by dynamic light scattering (Table 2). The smallest surfactant aggregate diameter recorded was 46 nm for polyglyceryol-10-monoleate (PGL1), nearly 4 times greater than the measured average particle diameter of the polymer only particle formed by SMA-725™ (10.7 nm, Table 2).


Example 3
Relationship of Polymer Average Particle Size to Surfactant Average Aggregate Diameter is a Significant Factor that Drives Nanonet Formation

To understand why polymer average particle size may matter for nanonet formation, the average particle diameters of the polymer particles in a buffered solution were measured by dynamic light scattering (Table 2). Although each polymer is an extended chain having a contour length (nm) in basic conditions, the extended chain conformation does not necessarily exist under other solution conditions. For example, in buffered solution at neutral pH, the polymers will often adopt a compact particulate structure having a measurable and calculable average particle diameter.


For example, consider SMA-2000™ in dynamic light scattering measurements. Although SMA-2000 ™ has a contour length of 14 nm, the polymer formed a compact particle having an average particle diameter of (Table 2). For SMA-725 ™ the polymer formed a particle having an average particle diameter of ≈10 nm despite a contour length of nearly 350 nm (Table 2).


Additionally, and also from our dynamic light scattering results, it was observed that both the Triton X-100 ™ and Triton X-305 ™ formed surfactant aggregates having average aggregate diameters below 10 nm (Table 2). By contrast, Triton X-45 ™ formed an aggregate having an average aggregate diameter of 90 nm (Table 2). Despite all three surfactants forming nanonets with SMA-2000™, only Triton X-45 ™ formed a nanonet with SMA-725 ™ (FIG. 2C, triangles).


From these results, if a surfactant has an average aggregate diameter that is larger than the average particle diameter of a polymer, that polymer surfactant combination will form a nanonet. Consequently, as each PG series surfactant formed an aggregate having an average aggregate diameter over at least 40 nm, both SMA-725 ™ and SMA-2000 ™ were able to interact and form nanonets (Table 3).









TABLE 3







Nanonet Formation with PGL Series Surfactant and SMA-


725 ™ and SMA-2000 ™












Ratio






Surfactant
Control
SMA-725 ™
SMA-2000 ™



to Polymer
(Absorbance
(Absorbance
(Absorbance


Surfactant
(wt/wt)
at 540 nm)
at 540 nm)
at 540 nm)














PGL1
0
0.001
0.107
0.162


PGL1
0.5
0.022
0.192
0.272


PGL1
1
0.035
0.322
0.475


PGL1
1.5
0.053
0.453
0.981


PGL1
2
0.101
1.06
1.793


PGL1
5
0.195
2.333
2.245


PGL2
0
NA
0.11
0.14


PGL2
0.5
NA
0.124
0.272


PGL2
1
NA
0.141
0.22


PGL2
1.5
NA
0.14
0.223


PGL2
2
NA
0.184
0.253


PGL2
5
0.12
0.269
0.529


PGL2
10
0.562
2.063
2.249


PGL2
20
0.143
1.296
2.261


Triton X-305 ™
0
0
0.021
0.042


Triton X-305 ™
0.5
−0.001
0.051
0.031


Triton X-305 ™
1
−0.003
0.057
0.457


Triton X-305 ™
2
−0.005
0.062
0.512


Triton X-305 ™
5
−0.002
0.068
0.02


Triton X-100 ™
0
−0.006
0.024
0.042


Triton X-100 ™
0.5
−0.009
0.047
0.075


Triton X-100 ™
1
−0.006
0.073
0.163


Triton X-100 ™
2
−0.006
0.144
1.149


Triton X-100 ™
5
0.008
0.131
1.728


Triton X-100 ™
10
−0.006
0.003
1.54


Triton X-100 ™
20
0
0
0.903


Triton X-45 ™
0
−0.01
0.022
0.043


Triton X-45 ™
0.5
0.017
1.333
1.781


Triton X-45 ™
1
0.091
1.398
1.848


Triton X-45 ™
2
0.139
1.724
1.866


Triton X-45 ™
5
0.378
1.594
NA


Triton X-45 ™
10
0.978
NA
NA









Example 4
Effect of Polymer Length on Nanonet Size

To measure the size of the nanonets, we utilized dynamic light scattering. Nanonets generally had nanonet diameters smaller than the average aggregate diameter of the surfactant (Table 4). This suggests that the polymer was able to compact or partially dissociate surfactant aggregates. However, in some cases the addition of the polymers resulted in nanonets that had nanonet diameters with no change in size, or even a larger nanonet diameter when compared to the average aggregate diameter of the surfactant aggregate alone, notably in the cases of PGL 2 and Triton X-45 ™ (Table 4). Interestingly, these two polymers often formed different sized nanonets with the same surfactants. Surfactants with small alkyl chains (PGL4 and PGL 2, NCH2=12) formed nanonets with SMA-2000 ™ which were 2 to 4-fold smaller than those formed by SMA-725™(Table 4). However, and surprisingly, the longer contour length SMA-725™ polymer generally formed nanonets with smaller nanonet diameters than those formed by SMA-2000 ™ when surfactants with long alkyl chains were employed (Alkyl chain carbons >12) (Table 2). This smaller nanonet size may be due to the decreased free energy requirements of a single long polymer (SMA-725™) stabilizing a surfactant aggregate compared to the higher entropic contributions of multiple smaller polymers (SMA-2000™) stabilizing the same surfactant aggregate.









TABLE 4







Dynamic Light Scattering Measurements of Various Polymer Surfactant Mixtures
















Size





Poly

Change




Dispersity
Nanonet
Relative to
Alkyl




Index
Diameter
Surfactant
Chain


Polymer
Surfactant
(PDI)
(nm)
Aggregate*
Carbons















SMA-2000 ™
PGL1
0.471
23.54
−49%
18


SMA-725 ™
PGL 1
0.379
24.49
−48%
18


SMA-2000 ™
PGL 2
0.269
95.38
 1%
12


SMA-725 ™
PGL 2
0.188
178.4
 85%
12


SMA-2000 ™
PGL 3
0.339
116.2
−62%
16


SMA-725 ™
PGL 3
0.511
24.32
−92%
16


SMA-2000 ™
PGL 4
0.52
8.074
−89%
12


SMA-725 ™
PGL 4
0.225
44.81
−36%
12


SMA-2000 ™
PGL 5
0.45
544.6
 1%
18


SMA-725 ™
PGL 5
0.49
366.4
−35%
18


SMA-2000 ™
TX-100 ™
0.51
5.123
 −4%
12


SMA-725 ™
TX-100 ™
ND
ND
NA
12


SMA-2000 ™
TX-305 ™
0.392
3.543
−62%
12


SMA-725 ™
TX-305 ™
ND
ND
NA
12


SMA-2000 ™
TX-45 ™
0.342
220.3
144%
12


SMA-725 ™
TX-45 ™
0.357
101.5
 12%
12


SMA-2000 ™
Na-Oleate
0.426
53.24
−75%
18


SMA-725 ™
Na-Oleate
0.445
34.43
−91%
18









Example 5

This example compares polymer average particle diameter sizes to the stability of a nanonet from that polymer when the surfactant average aggregate diameter is held constant. Flocculation efficiencies (for example, rate of formation) of sodium oleate nanonets formed by SMA-2000™ and SMA-725™ were compared (FIG. 3A). Sodium oleate forms a large surfactant aggregate having an average aggregate diameter of 392 nm (Table 2), and is therefore compatible with both SMA-2000™ and SMA-725™ for nanonet formation, sodium oleate has a long alkyl chain (NCH2=18). Free sodium oleate in solution will precipitate, but little flocculation or settling occurs (FIG. 3B). However, in SMA-725™ containing nanonets, upon destabilization by pH shift (FIG. 3C), the interaction between the interacting polymer and sodium oleate precipitate and rapidly aggregate. This aggregation occurs rapidly, signaling nanonet destabilization (FIG. 3C). In contrast, the short chain polymer SMA-2000™ forms sodium oleate based nanonets which do not flocculate very well. This is apparent due to the comparatively slower settling of the precipitated SMA-2000™ sodium oleate based nanonets (FIG. 3D). Flocculation of destabilized nanonets was measured quantitatively by observing solution clearing after polymer destabilization (FIG. 3E). The quantitative measurements of rate and quality of flocculation, respectively, supported the qualitative observations that sodium oleate nanonets formed by a longer polymer display faster aggregation kinetics, and are therefore easier to physically remove when being used for wastewater treatment (FIG. 3E).


Example 6
Addition of Nanonets for Capture of Oil and Suspended Solids from Produced Water

In this example, flowback water samples and produced water samples were employed with nanonets. The water samples used were from typical Bakken Formation oil production activities. The water samples were measured for hydrocarbon content before and after exposure to nanonets. Nanonets comprising SMA-2000 ™ and Triton X-100™, were added to flowback water samples as well as to produced water samples. The solids in the resulting mixtures were then removed by filtration. Thereafter, the hydrocarbon content of each filtrate recovered from the treated water samples was again measured. The results are set out in Table 5 below.









TABLE 5







Hydrocarbon Content of Flowback and Produced Water from Bakken


Formation Pre and Post Nanonet Treatment. (250 ppm nanonets,


10 micron filtration, ppb = parts per billion)












Flowback

Produced




Water (ppb)

Water (ppb)



PRE-
POST-
PRE-
POST-



NANONET
PRECIPITATE
NANONET
PRECIPITATE



ADDITION
REMOVAL
ADDITION
REMOVAL















Extractable Petroleum
378,000
11,500
9,410
1,180


Hydrocarbons (C10-C19)


Extractable Petroleum
276,000
11,000
8,640
1,450


Hydrocarbons (C19-C32)


Aggregate
1,020,000
1,430
4,44
ND


Hydrocarbons *(6-10)









Example 7
Optimization of Nanonets for Selective Iron Remediation from Produced Water (Nanonets as a Platform for Selective Contaminant Removal

Several different surfactants were screened to identify a suitable surfactant with which to prepare an iron selective nanonet. In addition a lipid SMA particle (Lecithin) was assayed. In a screening procedure the iron selective nanonet is identified that can selectively capture iron from water produced by unconventional oil and gas operations. Once, the surfactant is identified, the nanonet formulation may be further refined to be easily removed by dissolved air flotation and/or filtration.


Each of sodium oleate, CAPB™, (COCAMIDOPROPYL BETAINE), PGL1, PGL2, PGL3, PGL4, PGLW, and cocoyl glycinate, were formed into nanonets using the polymer SMA-2000 ™ with a 5:1 wt/wt ratio (surfactant:polymer). A lipid-SMA formulation (Lecithin and SMA-2000™) was also assayed. The nanonets were added to solutions comprising dissolved iron at three different concentrations of divalent cations (4000 ppm, 400 ppm and 40 ppm). A first control with no nanonet added to it and a second control with KOH added to it were also tested. Two separate experiments were conducted. In the first, the solutions with nanonets or SMA-lecithin added were left overnight, then filtered. In the second, the solutions with nanonets and SMA-lecithin added were left for 10 minutes, then filtered. The controls were also filtered after the requisite elapsed time.


Sodium oleate, and polyglyceryl-10 monostearate (PGL5) displayed good targeting properties for capture of iron into SMA-2000 ™ based nanonets. PGL5 (PGLW) shows most consistent removal across the range of calcium concentrations. Conversely, the results when taken as a whole across all of the surfactants tested tend to display relatively better removal at 400 ppm calcium and relatively worse at 4000 ppm. The PGL series of surfactants appear to be generally insensitive to calcium concentration. Surfactants with high binding affinity for iron (e.g. cocoyl glycinate) appear to be more negatively affected by calcium ion concentration. The results are graphically displayed in FIGS. 4 and 5.


Example 8

Fourteen (14) different nanonets were prepared. Each nanonet comprised either SMA-2000 ™ or SMA-725 ™ and one of the following surfactants: sodium oleate, PGL2, PGL3, cocoyl glycinate. A SMA-lecithin formulation was also tested. Each of the nanonets was then added to various solutions comprising varying concentrations of Fe2+ and Ca2+ ions. In a first experiment, the treated solutions were left for 10 minutes. In a second experiment, the treated solutions were left for 12 hours. The results indicate that SMA-2000 ™ nanonets appear relatively better at removing iron than SMA-725 ™ nanonets. Increasing concentrations of divalent cations such as calcium appear to generally decrease the iron binding capacity of nanonets. A control without nanonets and treated with only KOH was also tested. The results are graphically depicted in FIG. 6.


Example 9

Four (4) nanonets were prepared using SMA-725 ™ as the polymer and using one of the following surfactants: PGL2, PGLW, sodium oleate, and cocoyl glycinate. A SMA-Lecithin control was also tested. Solutions comprising iron ions in a ratio of 75:25 Fe3+: Fe2+, were prepared at a concentration of 100 ppm. One of each of the four nanonets and the SMA-lethicin formulation was then added to a separate iron solution and left to sit for either 10 minutes or 12 hours. A control without nanonets and treated with only KOH was also tested. The results, graphically depicted in FIG. 7 generally show that increasing the residence time of iron solution treated with nanonets generally increases the amount of iron removed.


Example 10

Six different nanonets were prepared using sodium oleate as the surfactant and three different polymers. Each polymer was used to prepare two nanonets, the first of which comprised a ratio of 1:5 wt/wt polymer:surfactant and the second comprised a ratio of 1:1 wt/wt. The results are graphically depicted in FIG. 8. The figure shows generally that increasing the surfactant concentration within a nanonet increases iron removal. This suggests that iron removal is dependent, at least in part, upon surfactant concentration within the nanonet and not solely dependent on pH of a nanonet mixture.


Example 11

Nanonets comprising SMA-725 ™ and one of the following surfactants: PGL5, cocoyl glycinate, or sodium oleate and a SMA lecithin-formulation were prepared and each added to a separate sample of produced water. The produced water comprised 500 ppm oil, >100,000 ppm, total dissolved solids (TDS), and >10,000 ppm divalent cations. A first control with no nanonet and a second control without nanonets and treated with only KOH were also tested. The results are shown in FIGS. 9 and 10. Generally, the results indicate that sodium oleate based nanonets provide a relatively better combination of oil removal and iron removal in real produced water samples.


Example 12
Sodium Oleate Nanonets can be Tuned by Small Addition of Polyglyceryl 10 Monostearate to Enhance Flotation (Nanonet OPGW

An OPGW nanonet comprised of SMA-725™, 75% sodium oleate, 25% polyglyceryl-10 monostearate, 1:1 wt ratio polymer:surfactant was prepared. The nanonets were then added to produced water samples having varying levels of elevated divalent cations (10 ppm iron, 50 ppm iron, and 100 ppm iron) and left for 10 min. The samples were then filtered and the iron content (FIG. 11A), colour (FIG. 11B) and the turbidity (FIG. 11C) of the filtrate from the treated water samples were tested. A first control with no nanonet added and a second control without nanonets and treated with only KOH were also tested. The results generally indicate that the OPGW nanonet provides rapid removal of both iron and oil and gas from produced water samples and in the presence of elevated divalent cations.


Example 13
OPGW Nanonets Enhance Dissolved Air Floatation (DAF) Based Removal of Both Iron and Hydrocarbons from Produced Water

The OPGW nanonet was prepared as set out above and added to produced water samples that were then treated by dissolved air flotation (DAF), followed by filtration. Prior to the addition of nanonets and again after filtration, the samples were tested for iron content, colour and turbidity. A control with no nanonet added was also tested. Total iron concentration of the filtrate from treated water samples was determined by the Ferrozine method. A yellow colour is indicative of dissolved hydrocarbons and colloidal iron was measured by absorbance at 350 nm. Turbidity was measured by absorbance at 540 nm. The results are set out graphically in FIG. 12.


Example 14

Treatment of Produced Water With OPGW Nanonets (SMA-725™, 75% sodium oleate, 25% Polyglyceryl-10 Monostearate, 1:1 wt ratio polymer:surfactant), a first control with untreated produced water, and a second control without nanonets and only filtration were tested for metal concentration and for extractable petroleum hydrocarbons. All samples were vigorously mixed with addition of air for 10 minutes. The results are set out in FIG. 13.


In the following Examples 15-21, the following methods reagents and materials were used.


Reagents and Materials Examples 15-21

Poly(styrene-co-maleic anhydride) polymer was purchased from Jiaxing Huawen Chemical Co.™, Ltd (SMA-725™, Lot no. S190405A01), or Cray Valley™ (SMA-2021™, Lot no. 204222A; SMA-2000™, Lot no. PS16072901; and SMA-3000™, Lot no. PS16111302). The polymers SMA-725™ and SMA-2021™ were ground to a fine powder before use. Poly(diisobutylene-alt-maleic acid) (DIBMA™, Lot no. 4217473) was purchased from Anatrace, while the polymers poly(styrene-co-maleic anhydride), cumene terminated (SMA-cumene terminated, Lot no. 08728HN) and poly(styrene-co-maleic anhydride), partial isobutyl ester (SMA-IBE, Lot no. 09918JN) were purchased from Sigma Aldrich.


Non-ionic surfactants 4-(1,1,3,3-tetramethylbutyl)phenyl-polyethylene glycol Triton™ X-100, Lot no. SLBX5574; Triton™ X-305 (70% in H2O), Lot no. SLBX0207; Triton™ X-45, Lot no. SLBX0207; CAS no. 9002-93-1), sorbitan laurate (Span 20™; CAS no. 1338-39-2, Lot no. MKCF5665), polyethylene glycol sorbitan monolaurate (Tween 20™; CAS no. 9005-64-5, Lot no. SLBW9887) polyethylene glycol sorbitan monopalmitate (Tween 40™; CAS no. 9005-66-7, Lot no. MKBV6853V), polyethylene glycol sorbitan monostearate (Tween 60™; CAS no. 9005-67-8, Lot no. MKBX0810V), polyoxyethylenesorbitan tristearate (Tween 65™; CAS no. 9005-71-1, Lot no. MKCG4378), polyethylene glycol sorbitan monooleate (Tween 80™; CAS no. 9005-65-6, Lot no. BCBV5152), and polyethylene glycol sorbitan trioleate (Tween 85™; CAS no. 9005-70-3, Lot no. MKCG2988), (Z)-9-octadecenoic acid sodium salt (Sodium Oleate™; CAS no. 143-19-1, Lot no. SZBG1110V), p-toluenesulfinic acid sodium salt hydrate (sodium p-toluenesulfinate Hydrate™; CAS no. 207801-20-5, Lot no. MKCD1005), 1-octanesulfonic acid sodium salt monohydrate (sodium 1-octanesulfonate Monohydrate™; CAS no. 207596-29-0, Lot no. BCBW1986), 9,10-dihydro-9,10-dioxo-2-anthracenesulfonic acid sodium salt monohydrate (Anthraquionone-2-sulfonic acid sodium salt Monohydrate™; CAS no. 153277-35-1, Lot no. MKCD1028), o-ethylxanthic acid potassium salt (Potassium ethyl Xanthogenate™; CAS no. 140-89-6, Lot no. 44706), dodecylbenzenesulfonic acid sodium salt (Sodium dodecylbenzene Sulfonate™, CAS no. 25155-30-0, Lot no. STBH2778), and 1,2-Hexanediol (CAS no. 6920-22-5, Lot no. STBH6345) were purchased from Sigma Aldrich.


Poly(oxy-1,2-ethanediol)-alpha-isotridecyl-omega-hydroxy phosphate (Lakeland PAE 136™, CAS no. 73038-25-2, Lot no. W475) was purchased from Lakeland Labs, Ltd. (Z)-9-Octadecenoic acid (oleic Acid™, CAS no. 112-80-0, Lot no. SJ1-111) was purchased from Vantage. Polyethylene glycol monoalkyl ether (Genapol X-080™, CAS no. 9043-30-5) was purchased from Fluka, while lauramidopropyl betaine (TC-LAB 35™, CAS no. 86438-78-0) and potassium cocoyl glycinate (Amin GCK 30H™, CAS no. 301341-58-2) were purchased from Tinci. Sodium-1-dodecanesulfonate (dodecane-1-sulfonic acid sodium Salt™, CAS no. 2386-53-0, Lot no. K49293246 806) was purchased from Merck KGaA. Alkylpolyglucoside (coco Glucoside™, CAS no. 141464-42-8, Lot no. 16072-A52) was purchased from New Directions. Decaglyceryl monostearate (polyglycerol-10-Stearate™, CAS no. 79777-30-3), decaglyceryl monolaurate (polyglycerol-10-Laurate™, CAS no. 34406-66-1), (polyglycerol-10-Palmitate™), and triglyceryl monooleate (polyglycerol-10-Oleate™, CAS no. 11094-60-3) were obtained from Shandong Binzhou GIN&ING New Material Technology Co., Ltd. Sodium (C10-16) benzenesulfonate (Bio Soft D-40™, CAS no. 68081-81-2, Lot no. 8252764), sodium (C14-16) olefin sulfonate (Bio Terge AS-40™, CAS no. 68439-57-6, Lot no. 8242348), sodium lauryl sulfoacetate (Lathanol LAL Powder™, CAS no. 1847-58-1, Lot no. 8170061), sodium lauroyl lactylate (Stepan SLL FB™, CAS no. 13557-75-0, Lot no. 8086194), lauryl lactyl lactate (Stepan Mild L3™, CAS no. 910661-93-7, Lot no. 8080185), alkylbenzenesulfonic acid (C11-13) (Stepan Sulfonic 100™, CAS no. 68608-88-8, Lot no. TK-265), sodium tridecyl ether sulfate (Cedepal TD-403 MFLD™, CAS no. 25446-78-0, Lot no. 7606923), disodium cocoamphodipropionate (Amphosol 2CSF™, CAS no. 68604-71-7, Lot no. S77072810), and isopropylamine alkylbenzenesulfonic acid (C9-17 Br) (Ninate 411™, CAS no. 68649-00-3, Lot no. 8082275) were purchased from Stepan Company. VDISTILL DV53™ Distilled Soy Fatty Acid (CAS no. 68308-53-2, Lot no. 829608) and VDISTILL DV 63™ Distilled Canola Fatty Acid (Lot no. 833603) were purchased from Vantage. n-Decyl-β-D-thiomaltoside (n-decyl-β-D-Thiomaltopyranoside™, CAS no. 148565-56-4, Lot no. 4216901), 1H, 1H, 2H-perfluorooctyl-β-D-maltopyranoside (octyl maltoside, Fluorinated™ CAS no. 118680-70-9, Lot no. 4217259), n-dodecyl-β-D-thiomaltoside (n-dodecyl-β-D-Thiomaltopyranoside™, CAS no. 148565-58-6, Lot no. 4216186), 1,2,5,6-tetradecyl-β-D-glucopyranoside-3,4-O-di-dodecyl-D-mannitol (perGlu-bisdodecyl Mannitol™, Lot no. 4217252, 1,2,5,6-tetradecyl-β-D-glucopyranoside-3,4-O-di-tridecyl-d-mannitol (perGlu-bistridecyl Mannitol™, Lot no. 4217317), 1,2,5,6-tetradecyl-β-D-glucopyranoside-3,4-O-Di-tetradecyl-d-mannitol (pergGlu-bistetradecyl Mannitol™, Lot no. 4217150), 3,6,9,12,15,18,21,24-octaoxahexatriacontan-1-ol (octaethylene glycol monododecyl Ether™, CAS no. 3055-98-9, Lot no. 4217388), n-decyl-β-D-thioglucoside (n-decyl-β-D-Thioglucopyranoside™, CAS no. 98854-16-1, Lot no. 127098), n-nonyl-β-D-thioglucoside (n-nonyl-β-D-Thioglucopyranoside™, CAS no. 98854-15-0, Lot no. 4216868), hexaethylene glycol monodecyl ether (decyl hexaethylene glycol Ether™, CAS no. 5168-89-0, Lot no. 4157194), n-heptyl-β-D-thioglucoside (n-heptyl-β-D-Thioglucopyranoside™, CAS no. 85618-20-8, Lot no. 4216927), n-octyl-β-D-thiomaltoside (n-octyl-β-D-Thiomaltopyranoside™, CAS no. 148616-91-5, Lot no. 4216064), decyl hexaethylene glycol ether (hexaethylene glycol monooctyl Ether™, CAS no. 4440-54-4, Lot no. 4216205), hexaethylene glycol monododecyl ether (dodecyl hexaethylene glycol ether, CAS no. 3055-96-7, Lot no. 4215962), and dodecyl heptaethylene glycol ether (heptaethylene glycol monododecyl Ether™, CAS no. 3055-97-8, Lot no. 4216865) were purchased from Anatrace.


N-octanoyl-L-methionine (CAS no. 35440-75-6), n-decanoyl-L-methionine (CAS no. 51570-51-5), n-dodecanoyl-L-methionine (CAS no. 35440-74-5), n-octanoyl-L-threonine (CAS no. 91694-75-6), n-decanoyl-L-threonine (CAS no. 30664-76-7), n-dodecanoyl-L-threonine (CAS no. 14379-57-8), and n-dodecanoyl-L-histidine (CAS no. 55258-11-2) were synthesized by GreenCentre Canada.


The subsequent Anatrace surfactants may be abbreviated as following: n-decyl-β-D-thiomaltopyranoside as nDDTP-D335, octyl maltoside, fluorinated as PFDMP-0310F, n-dodecyl-β-D-thiomaltopyranoside as nDDDTP-D342, perGlu-bisdodecyl mannitol as DDDM-MNA-C12, perGlu-bistridecyl mannitol as pGBTM-MNA-C13, pergGlu-bistetradecyl mannitol as pGBTEM-MNA-C14, octaethylene glycol monododecyl ether as OEGMDE-0330, n-decyl-β-D-thioglucopyranoside as nDDTGP-D323, n-nonyl-β-D-thioglucopyranoside as nNDTP-N335, hexaethylene glycol monooctyl ether as HEGMOE-H350, n-heptyl-β-D-thioglucopyranoside as nHDTP-H301, n-octyl-β-D-thiomaltopyranoside as nODTTP-0320, hexaethylene glycol monodecyl ether as HEGMDE-H360, heptaethylene glycol monododecyl ether as HEGMDDE-H370, hexaethylene glycol monododecyl ether as HXEGMDDE-H375.


Hydrolysis of Polymers:

SMA-725™ (Jiaxing Huawen Chemical Co.™) and SMA-2021™ (Cray Valley™) were first ground to a fine powder, while SMA-2000™ (Cray Valley™), SMA-3000™ (Cray Valley™), DIBMA (Anatrace™), SMA-cumene terminated (Sigma Aldrich™), and SMA-IBE (Sigma Aldrich™) were purchased in powder form.


In a 3-neck round-bottom flask connected with a condenser was added a 500 mM potassium hydroxide (KOH) solution in deionized water and heated to 50° C. To the warm KOH solution was added 5% (wt/vol) SMA-X™ (X=SMA-725™, SMA-2000™, SMA-3000™, SMA-2021™, cumene terminated, IBE) and the reaction mixture was heated to reflux at 100° C. for 3 h. During reflux, the polymer dissolved completely and for the reaction with SMA-725 ™ and SMA-2021™ a clear yellow solution was obtained. The reaction mixture was cooled down to ambient temperature and subsequently filtered to remove non-hydrolyzed particles. The filtrate was precipitated by dropwise addition of 12 M HCl with stirring until a pH of ≤2 was achieved. The precipitate was filtered using a 10 μm filter, washed 3× with 100 mL of dilute 50 mM HCl solution and 3× with 100 mL of deionized water. The isolated colorless polymer was dried at ambient temperature for 2 hours and lyophilized over night for ca. 12 hours.


Preparation of Derivatized SMA-2000™



text missing or illegible when filed


In a reaction vessel with a magnetic stir bar, 0.200 g SMA-2000™ powder was dissolved in 10 mL dimethylformamide to give a clear yellow solution. To this reaction mixture was added 20 μL triethylamine and 99 μL ethanolamine. A colour change from yellow to colourless solution was observed. The reaction mixture was stirred for 24 h at ambient temperature. Upon addition of 51 mL acidic aqueous solution a colorless suspension was obtained and the supernatant was decanted. To the colorless precipitate was added 2 mL tetrahydrofuran and the precipitate dissolved overnight and was let to evaporate over two days. Yield: 0.234 g. FTIR (ATR, cm−1): 3380, 3027, 2930, 2887, 1769, 1717, 1653, 1596, 1492, 1452, 1387, 1176, 1061, 1033, 916, 760, 699.


Infra-Red Spectroscopy

Fourier-transform infrared spectroscopy was performed on commercially available poly(styrene-co-maleic anhydride) polymers and poly(styrene-co-maleic acid) polymers using an Agilent Technologies Cary 630 spectrometer. Equipped with a diamond ATR (attenuated total reflectance). Spectra were recorded in the range of 400-4000 cm−1 with an average of 4 scans and a resolution of 1 cm−1. The C═O maleic anhydride vibration stretching modes were observed at 1775 cm−1 and 1855 cm−1, while the C═O maleic acid stretching mode was detected at 1705 cm−1 (see Killian et al. Chemistry and Physics of Lipids (2019), 218, 85-90).


Preparation of 2% Polymer Stock Solution:

200 mg of anhydrous polymer was suspended in deionized water and the pH adjusted to 7-8 by dropwise addition of 500 mM potassium hydroxide solution. Polymer solutions were sonicated to obtain a homogenous solution and adjusted to a final volume of 10 mL. The polymer solutions were filtered using a 0.22 Nylon filter.


Preparation of 1% Surfactant Stock Solution:

150 mg of surfactant was dissolved into 15 mL of deionized water to form separate 1% stock solutions of each surfactant. The following surfactants N-octanoyl-L-methionine, N-dodecanoyl-L-methionine, N-decanoyl-L-threonine, N-dodecanoyl-L-threonine, and N-dodecanoyl-L-histidine were dissolved in deionized water and the pH was adjusted to 8 to ensure complete dissolution of surfactants. The surfactant solutions were filtered using a 0.22 μm Nylon filter.


The chemical structure of model surfactant Triton™ X series is as follows in Formula (i):




embedded image


Triton™ X-100 with n=9-10; Triton™ X-305 with n=30; Triton™ X-45 with n=5.


Particle Sizing on DLS:

Particle sizing with intensity values were measured by dynamic light scattering on a Malvern Model ZEN1600 NanoSizer-S™ instrument (Malvern Instruments Inc, Westborough, Mass., USA) at 25° C. with a 173° scattering angle. Number intensity values for hydrolyzed polymer and surfactant samples were obtained using a Malvern Zetasizer Nano ZS™ at 25° C. with a 173° scattering angle.


Surfactant solutions and hydrolyzed polymer solutions were prepared in 20 mM Tris-HCl {Tris(hydroxymethyl)aminomethane} pH=7 buffer solution at ambient temperature and diluted in Tris-HCl buffer in concentrations ranging from 1% to 0.1%. The samples were filtered using a 0.22 μM Nylon or 0.45 μM Nylon filter, followed immediately by sizing in disposable cuvettes. Solutions were diluted to obtain an optimum dispersity index (<0.5) for surfactant aggregate diameter and polymer particle diameter measurements. Surfactant nDDTGP-D323 was prepared in 20 mM TRIS pH 7 and methanol (1:1 ratio). In one instance, intensity values were taken as surfactant aggregate or polymer particle diameter. In another instance, number values were taken as surfactant aggregate or polymer particle diameter.









TABLE 6







Dynamic Light Scattering Characterization using


Intensity Values of Anionic Surfactant Aggregates
















Aggregate







Diameter
Poly



Alkyl


[nm]
Dispersity



Chain


(Intensity
Index


Surfactant
Length
Head Group
Concentration
Mean d)
(PDI)















Sodium 1-Octane
8
Sulfonate
10% 
1.562
0.367


Sulfonate


Amin GCK 30H
18, 8
Acyl glycinate
2%
7.286
0.3


Anthraquinone-2-
0
Sulfonate
1%
1.008
0.343


sulfonic mono


hydrate, sodium


Stepan Bio Soft D-
0
Sulfonate
1%
5.13
0.322


40 ™


Stepan Bio Terge AS-
14
Sulfonate
0.50%  
6.434
0.181


40 ™


Cedepal TD-403
13
Ether sulfate
0.50%  
6.421
0.235


MFLD ™


Dodecane-1-sulfonic
12
Sulfonate
0.50%  
5.108
0.227


acid


Lakeland PAE 136
13
Phosphate
0.25%  
7.924
0.161




ester


Lathanol LAL ™
12
Sulfoacetate
1%
6.814
0.151


n-Decanoyl-L-
10
Amino acid
1%
85.47
0.172


Methionine


n-Decanoyl-L-
10
Amino acid
0.50%  
90.68
0.213


Threonine


n-Dodecanoyl-L-
12
Amino Acid
1%
2.32
0.138


Methionine


n-Dodecanoyl-L-
12
Amino acid
1%
99.96
0.249


Histidine


n-Dodecanoyl-L-
12
Amino acid
0.50%  
99.77
0.203


Threonine


n-Octanoyl-L-
8
Amino Acid
1%
116.6
0.239


Methionine


n-Octanoyl-L-
8
Amino acid
1%
119
0.372


Threonine


Sodium
12
Sulfonate
2%
4.235
0.53


Dodecylbenzene


Sulfonate


Ninate 411 ™
12
Sulfonate
0.50%  
216.2
0.288


p-Toluene Sulfonic
1
Sulfonate
10% 
0.8236
0.32


Acid


Potassium Ethyl
2
Xanthogenate
10% 
190.7
0.281


Xanthogenate


Sodium-1-
5
Sulfonate
0.25
0.8036
0.573


Pentasulfonate


Stepan Mild L3 ™
12
Lactylate
1%
372.9
0.067


Stepan SLL FB ™
12
Lactylate
0.10%  
136.3
0.144


Stepan Sulfonic
2
Sulfonate
2%
2.821
0.186


Acid ™
















TABLE 7







Dynamic Light Scattering Characterization using Intensity Values of Non-ionic Surfactant Aggregates





















Poly



Alkyl




Aggregate
Dispersity



Chain



CMC
Diameter
Index


Surfactant
Length
Head Group
HLB
Concentration
[mM]
[nm]
(PDI)

















Apo 10
10
Phosphine oxide
NA
0.50%
NA
5.835
0.259


Apo 12
12
Phosphine oxide
NA
0.50%
NA
82.41
0.272


Coco Gglucoside
18
Glucopyranoside
13.1
  2%
NA
27.32
0.154


Fluoro Octyl Maltoside O310F
8
Maltoside-sugar
NA
0.50%
NA
23.83
0.172


Genapol X-080
13
Poly ethylene glycol
12
0.10%
0.06-0.15
10.58
0.147


HEGMDDE H370
12
Ethylene glycol
NA
  1%
0.069
8.218
0.14


HEGMDE H360
10
Ethylene glycol
NA
0.50%
0.9
6.033
0.158


HEGMOE H350
8
Ethylene glycol
NA
  2%
10
5.505
0.25


HXEGMDDE H375
12
Ethylene glycol
NA
  1%
NA
9.351
0.079


MNA C12
12
Glucopyranoside
NA
0.50%
0.004
6.122
0.068


MNA C13
13
Glucopyranoside
NA
0.50%
0.002
6.423
0.046


MNA C14
14
Mannitol
NA
0.50%
0.001
7.548
0.217


nDDTP D342
12
Thiomaltopyranoside
NA
0.50%
0.05
11.67
0.131


nDDTGP D323
10
Thioglucopyranoside
NA
  1%
0.9
262.2
0.176


nDDTP D335
10
Thiomaltopyranoside
NA
0.50%
0.9
6.881
0.078


nHDTP H301
7
Thioglucopyranoside
NA
  3%
29
8.935
0.011


nNDTP N335
9
Thioglucopyranoside
NA
0.50%
2.9
137
0.357


nODTTP O320
8
Thiomaltopyranoside
NA
  2%
8.5
6.022
0.324


OEGMDE O330
12
Etheylene glycol
NA
0.50%
0.09
8.099
0.165


Polyglycerol-10-Laurate
12
Polyglycerol fatty acid ester
12
  1%
NA
114.8
0.226


Polyglycerol-10-Oleate
18
Polyglycerol fatty acid ester
10.5
0.50%
NA
358
0.254


Polyglycerol-10-Palmitate
16
Polyglycerol fatty acid ester
10.5
0.50%
NA
111.8
0.226


Polyglycerol-10-Stearate
18
Polyglycerol fatty acid ester
11
0.50%
NA
112.3
0.172


Span 20 ™
12
Sorbitan
8.6
0.10%
NA
1061
0.472


Triton X-100 ™
8
Ethylene glycol
13.4
0.50%
0.24
10.07
0.089


Triton X-305 ™
8
Ethylene glycol
17.3
0.50%
0.65
10.66
0.181


Triton X-45 ™
8
Ethylene glycol
9.8
0.10%
0.1
156.3
0.325


Tween 20 ™
12
Polysorbate
16.7
0.50%
0.05
9.173
0.072


Tween 40 ™
16
Polysorbate
15.6
0.50%
NA
9.691
0.079


Tween 60 ™
18
Polysorbate
14.9
0.10%
0.022
134.2
0.637


Tween 65 ™
18
Polysorbate
10.5
0.50%
NA
114.5
0.286


Tween 80 ™
18
Polysorbate
15
0.50%
0.012
10.42
0.026


Tween 85 ™
16
Polysorbate
11
0.50%
NA
189.8
0.252
















TABLE 8







Dynamic Light Scattering Characterization using Intensity


and Number Values of Hydrolyzed Polymer Aggregates

















Measured









Aggregate


Aggregate



Calculated

Diameter
Poly

Diameter
Poly



Aggregate

[nm]
Dispersity

[nm]
Dispersity



Diameter

(Intensity
Index

(Number
Index


Polymer
[nm]
Concentration
Mean d)
(PDI)
Concentration
Mean d)
(PDI)

















SMA-2000 ™
2.6
0.10%
5.242
0.113
0.10%
4.633
0.292


SMA-2021 ™
3.7
0.25%
6.627
0.274
0.10%
8.383
0.169


SMA-3000 ™
2.8
0.25%
3.713
0.213
0.01%
4.68
0.355


SMA-725 ™
6.8
0.10%
15.03
0.219
0.10%
10.16
0.283


SMA-cumene
1.5
0.10%
7.123
0.164
0.50%
3.325
0.297


terminated


SMA-IBE
5.4
0.25%
9.759
0.209
0.01%
4.256
0.869


DIBMA
3.2
0.50%
76.74*
0.135
0.10%
5.704
0.271





*DIBMA sample in 20 mM Tris pH = 14. DIBMA molecular weight 10,000-12,000 g/mol.













TABLE 9







Dynamic Light Scattering Characterization of Nanonet Aggregates with Nonionic Surfactants















Surfactant









Aggregate


Calculated



Diameter

Polymer
Polymer
Nanonet

Poly



[nm]

Aggregate
Aggregate
Aggregate

Dispersity



(Intensity

Diamter
Diameter
Diameter

Index


Surfactant
Mean d)
Polymer
[nm]
[nm]
[nm]
Concentration
(PDI)

















Apo 10
5.835
DIBMA
92.7
3.2
69.11
0.005
0.178


Apo 12
82.41
DIBMA
92.7
3.2
57.88
0.005
0.446


Coco
27.32
DIBMA
92.7
3.2
84.87
0.005
0.245


Glucoside


Genapol
10.58
DIBMA
92.7
3.2
91.23
0.005
0.252


X080


HEGMDDE
8.218
DIBMA
92.7
3.2
29.05
0.005
0.528


H370


HEGMDE
6.033
DIBMA
92.7
3.2
110.2
0.005
0.351


H360


HXEGMDDE
9.351
DIBMA
92.7
3.2
62.11
0.005
0.268


H375


DDDM-
6.122
DIBMA
92.7
3.2
84.44
0.005
0.407


MNA-C12


pGBTM-
6.423
DIBMA
92.7
3.2
126.4
0.005
0.578


MNA-C13


pGBTEM-
7.548
DIBMA
92.7
3.2
89.21
0.005
0.597


MNA-C14


nDDDTP
11.67
DIBMA
92.7
3.2
96.78
0.005
0.305


D342


nDDTGP
262.2
DIBMA
92.7
3.2
93.11
0.005
0.234


D323


OEGMDE
8.099
DIBMA
92.7
3.2
79.04
0.005
0.175


O330


Polyglycerol-
114.8
DIBMA
92.7
3.2
81.35
0.005
0.246


10-mono-


laurate


Polyglycerol-
358
DIBMA
92.7
3.2
287.3
0.005
0.279


10-mono-


oleate


Span 20 ™
1061
DIBMA
92.7
3.2
117.3
0.005
0.149


Triton
10.07
DIBMA
92.7
3.2
120.9
0.005
0.334


X-100 ™


Triton X-45 ™
156.3
DIBMA
92.7
3.2
84.06
0.005
0.311


Tween 20 ™
9.173
DIBMA
92.7
3.2
87.81
0.005
0.278


Tween 65 ™
114.5
DIBMA
92.7
3.2
89.57
0.005
0.229


Tween 85 ™
189.8
DIBMA
92.7
3.2
155.7
0.005
0.246


Apo 10
5.835
SMA-2000 ™
5.242
2.6
4.889
0.005
0.188


Apo 12
82.41
SMA-2000 ™
5.242
2.6
4.387
0.005
0.421


Coco
27.32
SMA-2000 ™
5.242
2.6
7.668
0.0025
0.467


Glucoside


Genapol
10.58
SMA-2000 ™
5.242
2.6
107.6
0.005
0.165


X080


HEGMDDE
8.218
SMA-2000 ™
5.242
2.6
4.938
0.005
0.419


H370


HEGMDE
6.033
SMA-2000 ™
5.242
2.6
3.87
0.0025
0.147


H360


HEGMOE
5.505
SMA-2000 ™
5.242
2.6
92.13
0.005
0.146


H350


HXEGMDDE
9.351
SMA-2000 ™
5.242
2.6
179
0.0025
0.26


H375


pGBTM-
6.423
SMA-2000 ™
5.242
2.6
6.47
0.00125
0.221


MNA-C13


pGBTEM-
7.548
SMA-2000 ™
5.242
2.6
6.38
0.005
0.404


MNA-C14


nDDDTP
11.67
SMA-2000 ™
5.242
2.6
113.3
0.0025
0.211


D342


nDDTGP
262.2
SMA-2000 ™
5.242
2.6
143.3
0.005
0.264


D323


nDDTP
6.881
SMA-2000 ™
5.242
2.6
168.3
0.005
0.249


D335


OEGMDE
8.099
SMA-2000 ™
5.242
2.6
121.9
0.0025
0.236


O330


Polyglycerol-
114.8
SMA-2000 ™
5.242
2.6
101.2
0.005
0.3


10-mono-


laurate


Polyglycerol-
358
SMA-2000 ™
5.242
2.6
123.1
0.005
0.172


10-mono-


oleate


Span 20 ™
1061
SMA-2000 ™
5.242
2.6
97.93
0.005
0.293


Triton
10.07
SMA-2000 ™
5.242
2.6
139.7
0.00125
0.188


X-100 ™


Triton
10.66
SMA-2000 ™
5.242
2.6
121.7
0.0025
0.468


X-305 ™


Triton X-45 ™
156.3
SMA-2000 ™
5.242
2.6
90.85
0.0025
0.201


Tween 20 ™
9.173
SMA-2000 ™
5.242
2.6
97.91
0.0025
0.389


Tween 40 ™
9.691
SMA-2000 ™
5.242
2.6
133
0.0025
0.605


Tween 60 ™
134.2
SMA-2000 ™
5.242
2.6
6.555
0.00125
0.173


Tween 65 ™
114.5
SMA-2000 ™
5.242
2.6
164
0.0025
0.25


Tween 80 ™
10.42
SMA-2000 ™
5.242
2.6
130
0.0025
0.416


Tween 85 ™
189.8
SMA-2000 ™
5.242
2.6
9.903
0.00125
0.4


Apo 10
5.835
SMA-2021 ™
6.627
3.7
8.087
0.005
0.142


Apo 12
82.41
SMA-2021 ™
6.627
3.7
11.56
0.005
0.166


Coco
27.32
SMA-2021 ™
6.627
3.7
13.26
0.005
0.323


Glucoside


HEGMDDE
8.218
SMA-2021 ™
6.627
3.7
10.53
0.005
0.298


H370


HEGMDE
6.033
SMA-2021 ™
6.627
3.7
8.217
0.0025
0.514


H360


HXEGMDDE
9.351
SMA-2021 ™
6.627
3.7
6.601
0.005
0.309


H375


pGBTM-
6.423
SMA-2021 ™
6.627
3.7
8.065
0.005
0.104


MNA-C13


pGBTEM-
7.548
SMA-2021 ™
6.627
3.7
7.101
0.005
0.16


MNA-C14


nDDTGP
262.2
SMA-2021 ™
6.627
3.7
8.654
0.0025
0.248


D323


nDDDTP
11.67
SMA-2021 ™
6.627
3.7
8.19
0.0025
0.278


D342


OEGMDE
8.099
SMA-2021 ™
6.627
3.7
5.706
0.005
0.27


O330


Polyglycerol-
114.8
SMA-2021 ™
6.627
3.7
22.34
0.005
0.238


10-mono-


laurate


Polyglycerol-
358
SMA-2021 ™
6.627
3.7
120.7
0.005
0.276


10-mono-


oleate


Triton
10.07
SMA-2021 ™
6.627
3.7
5.144
0.005
0.152


X-100 ™


Triton X-45 ™
156.3
SMA-2021 ™
6.627
3.7
6.222
0.005
0.093


Tween 40 ™
9.691
SMA-2021 ™
6.627
3.7
9.262
0.005
0.337


Tween 60 ™
134.2
SMA-2021 ™
6.627
3.7
8.687
0.00125
0.317


Tween 80 ™
10.42
SMA-2021 ™
6.627
3.7
10.39
0.005
0.441


Tween 85 ™
189.8
SMA-2021 ™
6.627
3.7
121.4
0.005
0.304


Apo 10
5.835
SMA-3000 ™
3.713
2.8
163.1
0.005
0.252


Apo 12
82.41
SMA-3000 ™
3.713
2.8
221
0.005
0.293


Coco
27.32
SMA-3000 ™
3.713
2.8
16.23
0.005
0.199


Glucoside


Genapol
10.58
SMA-3000 ™
3.713
2.8
53.86
0.005
0.429


X080


HEGMDDE
8.218
SMA-3000 ™
3.713
2.8
43.06
0.005
0.137


H370


HEGMDE
6.033
SMA-3000 ™
3.713
2.8
79.51
0.005
0.457


H360


HXEGMDDE
9.351
SMA-3000 ™
3.713
2.8
79.11
0.005
0.498


H375


DDDM-
6.122
SMA-3000 ™
3.713
2.8
6.911
0.005
0.151


MNA-C12


pGBTM-
6.423
SMA-3000 ™
3.713
2.8
7.306
0.005
0.212


MNA-C13


pGBTEM-
7.548
SMA-3000 ™
3.713
2.8
7.266
0.005
0.085


MNA-C14


nDDDTP
11.67
SMA-3000 ™
3.713
2.8
10.04
0.005
0.241


D342


nDDTGP
262.2
SMA-3000 ™
3.713
2.8
201.3
0.005
0.466


D323


OEGMDE
8.099
SMA-3000 ™
3.713
2.8
27
0.005
0.404


O330


Polyglycerol-
114.8
SMA-3000 ™
3.713
2.8
20.32
0.005
0.131


10-mono-


laurate


Polyglycerol-
358
SMA-3000 ™
3.713
2.8
218.7
0.005
0.263


10-mono-


oleate


Polyglycerol-
111.8
SMA-3000 ™
3.713
2.8
165.4
0.0005
0.391


10-mono-


palmitate


Span 20 ™
1061
SMA-3000 ™
3.713
2.8
102.8
0.005
0.175


Triton
10.07
SMA-3000 ™
3.713
2.8
181.2
0.005
0.295


X-100 ™


Triton X-45 ™
156.3
SMA-3000 ™
3.713
2.8
249
0.005
0.318


Tween 60 ™
114.5
SMA-3000 ™
3.713
2.8
356.4
0.005
0.806


Tween 85 ™
189.8
SMA-3000 ™
3.713
2.8
167.8
0.005
0.422


Apo 12
82.41
SMA-IBE
9.759
5.4
11
0.005
0.31


Coco
27.32
SMA-IBE
9.759
5.4
9.499
0.0025
0.236


Glucoside


HEGMDDE
8.218
SMA-IBE
9.759
5.4
8.579
0.0025
0.189


H370


HEGMDE
6.033
SMA-IBE
9.759
5.4
11.05
0.005
0.288


H360


HXEGMDDE
9.351
SMA-IBE
9.759
5.4
12.07
0.005
0.278


H375


nDDDTP
11.67
SMA-IBE
9.759
5.4
13.19
0.005
0.326


D342


nDDTP
6.881
SMA-IBE
9.759
5.4
13.2
0.005
0.311


D335


Polyglycerol-
358
SMA-IBE
9.759
5.4
95.55
0.005
0.52


10-mono-


oleate


Triton X-45 ™
156.3
SMA-IBE
9.759
5.4
6.882
0.005
0.292


Tween 85 ™
189.8
SMA-IBE
9.759
5.4
82.56
0.00125
0.201


Genapol
10.58
SMA-725 ™
15.03
6.8
19.55
0.005
0.319


X080


nDDDTP
11.67
SMA-725 ™
15.03
6.8
9.736
0.005
0.301


D342


nDDTGP
262.2
SMA-725 ™
15.03
6.8
12.29
0.005
0.336


D323


Polyglycerol-
358
SMA-725 ™
15.03
6.8
240.5
0.005
0.451


10-mono-


oleate


Span 20 ™
1061
SMA-725 ™
15.03
6.8
98.31
0.005
0.561


HEGMDDE
8.218
SMA-725 ™
15.03
6.8
14.64
0.0025
0.231


H370


HEGMDE
6.033
SMA-725 ™
15.03
6.8
11.75
0.0025
0.111


H360


HXEGMDDE
9.351
SMA-725 ™
15.03
6.8
11.44
0.005
0.437


H375


pGBTEM-
7.548
SMA-725 ™
15.03
6.8
55.4
0.005
0.429


MNA-C14


Polyglycerol-
111.8
SMA-725 ™
15.03
6.8
14.62
0.0025
0.234


10-mono-


palmitate


Triton
10.07
SMA-725 ™
15.03
6.8
10.5
0.005
0.475


X-100 ™


Triton X-45 ™
156.3
SMA-725 ™
15.03
6.8
14.02
0.0025
0.328


Tween 65 ™
114.5
SMA-725 ™
15.03
6.8
14.71
0.0025
0.233


Tween 80 ™
10.42
SMA-725 ™
15.03
6.8
9.102
0.005
0.608


Apo 10
5.835
SMA-
7.123
1.5
4.232
0.005
0.14




Cumene




terminated


Apo 12
82.41
SMA-
7.123
1.5
4.923
0.005
0.266




Cumene




terminated


PFDMP
23.83
SMA-
7.123
1.5
4.484
0.005
0.228


O310F

Cumene




terminated


Genapol
10.58
SMA-
7.123
1.5
5.366
0.005
0.25


X080

Cumene




terminated


HEGMDDE
8.218
SMA-
7.123
1.5
4.557
0.005
0.069


H370

Cumene




terminated


HEGMDE
6.033
SMA-
7.123
1.5
4.55
0.005
0.398


H360

Cumene




terminated


HXEGMDDE
9.351
SMA-
7.123
1.5
5.153
0.005
0.118


H375

Cumene




terminated


DDDM-
6.122
SMA-
7.123
1.5
4.801
0.005
0.238


MNA-C12

Cumene




terminated


pGBTM-
6.423
SMA-
7.123
1.5
4.561
0.005
0.237


MNA-C13

Cumene




terminated


nDDDTP
11.67
SMA-
7.123
1.5
4.652
0.005
0.224


D342

Cumene




terminated


nDDTGP
262.2
SMA-
7.123
1.5
4.424
0.005
0.221


D323

Cumene




terminated


nDDTP
6.881
SMA-
7.123
1.5
4.659
0.005
0.248


D335

Cumene




terminated


OEGMDE
8.099
SMA-
7.123
1.5
4.706
0.005
0.232


O330

Cumene




terminated


Polyglycerol-
114.8
SMA-
7.123
1.5
4.869
0.005
0.248


10-mono-

Cumene


laurate

terminated


Polyglycerol-
358
SMA-
7.123
1.5
127.9
0.005
0.305


10-mono-

Cumene


oleate

terminated


Span 20 ™
1061
SMA-
7.123
1.5
91.93
0.005
0.292




Cumene




terminated


Triton
10.07
SMA-
7.123
1.5
4.643
0.005
0.228


X-100 ™

Cumene




terminated


Triton
156.3
SMA-
7.123
1.5
5.305
0.005
0.103


X-45 ™

Cumene




terminated


Tween 65 ™
114.5
SMA-
7.123
1.5
4.677
0.005
0.276




Cumene




terminated


Tween 85 ™
189.8
SMA-
7.123
1.5
8.387
0.005
0.349




Cumene




terminated
















TABLE 10







Dynamic Light Scattering Characterization of Nanonet Aggregates with Anionic Surfactants















Surfactant









Aggregate


Calculated



Diameter

Polymer
Polymer
Nanonet

Poly



[nm]

Aggregate
Aggregate
Aggregate

Dispersity



(Intensity

Diamter
Diameter
Diameter

Index


Surfactant
Mean d)
Polymer
[nm]
[nm]
[nm]
Concentration
(PDI)

















Stepan Bio-Soft
5.13
DIBMA
92.7
3.2
70.62
0.005
0.5


D-40 ™


Lakeland
7.924
DIBMA
92.7
3.2
93.72
0.005
0.197


PAE136


Stepan Lathanol
6.814
DIBMA
92.7
3.2
83.64
0.005
0.32


LAL ™


n-Decanoyl-L-
90.68
DIBMA
92.7
3.2
92.49
0.005
0.283


Threonine


n-Dodecanoyl-
99.77
DIBMA
92.7
3.2
98.7
0.005
0.259


L-Threonine


n-Decanoyl-L-
85.47
DIBMA
92.7
3.2
95.33
0.005
0.246


Methionine


n-Dodecanoyl-
2.312
DIBMA
92.7
3.2
104.2
0.005
0.34


L-Methionine


Stepan Ninate
216.2
DIBMA
92.7
3.2
163.6
0.005
0.196


411 ™


n-Octanoyl-L-
116.6
DIBMA
92.7
3.2
95
0.005
0.3


Methionine


Stepan Mild L3 ™
372.9
DIBMA
92.7
3.2
92.22
0.005
0.185


Stepan Bio-
6.434
SMA 2000 ™
5.242
2.6
132.7
0.0025
0.452


Terge AS-40 ™


Stepan Bio-Soft
5.13
SMA 2000 ™
5.242
2.6
132.5
0.0025
0.354


D-40 ™


Dodecane-1-
5.108
SMA 2000 ™
5.242
2.6
8.054
0.000625
0.454


sulfonic acid


sodium salt


Lakeland PAE
7.924
SMA 2000 ™
5.242
2.6
143
0.0025
0.203


136


Stepan Lathanol
6.814
SMA 2000 ™
5.242
2.6
6.541
0.005
0.153


LAL ™


n-Decanoyl-L-
85.47
SMA 2000 ™
5.242
2.6
82.64
0.00125
0.399


Methionine


n-Dodecanoyl-
2.312
SMA 2000 ™
5.242
2.6
5.89
0.0025
0.203


L-Methionine


n-Decanoyl-L-
90.68
SMA 2000 ™
5.242
2.6
152.4
0.00125
0.347


Threonine


n-Dodecanoyl-
99.96
SMA 2000 ™
5.242
2.6
94.7
0.005
0.288


L-Histidine


Stepan Mild
372.9
SMA 2000 ™
5.242
2.6
58.51
0.0025
0.494


L3 ™


n-Dodecanoyl-
99.77
SMA 2000 ™
5.242
2.6
124.6
0.005
0.302


L-Threonine


Sodium
4.235
SMA 2000 ™
5.242
2.6
2.775
0.005
0.458


dodecylbenzene


sulfonate


Stepan Ninate
216.2
SMA 2000 ™
5.242
2.6
131.4
0.0025
0.435


411 ™


Stepan SLL-FB ™
136.3
SMA 2000 ™
5.242
2.6
147.7
0.0025
0.312


Stepan Sulfonic
2.821
SMA 2000 ™
5.242
2.6
5.508
0.0025
0.416


acid ™


Sodium
5.108
SMA 2021 ™
6.627
3.7
8.378
0.0025
0.361


dodecane-1-


sulfonic acid salt


Lakeland PAE
7.924
SMA 2021 ™
6.627
3.7
6.351
0.0025
0.235


136 ™


Stepan Lathanol
6.814
SMA 2021 ™
6.627
3.7
4.209
0.005
0.393


LAL ™


n-Decanoyl-L-
85.47
SMA 2021 ™
6.627
3.7
8.205
0.0025
0.341


Methionine


Cedepal TD-403
6.421
SMA 2021 ™
6.627
3.7
7.653
0.0025
0.311


MFLD ™


Stepan Mild L3 ™
372.9
SMA 2021 ™
6.627
3.7
4.174
0.0025
0.42


n-Dodecanoyl-
2.312
SMA 2021 ™
6.627
3.7
7.181
0.0025
0.406


L-Methionine


n-Decanoyl-L-
85.47
SMA 3000 ™
3.713
2.8
173.2
0.005
0.179


Methionine


n-Dodecanoyl-
2.312
SMA 3000 ™
3.713
2.8
185.3
0.005
0.24


L-Methionine


n-Decanoyl-L-
90.68
SMA 2021 ™
6.627
3.7
129.3
0.0025
0.41


Threonine


n-Dodecanoyl-
99.77
SMA 2021 ™
6.627
3.7
8.825
0.005
0.332


L-Threonine


Sodium
4.235
SMA 2021 ™
6.627
3.7
6.732
0.005
0.147


dodecylbenzene


sulfonate


Stepan Ninate
216.2
SMA 2021 ™
6.627
3.7
27.73
0.005
0.397


411 ™


Stepan SLL-FB ™
136.3
SMA 2021 ™
6.627
3.7
8.91
0.005
0.151


Stepan Sulfonic
2.821
SMA 2021 ™
6.627
3.7
7.86
0.005
0.153


acid ™


Lakeland PAE
7.924
SMA 3000T ™
3.713
2.8
127.7
0.005
0.153


136


n-Dodecanoyl-
99.77
SMA 3000T ™
3.713
2.8
126.3
0.005
0.155


L-Threonine


Stepan Ninate
216.2
SMA 3000T ™
3.713
2.8
104.6
0.005
0.269


Stepan Mild L3 ™
372.9
SMA 3000T ™
3.713
2.8
139.1
0.005
0.233


Stepan SLL-FB ™
136.3
SMA 3000T ™
3.713
2.8
7.09
0.005
0.24


Stepan Sulfonic
2.821
SMA 3000T ™
3.713
2.8
178.8
0.005
0.381


acid ™


n-Decanoyl-L-
85.47
SMA IBE
9.759
5.4
14.43
0.005
0.29


Methionine


n-Dodecanoyl-
2.312
SMA IBE
9.759
5.4
13.37
0.005
0.323


L-Methionine


Stepan Mild L3 ™
372.9
SMA IBE
9.759
5.4
13.98
0.005
0.29


Stepan SLL-FB ™
136.3
SMA IBE
9.759
5.4
13.59
0.005
0.3


Amin GCK30H
7.286
SMA 725 ™
15.03
6.8
126.6
0.00125
0.65


Stepan Bio-
6.434
SMA 725 ™
15.03
6.8
131.1
0.00125
0.689


Terge AS-40 ™


n-Dodecanoyl-
99.96
SMA 725 ™
15.03
6.8
92.95
0.00125
0.555


L-Histidine


Stepan Lathanol
6.814
SMA 725 ™
15.03
6.8
122.7
0.0025
0.647


LAL ™


n-Decanoyl-L-
85.47
SMA 725 ™
15.03
6.8
107.2
0.0025
0.538


Methionine


n-Dodecanoyl-
2.312
SMA 725 ™
15.03
6.8
124.3
0.005
0.692


L-Methionine


Sodium
5.108
SMA 725 ™
15.03
6.8
126
0.005
0.682


dodecane-1-


sulfonic acid salt


Lakeland PAE
7.924
SMA 725 ™
15.03
6.8
132.1
0.0025
0.658


136


n-Dodecanoyl-
99.77
SMA 725 ™
15.03
6.8
126.1
0.005
0.687


L-Threonine


Stepan Mild L3 ™
372.9
SMA 725 ™
15.03
6.8
102.9
0.0025
0.601


Stepan SLL-FB ™
136.3
SMA 725 ™
15.03
6.8
99.11
0.0025
0.577


Lakeland PAE
7.924
SMA
7.123
1.5
4.65
0.005
0.232


136

Cumene




terminated


n-Dodecanoyl-
99.77
SMA
7.123
1.5
4.464
0.005
0.235


L-Threonine

Cumene




terminated


Stepan Mild L3 ™
372.9
SMA
7.123
1.5
4.621
0.005
0.236




Cumene




terminated


Stepan SLL-FB ™
136.3
SMA
7.123
1.5
4.551
0.005
0.229




Cumene




terminated


n-Decanoyl-L-
85.47
SMA
7.123
1.5
3.699
0.005
0.288


Methionine

Cumene




terminated


n-Dodecanoyl-
2.312
SMA
7.123
1.5
3.903
0.005
0.122


L-Methionine

Cumene




terminated


n-Dodecanoyl-
99.96
SMA
7.123
1.5
83.07
0.0025
0.403


L-Histidine

Cumene




terminated









Gel Permeation Chromatography (GPC)

The polymer molecular weight distribution analysis of commercially available poly(styrene-co-maleic anhydride) polymers were determined by gel permeation chromatography (GPC) on a Viscotek GPCmax VE-2001 using a conventional calibration of polystyrene standards at 2 mg/mL using tetrahydrofuran (THF) as eluent at 1 mL/min. Before injection, the samples were filtered using a 0.22 μm Nylon filter. The measurements were carried out by GreenCentre Canada.









TABLE 11







Molecular Weight Distribution Data (Mn, Mw, Mz, Mp, custom-character


 ) of Different Polymer Samples

















SMA-Cumene



SMA-725 ™
SMA-2000 ™
SMA-2021 ™
SMA-3000 ™
terminated
















Mn
48,216
3,268
10,029
4,667
3,983


(Daltons)


Mw
97,987
5,793
23,727
8,767
7,708


(Daltons)


Mz
170,089
9,020
84,311
14,042
12,598


(Daltons)


Mp
81,853
4,839
17,096
7,648
6,486


(Daltons)



custom-character  (Mw/Mn)

2.032
1.773
2.366
1.879
1.935









Nanonet Formation Experiment—Method #1

To each well of a 96 well plate was added 200 ppm of 2% polymer stock solution followed by addition of a 1% surfactant stock solution selected from one of the following six concentrations (1000 ppm, 500 ppm, 250 ppm, 125 ppm, 50 ppm, and 0 ppm). The polymer and surfactant mixture were diluted in deionized water to a final volume of 200 μL in each well. To the mixture was added 10 μL of 12M hydrochloric acid (HCl) as precipitation agent. Nanonet formation was observed based on degree of turbidity of the mixture in each well. The degree of turbidity (an indicator of nanonet formation) was determined by absorbance measurements at 540 nm on a Molecular Devices-SPECTRAmax M2. Each surfactant and polymer combination was run in triplicate.


Nanonet Formation Efficiency—Method #2

Method #2 describes the nanonet complexation efficiency of Triton™ X-containing surfactants (Triton™ X-100, Triton™ X-305, and Triton™ X-45) with SMA-containing polymers (SMA-725™, SMA-2000™, SMA-2021™, SMA-3000™). The purpose was to identify the surfactant loading capacity of the polymer and to study the effect of the length of polymer. For the range of surfactant concentrations employed, a two-fold ratio of the Nanonet formation factor (Nt) for each selected surfactant and selected polymer was used. A total of six concentrations were selected. The Nanonet formation factor (Nt) were calculated by method #4 and are highlighted below. For each titration, the polymer concentration was 400 ppm (20 μL).


Nanonet Titration:

Titration of surfactant and polymer at given concentrations (see below) was performed using 1.5 mL centrifuge tubes, followed by dilution in deionized water to a final volume of 1.0 mL. The resulting nanonet was obtained by the addition of 10 μL 12M HCl. The titration was performed in triplicate. In addition, a surfactant control in deionized water and a separate control containing a mixture of surfactant and HCl were prepared. A portion (ca. 200 μL) of the prepared nanonet, surfactant control, and surfactant control with HCl were transferred into a 96-well plate and the absorption was measured at 540 nm. The remaining solution of the prepared nanonets, surfactant control with and without acid were sedimented using a Sigma™ 4-16 centrifuge at 2300 rpm (816 rcf) for 10 min. The supernatant (ca. 200 μL) was transferred into a 96-well UV plate and the absorption was measured at 280 nm. An average of the absorption values was recorded.


These are the following surfactant and polymer concentrations employed: SMA-2000™ (400 ppm, 20 μL), Triton™ X-100 (1000, 500, 250, 100, 64.8, 0 ppm); SMA-725™ (400 ppm, 20 μL), Triton™ X-100 (1000, 500, 295.16, 250, 100, 0 ppm); SMA-3000™ (400 ppm, 20 μL), Triton™ X-100 (1000, 500, 250, 100, 13.4, 0 ppm); SMA-2021™ (400 ppm, 20 μL), Triton™ X-100 (1000, 500, 250, 91.22, 0 ppm).


SMA-2000™ (400 ppm, 20 μL), Triton™ X-305 (1000, 500, 250, 231.58, 100, 0 ppm); SMA-725™ (400 ppm, 20 μL), Triton™ X-305 (1000, 500, 473.76, 250, 100, 0 ppm); SMA-3000™ (400 ppm, 20 μL), Triton™ X-305 (1000, 500, 447.88, 250, 100, 0 ppm); SMA-2021™ (400 ppm, 20 μL), Triton™ X-305 (1000, 500, 436.88, 250, 100, 0 ppm).


SMA-2000™ (400 ppm, 20 μL), Triton™ X-45 (1000, 616.18, 500, 250, 100, 0 ppm); SMA-725™ (400 ppm, 20 μL), Triton™ X-45 (1000, 500, 250, 100, 92.92, 0 ppm); SMA-3000™ (400 ppm, 20 μL), Triton™ X-45 (1000, 500, 250, 99.7, 0 ppm); SMA-2021™ (400 ppm, 20 μL), Triton™ X-305 (1000, 500, 250, 158.4, 100, 0 ppm).


Zn2+ and Cu2+ Metal Ion Removal from Seawater-Method #3


Surfactant and hydrolyzed polymer solutions in deionized water were mixed into 96-well plates to give a total of 1 mL 0.5% nanonet library stock solutions. 199 different nanonets were prepared. Each well of a 96-well plate contained a unique 1 mL nanonet solution.


Colorimetric Determination of Zinc and Copper Concentrations Using Zincon:

As proof of principle of the optimized nanonet library, seawater was spiked with 10 ppm of Zinc or Copper and treated with nanonets. The treatment procedure was as follows. To prepare the metal spiked seawater solutions, a volume of 175 μL of the 100 nM Zn2+ solution (28,765 ppm Zn2+) or 315 μL of the 100 nM Cu2+ solution was added to 500 mL seawater, yielding a 10.07 ppm Zn2+ and 10.03 ppm Cu2+ solution, respectively. A volume of 960 μL of this sample was then treated with 40 μL of each optimized nanonet library solution (Table 9 and Table 10). As a positive control for metal removal, separate 960 uL aliquots of the metal spiked seawater samples were treated with 40 μL of 1% NaOH solution to precipitate the Zn or Cu as hydroxides. To ensure metal stability in the seawater, additional 960 uL aliquots of the metal spiked seawater solutions were also mixed with 40 uL distilled water. The solutions were individually mixed and each centrifuged (1,000×g) for approximately 5 minutes to sediment precipitated nanonets. Five μL of the supernatant was analyzed applying the method for Zn2+ and Cu2+ metal ion removal.


Preparation of Calibration Curves for Method #3
Preparation of Calibration Standards

For dissolved Zn2+ metal ion, the calibration standards were prepared in 0.10, 0.26, 0.52, 1.03, 1.75, 2.52 ppm concentrations, and for dissolved Cu2+, the calibration standards were prepared in 0.10, 0.25, 0.5, 1.0, 1.74, 2.49 ppm concentrations.


Preparation of Calibration Curves for Dissolved Zn2+ and Cu2+


Into one set of 1.5 mL conical centrifuge tubes, 25 μL aliquots of the Zn2+ calibration standard solutions were added. Into another set of 1.5 mL conical centrifuge tubes, 25 μL aliquots of the Cu2+ calibration standard solutions were added. To both sets of tubes, 950 μL of boric acid buffer pH 9 were added and the tubes were mixed followed by the addition of 25 μL of 1.6 M Zincon solution (75% dye content). The solutions were mixed and allowed to sit for 5 minutes. Aliquots of 200 μL of the samples were transferred into 96-well flat bottom plates suitable for visible spectrophotometry and the samples were measured at 615 nm. Separate calibration curves were constructed for Zn2+ and Cu2+.


Preparation of Calibration Curves for Iron Removal

The following procedure is based upon M. J. Verschoor, L. A. Molot, Limnol. Oceanogr-Meth., (2013), 11, 113-125. A Comparison of Three Colorimetric Methods of Ferrous and Total Reactive Iron Measurement in Freshwaters. (doi:10.4319/lom.2013.11.113). The procedure therein was modified and adapted to quantify total and dissolved iron in water samples. Solutions of 20,000 ppm Fe2+, 10% ascorbic acid and 2.5 mg/mL ferrozine were prepared in water. The 20,000 ppm Fe2+ solution was diluted to appropriate concentrations to prepare the calibration standards. Both Fe2+ and Fe3+ were quantitated using the calibration curve prepared for Fe2+ in the range of 0.1-2.0 ppm in deionized water.


Preparation of Calibration Standards

The calibration standards were prepared in 0.10, 0.25, 0.50, 1.0 and 2.50 ppm concentrations by serial dilutions of the 20,000 ppm Fe2+ stock solution with deionized water.


Preparation of Calibration Curve

Into 1.5 mL conical centrifuge tubes were added 1 mL of the Fe2+ calibration standards and 100 μL of 10% ascorbic acid. The solutions were mixed and allowed to sit for 10 minutes. Twenty-five μL of the 2.5 mg/mL ferrozine solution was added and the samples were allowed to sit for 10 min. Aliquots of 200 μL of the samples were transferred to into 96-well flat bottom plates suitable for visible spectrophotometry and analyzed at 562 nm.


The same procedure was applied to measuring total iron and dissolved iron concentrations.


Residual Zn2+ and Cu2+ concentrations were analyzed by through colorimetric determination by complexation with Zincon. The Zincon method is adapted from a procedure described in (E. Sabel, J. M. Neureuther, S. Siemann. Anal. Biochem., (2010), 397, 2, 218-226, (doi: 10.1016/j.ab.2009.10.037). A Spectrophotometric Method for the Determination of Zinc, Copper, and Cobalt ions in metalloproteins using Zincon Crystal). The procedure disclosed therein was modified and adapted to quantify dissolved Zn2+ and Cu2+ metal ions in water samples


Theoretical Calculations—Method #4:

The coprecipitation of 7 hydrolyzed polymers and 58 surfactants with varying concentrations resulted in nanonets with various degree of turbidity. The turbidity was measured and the rise in absorption values was modelled as surfactant was added to polymer. First baseline absorption values ap and as were calculated, which were estimated as linear functions of concentration for a given polymer or surfactant when measured alone. Then baseline-corrected absorption values (A′) were calculated by subtracting ap and as from raw absorption values A, i.e. A′=A−as−ap.


For each combination of polymer and surfactant, a curve A′(S, P0) was constructed, where S is a varying concentration of surfactant and P0 is a fixed concentration of polymer. The peak of this curve was identified and a sigmoid was fit to the pre-peak section of the curve (R, optim function). The estimated sigmoid coefficient allowed quantification of the peak height, transition midpoint, and transition rate.


For a given combination of one surfactant and one polymer, nanonet formation was defined as any sigmoid fit with height greater than 0.2. Further, any sigmoids with midpoint past 500 ppm were removed, as the titration ended at 1000 ppm and the sigmoid curve required at least 3 data points to be a valid curve. Visual inspection confirmed that the sigmoid fits of A′ were a useful method to detect nanonet formation. In total, optimized nanonets occurring between 199 out of 434 possible surfactant and polymer combinations (62*7) were detected.


Synthesis of Surfactants

Nuclear magnetic resonance (NMR) spectra were performed in the GreenCentre Canada facilities. 1H and 13C{1H} NMR spectra were recorded on a Varian™ 400 MHz spectrometer at room temperature. Chemical shifts are reported in part per million (ppm) using tetra-methyl silane (TMS) as standard [1H (CDCl3: 7.26 ppm; DMSO-d6: 2.50 ppm] and 13C [CDCl3: 77.16 ppm; DMSO-d6: 39.52 ppm]. Multiplicity of chemical shifts reported as follows: s=singlet, d=doublet, dd=doublet of doublets, t=triplet, m=multiplet, and br=broad. NMR spectra were processed using MestReNova software. Fourier Transform Infrared Spectroscopy (FTIR) spectra were recorded on an Agilent Cary 630 FTIR Spectrometer equipped with a diamond ATR (attenuated total reflectance) and a ZnSe window with a spectral range of 650-4000-cm−1. The synthetic route of N-Dodecanoyl-L-Methionine is referenced in (3) G. Bonacucina et al. Colloids and Surfaces A: Physicochem. Eng. Aspects, 2016, 492, 38-46. Chemical-Physical Properties and Cytotoxicity of N-Decanoyl Amino Acid-Based Surfactants: Effect of Polar Heads.


Synthesis of N-Dodecanoyl-L-Methionine

To a 100 mL round-bottom flask with a magnetic stir bar, were added methionine (1.50 g, 10 mmol), H2O (20 mL), and Na2CO3 (1.57 g, 15 mmol). THF (10 mL) was added and the mixture turned cloudy. n-Dodecanoyl chloride (3.0 mL, 13 mmol) was added dropwise and the mixture was stirred at room temperature for 4 h. After the stated time, THF was evaporated under reduced pressure and the reaction mixture was acidified until pH 2.0 (with 2 N HCl). A precipitate was formed and filtered using a Buchner funnel, with #2 filter paper and washed with water (3×10 mL), and acetone (about 5-10 mL). The solid was dried in a vacuum oven at 40° C., overnight. The solid was recrystallized from hexanes. Then, the precipitate was filtered and washed with hexanes (3×10 mL), to afford pure product, as a white solid (1.786 g, 54% yield). 1H NMR (400 MHz, CDCl3) δ 6.83 (d, J=7.6 Hz, 1H, NHCO), 4.57 (dd, J=12.4, 4.8 Hz, 1H), 2.54 (t, J=7.6 Hz, 2H), 2.23 (t, J=7.6 Hz, 2H), 2.19-2.13 (m, 1H), 2.09 (s, 3H), 2.04-1.95 (m, 1H), 1.63-1.56 (m, 2H), 1.31-1.25 (m, 15H), 0.87 (t, J=6.8 Hz, 3H). 13C NMR (100 MHz, CDCl3) δ 175.7 (COOH), 174.7 (CONN), 52.3 (HC—NH), 36.6 (O═C—CH2), 32.0 (O═C—CH2—CH2), 31.2 (CH2), 30.3 (CH2), 29.8 (CH2), 29.7 (CH2), 29.7 (CH2), 29.5 (CH2), 29.5 (CH2), 29.4 (CH2), 25.8 (CH2), 22.8 (CH2), 15.6 (SCH2), 14.3 (CH3); FT-IR (ATR, cm−1): 3303, 2938, 2916, 2849, 1702, 1706, 1646, 1535, 1419, 1226, 685.


Synthesis of N-Decanoyl-L-Methionine

To a 100 ml round-bottom flask with a magnetic stir bar, were added methionine (1.50 g, 10 mmol), H2O (20 mL) and Na2CO3 (1.6 g, 15 mmol). Upon addition of THF (10 mL) to the reaction mixture a cloudy solution formed, n-Decanoyl chloride (2.7 mL, 13 mmol) was added dropwise and the mixture was stirred at room temperature for 4 h. The solvent THF was evaporated under reduced pressure and the reaction mixture was acidified until pH 2.0 (with 2 N HCl). At pH 3-4, some precipitate was observed at pH 2 an oil on top of reaction mixture was formed. The reaction mixture was extracted with hexanes (30 mL), and EtOAc (ethyl acetate) (2×20 mL). The organic phases were combined and the solvent was removed under reduced pressure. An oil was isolated and stored in the fridge until a solid was obtained. The solid was recrystallized in hexanes, filtered and washed with hexanes (3×10 mL), to afford a pure colourless solid (2.516 g, 83% yield). 1H NMR (400 MHz, CDCl3) δ 10.18 (br, 1H), 6.55 (d, J=7.6 Hz, 1H, NHCO), 4.71 (dd, J=12.8, 5.6 Hz, 1H), 2.55 (t, J=7.4 Hz, 2H), 2.36 2.17 (m, 3H), 2.10 (s, 3H), 2.08-1.99 (m, 1H), 1.68-1.58 (m, 2H), 1.28-1.25 (m, 12H), 0.87 (t, J=6.8 Hz, 3H). 13C NMR (100 MHz, CDCl3) δ 175.1 (COOH), 174.7 (CONN), 51.9 (HC—NH), 36.6 (O═C—CH2), 32.0 (O═C—CH2—CH2), 31.2 (CH2), 30.1 (CH2), 29.6 (CH2), 29.4 (CH2), 29.4 (CH2), 29.3 (CH2), 29.3 (CH2), 25.8 (CH2), 22.8 (CH2), 15.5 (SCH2), 14.2 (CH3); FT-IR (ATR, cm−1): 3314, 2916, 2849, 1706, 1650, 1535, 1441, 1419, 1255, 1229, 920, 685.


Synthesis of N-Octanoyl-L-Methionine

To a 100 ml round-bottom flask with a magnetic stir bar, were added methionine (1.50 g, 10 mmol), H2O (20 mL), and Na2CO3 (1.6 g, 15 mmol). Upon addition of THF (10 mL) to the reaction mixture a cloudy solution formed. n-Octanoyl chloride (2.2 mL, 13 mmol) was added dropwise and the mixture was stirred at ambient temperature for 4 h. The solvent THF was evaporated under reduced pressure on a Schlenk line and the reaction mixture was acidified until pH 2.0 (with 2 N HCl). An oil on top of reaction mixture was formed. The reaction mixture was extracted with EtOAc (3×20 mL). The organic phases were combined and the solvent was removed under reduced pressure. An oil was obtained and stored inside the fridge to solidify. The solid was recrystallized in hexanes, filtered, and washed with hexanes (3×10 mL), to afford a pure colourless solid (1.194 g, 43% yield). 1H NMR (400 MHz, CDCl3) δ 10.54 (br, 1H), 6.58 (d, J=7.6 Hz, 1H, NHCO), 4.70 (dd, J=12.6, 5.0 Hz, 1H), 2.54 (t, J=7.4 Hz, 2H), 2.25 (t, J=7.6 Hz, 2H), 2.21-2.17 (m, 1H), 2.09 (s, 3H), 2.08-2.00 (m, 1H), 1.63-1.60 (m, 2H), 1.28-1.25 (m, 8H), 0.86 (t, J=6.6 Hz, 3H). 13C NMR (100 MHz, CDCl3) δ 175.0 (COOH), 174.7 (CONN), 51.9 (HC—NH), 36.5 (O═C—CH2), 31.8 (O═C—CH2—CH2), 31.2 (CH2), 30.1 (CH2), 29.2 (CH2), 29.1 (CH2), 25.7 (CH2), 22.7 (CH2), 15.5 (SCH2), 14.2 (CH3); FTIR (ATR, cm−1): 3329, 2942, 2919, 2856, 1698, 1612, 1549, 1445, 1248, 1225, 1188, 1128, 957.


Synthesis of N-Dodecanoyl-L-Histidine

To a 100 mL round-bottom flask with a magnetic stir bar, histidine (1.55 g, 10 mmol), H2O (20 mL), and Na2CO3 (1.38 g, 13 mmol) were added followed by the addition of THF (10 mL). The reaction mixture was cooled down to 0° C. Upon which the mixture turned cloudy. N-dodecanoyl chloride (2.5 mL, 11 mmol) was added dropwise and the mixture was stirred at ambient temperature overnight. Before complete addition of acyl chloride, the solution became cloudy and viscous (gel-like). After 4 h of reaction, the solvent THF was evaporated under reduced pressure and the reaction mixture was acidified until pH 2.0 (with 2 N HCl). The precipitate was filtered and washed with acetone (3×5 mL) and CHCl3 (3×5 mL). The 1H NMR spectrum of the crude product showed residual dodecanoic acid, and the crude was recrystallization in 95% EtOH. The solids were filtered and washed with 95% EtOH. The colourless solid obtained was contaminated with about 12% dodecanoic acid (1.197 g, about 35% yield). 1H NMR (400 MHz, DMSO-d6): δ 8.01 (d, J=7.6 Hz, 1H, NHCO), 7.54 (s, 1H, N═CHN), 6.78 (s, 1H, NCH═), 4.41-4.35 (m, 1H, NCHCOOH), 2.94-2.77 (m, 2H, CH2), 2.05 (t, J=7.4 Hz, 2H, COCH2), 1.41-1.38 (m, 2H), 1.27-1.20 (m, 16H, CH2), 0.85 (t, J=6.8 Hz, 3H, CH3). 13C NMR (100 MHz, DMSO-d6): δ 173.3 (COOH), 172.1 (CONN), 134.7 (NC═N), 52.1 (HC—NH), 35.2 (O═C—CH2), 31.4 (O═C—CH2—CH2), 29.1 (CH2), 29.1 (CH2), 29.0 (CH2), 28.9 (CH2), 28.8 (CH2), 28.6 (CH2), 25.2 (CH2), 22.1 (CH2), 14.0 (CH3); FTIR (ATR, cm−1): 3329, 3146, 2945, 2919, 2852, 1639, 1546, 1397, 1184, 983, 834, 685.


Synthesis of N-Dodecanoyl-L-Threonine

To a 100 mL round-bottom flask with a magnetic stir bar, were added threonine (1.20 g, 10 mmol), H2O (20 mL), and Na2CO3 (1.60 g, 15 mmol) Then, THF (10 mL) was added and the mixture turned cloudy. n-dodecanoyl chloride (3.0 mL, 13 mmol) was added dropwise and the mixture was stirred at ambient temperature for 4 h. The solvent THF was evaporated under reduced pressure and the reaction mixture was acidified until pH 2.0 (with 2 N HCl). The colourless precipitate was filtered and washed with deionized water (3×10 mL) and dried in a vacuum oven at 40° C. for 3 days. The colourless solid (1.10 g, 36%) was purified by recrystallization from hexanes. 1H NMR (400 MHz, DMSO-d6): δ 7.75 (d, J=8.8 Hz, 1H, NHCO), 4.20 (dd, J=8.8, 3.2 Hz, 1H, CH—NH), 4.13-4.07 (m, 1H, CH—OH), 2.26-2.11 (m, 2H, O═C—CH2), 1.49-1.46 (m, 2H, CH2), 1.23 (m, 15H, CH2), 1.04 (d, J=6.4 Hz, 3H, CHOH—CH3), 0.85 (t, J=6.8 Hz, 3H, CH3); 13C NMR (100 MHz, DMSO-d6): δ 172.7 (COOH), 172.4 (CONN), 66.5 (HC—OH), 57.4 (HC—NH), 35.1 (O═C—CH2), 32.0 (O═C—CH2—CH2), 29.1 (CH2), 29.0 (CH2), 28.9 (CH2), 28.8 (CH2), 28.7 (CH2), 25.4 (CH2), 22.5 (CH2), 20.5 (HOHC—CH3), 14.1 (CH3); FTIR (ATR, cm−1): 3426, 3362, 3314, 2942, 2919, 2852, 1709, 1612, 1605, 1538, 1463, 1385, 1382, 1207, 1151, 1088, 871, 674.


Synthesis of N-Decanoyl-L-Threonine

To a 100 ml round-bottom flask with a magnetic stir bar, were added threonine (1.20 g, 10 mmol), H2O (20 mL) and NaOH (0.6 g, 15 mmol). Then, THF (10 mL) was added. followed by the dropwise addition of n-decanoyl chloride (2.7 mL, 13 mmol) and the mixture was stirred at ambient temperature overnight. A suspension was obtained and the solvent THF was evaporated under reduced pressure and the reaction mixture was acidified until pH 2 (with 2 N HCl). No precipitate was observed. The reaction mixture was extracted with EtOAc (3×20 mL). The organic phases were combined and the solvent removed under reduced pressure. An oil was obtained and purified using a short plug of silica, eluted with Hex/EtOAc 6:4 to remove decanoic acid, and then with EtOAc, to remove the product, a colourless solid (1.326 g, 49% yield). 1H NMR (400 MHz, CDCl3): δ 7.00 (d, J=8.8 Hz, 1H, NHCO), 4.54 (d, J=6.4 Hz, 1H, CH—NH), 4.43-4.41 (m, 1H, CH—OH), 2.29 (t, J=7.6 Hz, 2H, O═C—CH2), 1.64-1.60 (m, 2H, CH2), 1.28-1.25 (m, 15H, CH2), 1.20 (d, J=6.4 Hz, 3H, CHOH—CH3), 0.87 (t, J=6.6 Hz, 3H, CH3); 13C NMR (100 MHz, CDCl3): δ 175.5 (COOH), 174.3 (CONN), 67.7 (HC—OH), 57.8 (HC—NH), 36.5 (O═C—CH2), 32.0 (O═C—CH2—CH2), 32.0 (CH2), 29.7 (CH2), 29.7 (CH2), 29.6 (CH2), 29.5 (CH2), 29.4 (CH2), 29.4 (CH2), 25.9 (CH2), 22.8 (CH2), 19.6 (HOHC—CH3), 14.2 (CH3); FTIR (ATR, cm−1): 3426, 3363, 3314, 2938, 2919, 2852, 1709, 1616, 1605, 1538, 1419, 1382, 1277, 1270, 1199, 1151, 1087, 875, 675.


Synthesis of N-Octanoyl-L-Threonine

To a 100 ml round-bottom flask with a magnetic stir bar were added threonine (1.20 g, 10 mmol), H2O (20 mL), and Na2CO3 (1.60 g, 15 mmol. Then, THF (10 mL) was added followed by the dropwise addition of n-octanoyl chloride (2.2 mL, 13 mmol). The reaction mixture was stirred at ambient temperature for 4 h. After the stated time, THF was evaporated under reduced pressure and the reaction mixture was acidified until pH 2.0 (with 2 N HCl). No precipitate was observed. The reaction mixture was extracted with 3×EtOAc (20 mL each). The organic phases were combined and the solvent removed under reduced pressure to afford an oil. The oil was purified using a short plug of silica, eluted with Hex/EtOAc 6:4 to remove decanoic acid, and then with EtOAc to remove the product. (1.039 g, 42% yield). 1H NMR (400 MHz, CDCl3): δ 7.01 (d, J=8.4 Hz, 1H, NHCO), 4.54 (dd, J=8.4, 2.4 Hz, 1H, CH—NH), 4.42-4.40 (m, 1H, CH—OH), 2.29 (t, J=7.6 Hz, 2H, O═C—CH2), 1.63-1.60 (m, 2H, CH2), 1.30-1.25 (m, 10H, CH2), 1.19 (d, J=6.0 Hz, 3H, CHOH—CH3), 0.86 (t, J=6.8 Hz, 3H, CH3); 13C NMR (100 MHz, CDCl3): δ 176.3 (COOH), 173.7 (CONN), 67.7 (HC—OH), 57.5 (HC—NH), 36.4 (O═C—CH2), 32.5 (O═C—CH2—CH2), 29.1 (CH2), 25.8 (CH2), 22.7 (CH2), 19.4 (HOHC—CH3), 14.0 (CH3); FTIR (ATR, cm−1): 3303, 2942, 2927, 2856, 1724, 1631, 1534, 1419, 1415, 1382, 1210, 1117, 1084, 1080, 857, 674.


Example 15
Nanonet Formation

To rapidly screen for the formation of nanonets using any particular surfactant and polymer combination, a titration based approach was utilized. Increasing amounts of surfactant were added to a fixed amount of polymer. Subsequent destabilization of the polymer by addition of concentrated hydrochloric acid lead to precipitation of both surfactant and polymer, indicating nanonet formation. The amount of nanonet formation was measured by an increase in absorbance at 540 nm relative to polymer only and surfactant only controls. This method can be utilized as a rapid, automated approach to screening polymer-surfactant interactions for the purposes of observing the onset of nanonet formation in any given combination of polymer(s) and surfactants(s) (see Reagents and Materials Examples 15-21, method #1).


Formation of Nanonets with the Triton™ Series of Surfactants and Validation of a Screening Method

To test nanonet formation with multiple different surfactants and polymers, a screening method was designed utilizing co-precipitation of surfactant and polymer as a measure of nanonet formation. To test the screening method, nanonet formation was first measured between model surfactants, selected from the Triton™ series, with styrene maleic acid block co-polymers of varying length and block composition (FIG. 15). The Triton™ series of surfactants correspond to amphipathic molecules with a hydrophobic alkyl chain of 14 carbons, and a hydrophilic head group composed of repeating oxyethylene groups (see Formula (i) above). By increasing the number of repeating oxyethylene groups, the HLB value of the surfactant increases and surfactant aggregate size of the resulting surfactant decreases. This trend allows for creation of surfactants with similar chemistry but radically different physical wetting, foaming, and aggregation properties (Stubicar and Petres, Micelle Formation by Tritons in Aqueous Solutions, (1981), Croatia Chemica Acta, 54 (3) 255-266)


Utilizing the SMA polymers and the Triton™ series of surfactants, the screening method for the onset of nanonet formation may be validated. What follows below is a comparison of nanonet formation using relatively smaller, and relatively larger, SMA polymer particle sizes in combination with relatively smaller and relatively larger surfactant aggregate sizes within the Triton™ series of surfactants. Thus, many possible combinations of relative size could be observed. The Triton™ surfactants employed were as follows (along with measured surfactant aggregate sizes): (Triton X-45™: 156 nm), and a small micelle forming surfactant (Triton X-100™: 10 nm). Polymer particle sizes are detailed below along with results.


A clear increase in absorbance indicative of nanonet formation was observed with Triton X-100 ™ and SMA-2000 ™ (Dcalculated: 2.6 nm, Dobserved: 5.2 nm) and SMA-3000 ™ (Dcalculated:2.8 nm, Dobserved: 3.7 nm) (FIG. 15). Conversely, the relatively larger SMA-725 ™ (Dcalculated: 6.8 nm, Dobserved: 10-15 nm) showed little increase in absorbance with Triton X-100™. All three polymers showed strong increase in absorbance with the larger surfactant aggregate formed by Triton X-45™. To confirm that this increase in absorbance corresponded to nanonet formation (and not mere precipitation of a given component), The precipitate was removed from solution by centrifugation. Residual surfactant left in the solution was measured by UV absorbance of the Triton™ surfactants for SMA 2000 and SMA 725 (Table 21). The results demonstrated that the increase in formed precipitate was proportional to a corresponding decrease in surfactant concentration in the supernatant. This result validates co-precipitation as a valid screening method for measuring nanonet formation(see Reagents and Materials Examples 15-21, method #2). The results obtained from the screening method, support the proposition that nanonet formation is influenced by a size mismatch between a minimal polymer particle size and surfactant aggregate size. For example, this proposition may be stated as follows: (Dpolymer<Dsurfactant aggregate=nanonet), and may be visualized through the relatively simple rapid, automated screening method detailed above. Illustrated results are set out in FIG. 15.


Example 16
Conversion of the Nanonet Screening Method to a High Throughput Method and Measurement of Nanonet Formation

To better measure nanonet formation between various surfactants and numerous polymers, a relatively more automated and quantitative scoring method for detecting nanonet formation was developed. Consider first the simple screening method described above and validated. In that validation, nanonet formation was assumed to occur between a single block co-polymer and a single surfactant aggregate. What follows is the description of a computer-assisted model developed to predict, standardize, and score the formation of nanonets.


A binding curve of an X-Y plot of absorbance at 540 nm versus surfactant concentration was fit with a sigmoidal function after correction for surfactant only artifacts (FIG. 16). From the sigmoid fit, a nanonet formation factor (Nf) was determined. Nf, is taken from the sigmoid fit as the half maximal value of the sigmoid. Nf may also be referred to as the midway point, half-maximal concentration, or critical aggregation concentration. Sigmoid fitting also provided values for the absolute height of the sigmoid, and the slope of the sigmoid curve.


Sigmoid curves with a steeper slope may result from rapid association of all available surfactant with the polymer. This has been described as a hallmark of relatively high cooperativity of polymer surfactant binding. (Goddard E. D. Polymer/Surfactant Interaction-Its relevance to Detergent Systems. JAOCS. Vol 71, 1994). Similarly, sigmoid curves with a relatively higher maximum absorbance may be indicative of association of more of the available surfactant with the polymer, and may also indicate more efficient nanonet formation. From these two sigmoid curve parameters (slope and maximum absorbance), the area under the sigmoid curve was used as a score for nanonet formation (FIG. 17). The nanonet formation factor (Nf) is taken to be the point at which half of the available polymer was became associated with surfactant.


To summarize, in this automated method, nanonet formation was construed to begin based upon a sigmoid fit of parameters taken from absorbance versus surfactant concentration plots. A nanonet score was calculated using the area under the sigmoid curve (AUC). If no sigmoid was detected, Nanonet formation was determined to have not occurred. Each polymer and surfactant combination were scored independently. The resulting AUC values were scaled between 0 and 1. The resulting score, so scaled, may be indicative of nanonet formation. The scaled score captures two aspects. First, it captures the height of the absorption profile, which may indicate relatively greater quantities of nanonets formed. Second, it captures the surfactant concentration range (for a fixed polymer concentration) over which nanonets are formed. Illustrated results are set out in FIG. 17.


Example 17
Nanonet Formation Occurs with Both Anionic and Non-Ionic Surfactants

In this section, a study of the influence of the chemical structure of the surfactant headgroup on nanonet formation was undertaken. Nanonet formation with surfactants containing various non-ionic and ionic headgroups was examined. Headgroups were classified by the functional chemical group forming the primary interactions with water in solution, the number of repeating functional groups, and linkage to the hydrophobic alkyl chain. Except for combinations shown below (Table 13 and 14), the formation of nanonets was detected with all other surfactants tested (Tables 12 A-D).









TABLE 12A







Positively Scoring Nanonets

















Average





Midway
Slope
error


Surfactant
Polymer
Height
(ppm)
coefficient
(all data)















1,2-Hexanediol
DIBMA
0.1
901.088435
55.485365
0.08909591


Amphosol 2CSF ™
DIBMA
0.77027187
595.08416
92.7298755
0.01197528


Apo 10
DIBMA
0.84774592
438.416181
95.641022
0.02734266


Apo 12
DIBMA
1.02744699
84.1216144
20.6225583
0.05375417


Stepan Bio Soft D-40 ™
DIBMA
0.50324237
154.38828
15.7339089
0.23726898


Cedepal TD-403 MFLD ™
DIBMA
0.16418752
155.336851
21.5040037
0.1078598


Coco Glucoside
DIBMA
0.54794297
117.587414
11.5384967
0.07657559


Dodecane-1-sulfonic acid
DIBMA
0.1
113.103271
22.0604016
0.06354805


PFDMP-O310F
DIBMA
0.62275273
653.987409
69.6324963
0.02728391


Genapol X080
DIBMA
0.71496667
20.9693868
1
0.52045649


HEGMDDE H370
DIBMA
0.77233692
22.9310378
6.94012383
0.31281476


HEGMDE H360
DIBMA
0.73495559
15.6419746
1
0.22670991


HEGMOE H350
DIBMA
0.21723333
31.5858482
1.67734031
0.14408076


HXEGMDDE H375
DIBMA
0.61635555
48.9368401
1
0.16375448


Lakeland PAE 136 ™
DIBMA
0.61441111
45.4594876
2.03653556
0.31629426


Stepan Lathanol LAL ™
DIBMA
0.26535556
50.1592844
1
0.17633476


MNA C12
DIBMA
0.35946774
96.4098691
21.0225132
0.21215451


MNA C13
DIBMA
0.44239109
127.190065
19.3785602
0.21842851


MNA C14
DIBMA
0.37788666
107.360025
27.9020346
0.22240426


n-Decanoyl-L-Methionine
DIBMA
0.72673333
22.5959793
1
0.42891738


n-Decanoyl-L-Threonine
DIBMA
0.72474944
326.332201
21.5716367
0.15178313


n-Dodecanoy-L-Histidine
DIBMA
0.26962716
112.97279
55.8505974
0.14662091


n-Dodecanoyl-L-Methionine
DIBMA
0.41636667
19.6303579
1.00005512
0.31618239


n-Dodecanoyl-L-Threonine
DIBMA
0.68847777
122.622926
1
0.13991125


n-Octanoyl-L-Methionine
DIBMA
0.30027282
480.892315
122.694584
0.10060373


Sodium dodecylbenzene sulfonate
DIBMA
0.17219996
53.1225689
4.99559612
0.14861309


nDDDTP D342
DIBMA
1.08387992
143.724993
28.3862408
0.32460789


nDDTGP D323
DIBMA
1.00681667
162.687526
1
0.81488173


nDDTP D335
DIBMA
1.02878536
658.069895
111.181966
0.04566893


Ninate 411 ™
DIBMA
0.30978354
155.42648
25.6747016
0.16191695


nNDTP N335
DIBMA
0.86906633
565.917927
17.1427281
0.02297988


OEGMDE O330
DIBMA
0.6817
12.4022252
1
0.40518747


Poly-10-laurate
DIBMA
0.42863333
56.1286226
3.54827919
0.25251619


Poly-10-oleate
DIBMA
0.8523417
42.6516533
3.03531455
0.09171199


Poly-10-stearate
DIBMA
0.51043339
503.701113
4.14415278
0.03461897


Span 20 ™
DIBMA
0.24467942
43.3092107
6.61452179
0.08822107


Stepan Mild L3 ™
DIBMA
0.35162074
130.031097
66.1989563
0.10881984


Stepan SLL FB ™
DIBMA
0.14626668
559.237685
19.3401413
0.02347724


Stepan sulfonic acid ™
DIBMA
0.19633275
47.7084451
5.07352302
0.19511718


TC Lab 35
DIBMA
0.71271471
334.20971
69.445712
0.04069248


Triton X-100 ™
DIBMA
0.84218245
88.2041539
37.3457156
0.3181006


Triton X-305 ™
DIBMA
0.1
91.8020987
72.9726761
0.06771337


Triton X-45 ™
DIBMA
0.97430833
44.3902689
2.65271092
0.21510792


Tween 20 ™
DIBMA
0.2062
59.4954843
2.56038525
0.16107583


Tween 40 ™
DIBMA
0.1
8.45029038
1
0.10140582


Tween 60 ™
DIBMA
0.12510002
35.0104779
1
0.11411969


tween 65 ™
DIBMA
0.39536667
27.3521657
1
0.20251538


Tween 80 ™
DIBMA
0.1
42.5149373
4.84881196
0.10169357


Tween 85 ™
DIBMA
1.1473
50.0724917
1
0.7354596


1-Octane sulfonate
SMA 2000 ™
0.1
534.878493
583.851199
0.02086525


Amin GCK 30H
SMA 2000 ™
0.12479326
36.4305728
13.0012012
0.09493266


Amphosol 2CSF ™
SMA 2000 ™
0.89738859
526.085102
85.0942317
0.12821088


Apo 10
SMA 2000 ™
0.66099518
235.351463
49.4562223
0.04355634


Apo 12
SMA 2000 ™
0.83502697
43.9420198
3.6786668
0.11565243


Stepan Bio Soft D-40 ™
SMA 2000 ™
0.79162791
137.979405
85.4989689
0.4041504


Stepan Bio Terge AS-40 ™
SMA 2000 ™
0.92848624
253.779429
165.263877
0.46161255


Coco Glucoside
SMA 2000 ™
1.26892037
332.677184
125.515767
0.38850904


Dodecane-1-sulfonic acid
SMA 2000 ™
0.56516733
160.502073
24.1015342
0.28669766


PFDMP-O310F
SMA 2000 ™
1.01532665
680.265245
38.2248183
0.01984661


Genapol X080
SMA 2000 ™
1.0753076
11.7682243
3.36750959
0.77029655


HEGMDDE H370
SMA 2000 ™
1.09769487
21.7341727
3.09134026
0.50035298


HEGMDE H360
SMA 2000 ™
1.12000001
14.0557595
1
0.10236606


HEGMOEH350
SMA 2000 ™
0.91326667
29.6281823
1.50144269
0.5367388


HXEGMDDE H375
SMA 2000 ™
1.28238258
11.1512028
1.64726731
0.48667566


Lakeland PAE 136 ™
SMA 2000 ™
0.66803889
5.39012428
1
0.37215477


Stepan Lathanol LAL ™
SMA 2000 ™
0.74126316
91.8029172
14.1917398
0.48785472


MNA C13
SMA 2000 ™
0.6319667
128.761567
3.711762
0.37348738


MNA C14
SMA 2000 ™
0.99491667
392.376055
1
0.46130594


n-Decanoyl-L-Methionine
SMA 2000 ™
0.73880069
49.794164
4.61655421
0.43712689


n-Decanoyl-L-Threonine
SMA 2000 ™
0.73130093
456.577364
38.4224003
0.03601437


n-Dodecanoyl-L-Histidine
SMA 2000 ™
1.61427321
374.522858
139.368208
0.50129881


n-Dodecanoyl-L-Methionine
SMA 2000 ™
0.4084
57.0809993
2.23986642
0.1950195


n-Dodecanoyl-L-Threonine
SMA 2000 ™
0.9988012
75.5389069
22.2511234
0.30337225


n-Octanoyl-L-Methionine
SMA 2000 ™
0.8677396
595.722748
128.683455
0.1129965


Sodium dodecylbenzene sulfonate
SMA 2000 ™
0.82733333
58.4154015
3.15064529
0.52388549


nDDDTP D342
SMA 2000 ™
1.1908412
133.315281
28.3191444
0.66418528


nDDTGP D323
SMA 2000 ™
1.10939784
41.8240721
9.60983666
0.97587682


nDDTP D335
SMA 2000 ™
1.20761612
378.515512
44.2671138
0.01731967


Ninate 411 ™
SMA 2000 ™
0.56074691
124.95851
7.4506132
0.28406656


nNDTP N335
SMA 2000 ™
1.22379909
556.256227
16.7117816
0.01241129


OEGMDE 0330
SMA 2000 ™
1.09319861
14.89518
1.89476483
0.65447037


Poly-10-laurate
SMA 2000 ™
1.20588317
86.2204713
42.8109052
0.59840684


Poly-10-oleate
SMA 2000 ™
0.52048013
333.405039
40.5367025
0.43078348


Poly-10-stearate
SMA 2000 ™
1.07071039
682.310738
67.9169494
0.02250116


Span 20 ™
SMA 2000 ™
0.88136828
210.360538
40.0411291
0.23162938


Stepan Mild L3 ™
SMA 2000 ™
0.75077124
258.170262
149.886645
0.14475193


Stepan SLL FB ™
SMA 2000 ™
0.97317757
77.8264966
32.5773193
0.6772525


Stepan sulfonic acid ™
SMA 2000 ™
0.58338839
30.4316496
13.1990135
0.4432083


TC Lab 35
SMA 2000 ™
0.97102218
165.127063
35.7111399
0.41573918


Triton X-100 ™
SMA 2000 ™
1.090175
30.9867367
1
0.72468072


Triton X-305 ™
SMA 2000 ™
0.42093514
52.7835175
15.5976649
0.30439504


Triton X-45 ™
SMA 2000 ™
0.95685104
309.862067
45.4754577
0.36300713


Tween 20 ™
SMA 2000 ™
0.91024998
34.984391
10.9797071
0.57074161


Tween 40 ™
SMA 2000 ™
0.85543611
3.17731708
1
0.68636157


Tween 60 ™
SMA 2000 ™
0.9335923
39.2492665
10.5156914
0.73452283


Tween 65 ™
SMA 2000 ™
1.00891099
88.268573
44.9631639
0.50517267


Tween 80 ™
SMA 2000 ™
0.6415
5.33232732
1.15717371
0.55961401


Tween 85 ™
SMA 2000 ™
1.16957282
27.4118067
6.90087914
0.77074868


VDISTILL DV53 ™
SMA 2000 ™
0.13904954
71.4810149
11.2021876
0.10627094


VDISTILL DV63 ™
SMA 2000 ™
0.15760566
123.096414
4.36983785
0.08516374


Sodium-1 octane sulfonate
SMA 2021 ™
0.1
935.389666
161.242254
0.00725711


Amin GCK 30H
SMA 2021 ™
0.16113336
127.913092
1
0.16408753


Amphosol 2CSF ™
SMA 2021 ™
1.13313179
699.363304
130.974204
0.04151624


Anthraquinone-2-sulfonic acid
SMA 2021 ™
0.1
144.475114
4.22812193
0.08545977


Apo 10
SMA 2021 ™
0.40881668
424.402176
82.9898363
0.02397257


Apo 12
SMA 2021 ™
0.43479445
45.8318637
9.10508678
0.04698531


Cedepal TD-403 MFLD ™
SMA 2021 ™
0.37948356
202.197224
355.854349
0.19519247


Coco Glucoside
SMA 2021 ™
0.98464268
195.488268
98.3074408
0.54331317


Dodecane-1-sulfonic acid
SMA 2021 ™
0.31287633
231.295941
87.00054
0.18335223


PFDMP-O310F
SMA 2021 ™
0.4981352
512.350393
14.1993402
0.06167963


Genapol X080
SMA 2021 ™
2
575.161187
228.267432
0.61372737


HEGMDDE H370
SMA 2021 ™
1.3322001
28.222288
1
0.72265722


HEGMDE H360
SMA 2021 ™
1.23872227
15.2556935
1
0.34880255


HEGMOE H350
SMA 2021 ™
1.26373384
48.4702544
1
0.83467596


HXEGMDDE H375
SMA 2021 ™
1.28879888
19.5782657
2.56428128
0.23248461


Lakeland PAE 136 ™
SMA 2021 ™
1.4386872
85.0790029
63.634503
0.73781132


Stepan Lathanol LAL ™
SMA 2021 ™
0.57771661
141.186295
51.5380326
0.30928375


MNA C13
SMA 2021 ™
0.2409385
134.849306
46.1029803
0.17162141


MNA C14
SMA 2021 ™
0.78835514
283.952241
73.5407791
0.37225011


n-Decanoyl-L-Methionine
SMA 2021 ™
0.891
88.0421719
1
0.49088847


n-Decanoyl-L-Threonine
SMA 2021 ™
0.4390166
392.356052
40.0057236
0.05193664


n-Dodecanoyl-L-Methionine
SMA 2021 ™
0.41149996
123.17186
1.25778314
0.25692248


n-Dodecanoyl-L-Threonine
SMA 2021 ™
0.86790988
50.8818456
4.26347048
0.29433431


n-Octanoyl-L-Methionine
SMA 2021 ™
0.60579899
516.821604
12.9652078
0.17133589


Sodium dodecylbenzene sulfonate
SMA 2021 ™
1.09185243
161.669071
19.5260699
0.26996932


nDDDTP D342
SMA 2021 ™
1.20839103
245.77649
55.2888738
0.6628966


nDDTGP D323
SMA 2021 ™
0.67210572
271.14231
245.389902
0.42141363


nDDTP D335
SMA 2021 ™
1.2873531
603.00528
115.949197
0.0447591


Ninate 411 ™
SMA 2021 ™
0.9306941
171.064771
20.4236571
0.29365403


nNDTP N335
SMA 2021 ™
0.86373574
547.727127
15.5023812
0.03540623


OEGMDE O330
SMA 2021 ™
1.32343889
21.8346265
2.90574343
0.62121758


Poly-10-laurate
SMA 2021 ™
1.28228728
155.971849
34.137995
0.52399


Poly-10-oleate
SMA 2021 ™
1.18861032
83.4270066
13.4234048
0.8530148


Poly-10-palmitate
SMA 2021 ™
0.35150268
543.456395
119.620995
0.10326259


Poly-10-stearate
SMA 2021 ™
0.3782
568.843671
1
0.01032824


Span 20 ™
SMA 2021 ™
0.35694164
0
560.882957
0.27224066


Stepan Mild L3 ™
SMA 2021 ™
0.69871255
244.417729
105.835039
0.53848898


Stepan SLL FB ™
SMA 2021 ™
0.92909918
164.645031
36.1794065
0.66869796


Stepan sulfonic acid ™
SMA 2021 ™
0.55220886
55.2137116
37.4305648
0.34163289


TC Lab 35
SMA 2021 ™
0.96554937
389.055194
51.5484316
0.16979021


Triton X-100 ™
SMA 2021 ™
0.42769999
33.9152557
5.81523546
0.32101287


Triton X-305 ™
SMA 2021 ™
0.14214001
59.2815788
24.7028952
0.10990348


Triton X-45 ™
SMA 2021 ™
0.58975329
76.5263381
39.5915588
0.33915197


Tween 40 ™
SMA 2021 ™
0.36146692
118.71608
85.3871419
0.24266693


Tween 60 ™
SMA 2021 ™
0.67845333
127.223016
1
0.44119457


Tween 80 ™
SMA 2021 ™
1.21108659
128.01887
38.4517763
0.78075637


Tween 85 ™
SMA 2021 ™
0.99793553
44.3368596
37.5045817
0.60323297


Amphosol 2CSF ™
SMA 3000 ™
0.2431068
387.142003
84.7206518
0.05874185


Anthraquinone-2-sulfonic acid
SMA 3000 ™
0.1
267.220564
203.433114
0.01958907


Apo 10
SMA 3000 ™
0.59850259
345.652245
63.7069632
0.0446669


Apo 12
SMA 3000 ™
0.64
22.0604935
1
0.45617241


Coco Glucoside
SMA 3000 ™
1.5392872
392.820112
89.9918433
0.5250622


PFDMP-O310F
SMA 3000 ™
0.35033333
978.524449
1
0.05425814


Genapol X080
SMA 3000 ™
1.42288709
38.7011311
33.5395704
1.04843213


HEGMDDE H370
SMA 3000 ™
0.95577965
23.3898301
4.16284629
0.38737013


HEGMDE H360
SMA 3000 ™
0.99145558
14.9430288
1
0.27724382


HEGMOE H350
SMA 3000 ™
0.58346666
30.226552
1.32455222
0.38455735


HXEGMDDE H375
SMA 3000 ™
1.03194568
6.42321656
1
0.40506607


Lakeland PAE 136 ™
SMA 3000 ™
0.65675001
13.8265829
2.05437227
0.53884736


Stepan Lathanol LAL ™
SMA 3000 ™
0.15055264
72.3648955
32.957779
0.11609036


MNA C12
SMA 3000 ™
0.44480852
213.732813
67.2106088
0.14180333


MNA C13
SMA 3000 ™
0.37384604
137.945378
24.257433
0.15204811


MNA C14
SMA 3000 ™
0.34348388
148.758063
27.4801783
0.19699695


n-Decanoyl-L-Methionine
SMA 3000 ™
0.40006551
45.0739894
3.13635836
0.3975135


n-Decanoyl-L-Threonine
SMA 3000 ™
0.66326463
577.018149
101.155496
0.03172253


n-Dodecanoyl-L-Histidine
SMA 3000 ™
0.17466666
50.2447083
1.55294276
0.09766373


n-Dodecanoyl-L-Methionine
SMA 3000 ™
0.52365556
90.1723376
1
0.2635066


n-Dodecanoyl-L-Threonine
SMA 3000 ™
0.91735595
145.757221
20.6970266
0.27636447


n-Octanoyl-L-Methionine
SMA 3000 ™
0.70518455
603.060198
78.2084217
0.28379335


Sodium dodecylbenzene sulfonate
SMA 3000 ™
0.1
98.6810362
46.037207
0.13681818


nDDDTP D342
SMA 3000 ™
0.94715999
291.719517
77.3415987
0.31719493


nDDTGP D323
SMA 3000 ™
0.90149358
42.8290789
7.39689134
0.73194673


nDDTP D335
SMA 3000 ™
1.03777981
540.1365
67.2903046
0.03244535


Ninate 411 ™
SMA 3000 ™
0.32081235
107.423919
52.4429783
0.16493285


nNDTP N335
SMA 3000 ™
1.01744385
674.951314
56.9789227
0.01531551


nODTTP O320
SMA 3000 ™
0.1
471.641835
112.970763
0.0610347


OEGMDE O330
SMA 3000 ™
1.01130002
13.7605991
1
0.64921569


Poly-10-laurate
SMA 3000 ™
0.73904923
43.3998996
11.3077173
0.49205051


Poly-10-oleate
SMA 3000 ™
0.37827778
461.91294
1
0.34235745


Poly-10-palmitate
SMA 3000 ™
0.56899066
42.8717573
11.3588766
0.49671037


Poly-10-stearate
SMA 3000 ™
0.87370102
573.481425
18.2860756
0.00817572


Span 20 ™
SMA 3000 ™
0.88478417
223.911109
59.231853
0.16455893


Stepan Mild L3 ™
SMA 3000 ™
0.64376341
248.456385
60.6747749
0.08284202


Stepan SLL FB ™
SMA 3000 ™
0.78988212
71.5162006
26.1873518
0.68163018


Stepan sulfonic acid ™
SMA 3000 ™
0.24164413
28.317891
13.237126
0.22898645


TC Lab 35
SMA 3000 ™
0.22991524
346.941575
125.389064
0.09589022


Triton X-100 ™
SMA 3000 ™
0.6009527
3.28892177
1
0.48131015


Triton X-305 ™
SMA 3000 ™
0.14412718
70.8706163
31.6534128
0.11452151


Triton X-45 ™
SMA 3000 ™
0.77245801
48.4308877
9.94655414
0.42715311


Tween 65 ™
SMA 3000 ™
2
132.474221
243.533814
0.73905917


Tween 85 ™
SMA 3000 ™
2
210.604204
168.795922
0.76177281


Amin GCK 30H
SMA-IBE
0.13840166
55.1971085
12.9955696
0.08879885


Amphosol 2CSF ™
SMA-IBE
0.1
595.782092
359.850059
0.02127168


Apo 10
SMA-IBE
0.27167398
522.590715
179.741526
0.03888101


Apo 12
SMA-IBE
0.55703334
49.9902832
1.00232534
0.2472827


Stepan Bio Soft D-40 ™
SMA-IBE
0.1
331.505939
57.327707
0.05184201


Coco Glucoside
SMA-IBE
0.21820058
43.4533724
5.83931635
0.09625545


Fluoro octyl maltoside O310F
SMA-IBE
0.1
479.469366
123.671052
0.04984429


HEGMDDE H370
SMA-IBE
0.51316586
109.786116
17.767388
0.07687877


HEGMDE H360
SMA-IBE
0.70257438
271.535997
21.286082
0.14827892


HXEGMDDE H375
SMA-IBE
0.83539321
17.972628
4.13175952
0.26012348


Lakeland PAE 136 ™
SMA-IBE
0.14100002
54.8904151
2.98756606
0.15685401


MNA C14
SMA-IBE
0.43062183
603.240819
256.721295
0.09519527


n-Decanoyl-L-Methionine
SMA-IBE
0.91993334
50.0123255
3.27012462
0.52108808


n-Decanoyl-L-Threonine
SMA-IBE
0.51336231
658.954775
70.475536
0.01496219


n-Dodecanoyl-L-Histidine
SMA-IBE
0.11277886
114.538291
57.6895038
0.08483761


n-Dodecanoyl-L-Methionine
SMA-IBE
0.47576667
92.4348088
1
0.27032538


n-Dodecanoyl-L-Threonine
SMA-IBE
0.14354495
318.504378
155.735051
0.0714816


n-Octanoyl-L-Methionine
SMA-IBE
0.62686283
716.038034
111.041836
0.07385598


nDDDTP D342
SMA-IBE
0.22859992
54.0350613
2.33743662
0.10447126


nDDTGP D323
SMA-IBE
0.14623362
499.220019
10.1196651
0.22788446


nDDTP D335
SMA-IBE
0.27080924
212.359061
65.2471625
0.09548108


OEGMDE O330
SMA-IBE
0.11736715
54.4395671
6.07004333
0.07830438


Poly-10-laurate
SMA-IBE
0.11284842
75.6808608
17.7297431
0.03695515


Poly-10-oleate
SMA-IBE
0.39399999
49.7886456
1.03559627
0.15117336


Span 20 ™
SMA-IBE
0.11276668
504.450638
4.56821982
0.09276794


Stepan Mild L3 ™
SMA-IBE
0.42979985
123.215334
2.75949469
0.23430997


Stepan SLL FB ™
SMA-IBE
0.50575003
49.8392414
1.00617269
0.10171128


Stepan sulfonic acid ™
SMA-IBE
0.12123375
56.4878144
5.84092656
0.12913625


Triton X-305 ™
SMA-IBE
0.1
369.852806
310.374151
0.05229663


Triton X-45 ™
SMA-IBE
0.3194
31.9394658
1
0.34639209


Tween 60 ™
SMA-IBE
0.12768971
790.283457
281.753355
0.04439502


Tween 65 ™
SMA-IBE
0.17028942
244.053429
7.32272882
0.06460263


Tween 85 ™
SMA-IBE
0.2088
25.346497
1
0.21842755


1,2-Hexanediol
SMA 725 ™
0.16665356
78.0526029
29.96572
0.0786097


Amin GCK 30H
SMA 725 ™
0.21016623
380.083452
165.338014
0.19224575


Amphosol 2CSF ™
SMA 725 ™
0.1
398.10186
164.474318
0.04635902


Apo 10
SMA 725 ™
0.34625609
595.290306
129.398525
0.0322409


Apo 12
SMA 725 ™
0.16243333
5.17360531
1.36617645
0.1467061


Stepan Bio Soft D-40 ™
SMA 725 ™
1.18217395
628.407481
244.949233
0.40729597


Stepan Bio Terge AS-40 ™
SMA 725 ™
0.81420252
373.201656
182.869165
0.39245615


Dodecane-1-sulfonic acid
SMA 725 ™
0.37391949
61.5385496
11.5744684
0.49054484


PFDMP-O310F
SMA 725 ™
0.12143325
497.138141
16.0950889
0.03517421


Genapol X080
SMA 725 ™
2
437.146479
188.834499
0.81568587


HEGMDDE H370
SMA 725 ™
0.40963279
21.1965285
2.60828794
0.3036369


HEGMDE H360
SMA 725 ™
0.94983345
16.0164725
1
0.49167483


HXEGMDDE H375
SMA 725 ™
0.31032122
6.42321847
1
0.2859397


Lakeland PAE 136 ™
SMA 725 ™
0.40092
6.7971917
2.13221812
0.45672292


Stepan Lathanol LAL ™
SMA 725 ™
1.19795721
457.059606
133.528247
0.50554515


MNA C12
SMA 725 ™
0.1142333
55.1225816
2.58801463
0.09770116


MNA C14
SMA 725 ™
0.23660233
150.054301
22.1077259
0.16548523


n-Decanoyl-L-Methionine
SMA 725 ™
0.58480067
47.3254363
2.68989215
0.3245131


n-Decanoyl-L-Threonine
SMA 725 ™
0.58337096
689.059826
63.3478749
0.01010457


n-Dodecanoyl-L-Histidine
SMA 725 ™
0.21162515
265.115704
107.553749
0.08328081


n-Dodecanoyl-L-Methionine
SMA 725 ™
0.88116667
91.8738612
1
0.52147673


n-Dodecanoyl-L-Threonine
SMA 725 ™
0.70376668
127.100453
1.95061246
0.18621891


n-Octanoyl-L-Methionine
SMA 725 ™
0.67963151
629.742403
171.134141
0.1470039


nDDDTP D342
SMA 725 ™
0.56658422
468.144931
104.513987
0.16931911


nDDTGP D323
SMA 725 ™
0.52058349
295.081064
126.495496
0.50181278


nDDTP D335
SMA 725 ™
0.1
398.778329
175.312356
0.05487862


Ninate 411 ™
SMA 725 ™
0.10989205
80.3623182
34.3296293
0.08815548


nNDTP N335
SMA 725 ™
0.24651841
699.874309
111.827067
0.02225363


OEGMDE O330
SMA 725 ™
0.19725853
6.4233049
1
0.17818649


Poly-10-laurate
SMA 725 ™
1.22644872
727.140102
150.984716
0.37399647


Poly10-oleate
SMA 725 ™
0.80395887
415.317226
163.718284
0.32417095


Poly-10-palmitate
SMA 725 ™
0.55378333
220.557022
1
0.34232087


Poly-10-stearate
SMA 725 ™
0.60420715
666.142483
37.0384979
0.01112445


Span 20 ™
SMA 725 ™
0.62848573
283.912697
107.582548
0.07211668


Stepan Mild L3 ™
SMA 725 ™
0.70260988
92.7403599
23.4580717
0.14619491


Stepan SLL FB ™
SMA 725 ™
0.79445623
88.9172839
27.0557157
0.55123733


Triton X-100 ™
SMA 725 ™
0.51049104
47.0513106
16.1200228
0.38193929


Triton X-305 ™
SMA 725 ™
0.1225251
34.2615725
24.79289
0.12988317


Triton X-45 ™
SMA 725 ™
0.59014722
42.8041791
9.32698688
0.34259304


Tween 65 ™
SMA 725 ™
0.97100901
58.7517888
4.05623277
0.72301593


Tween 80 ™
SMA 725 ™
0.47732613
15.04405
6.27578768
0.39298946


VDISTILL DV53 ™
SMA 725 ™
0.39229689
87.5663909
28.213039
0.23295534


Amin GCK 30H
SMA Cumene
0.16903289
56.1552878
40.0446791
0.17652471


Amphosol 2CSF ™
SMA Cumene
0.18654925
530.682194
105.573694
0.06440189


Apo 10
SMA Cumene
0.58177855
411.551568
114.32331
0.16331519


Apo 12
SMA Cumene
1.0038667
51.5463032
1
0.68938642


Coco Glucoside
SMA Cumene
0.73385895
629.210189
118.220275
0.06106245


PFDMP-O310F
SMA Cumene
0.42783337
132.346965
1.94842086
0.32052902


Genapol X080
SMA Cumene
1.07026667
27.4976239
1
0.81008762


HEGMDDE H370
SMA Cumene
1.23098434
113.823501
15.9102869
0.69184844


HEGMDE H360
SMA Cumene
1.11430738
153.280331
26.3897685
0.0453947


HEGMOE H350
SMA Cumene
0.15213026
374.958386
184.294742
0.0348972


HXEGMDDE H375
SMA Cumene
1.24640003
14.0977381
1
0.78171728


Lakeland PAE 136 ™
SMA Cumene
0.99696666
50.2713157
1.66259192
0.57835253


MNA C12
SMA Cumene
0.23067437
98.3880237
33.0449879
0.15126198


MNA C13
SMA Cumene
0.22119994
49.6118337
1
0.13610065


MNA C14
SMA Cumene
0.16250006
26.9122469
16.5961981
0.1679783


n-Decanoyl-L-Methionine
SMA Cumene
0.92776667
90.2420667
1
0.49123986


n-Decanoyl-L-Threonine
SMA Cumene
0.65673647
648.371055
79.4597391
0.01326363


n-Dodecanoyl-L-Histidine
SMA Cumene
0.21763416
45.1571325
9.392309
0.15028436


n-Dodecanoyl-L-Methionine
SMA Cumene
0.7225
94.3490016
1
0.3879571


n-Dodecanoyl-L-Threonine
SMA Cumene
0.6923
63.335923
3.13250227
0.25086018


n-Octanoyl-L-Methionine
SMA Cumene
1.15366359
677.077237
73.1710311
0.03997618


Sodium dodecylbenzene sulfonate
SMA Cumene
0.1
33.2633392
9.9021511
0.17315999


nDDDTP D342
SMA Cumene
1.07132204
278.516346
50.4682219
0.1172323


nDDTGP D323
SMA Cumene
1.16926667
99.7568612
1.00000009
0.39835953


nDDTP D335
SMA Cumene
0.23069617
258.761008
43.8357899
0.102913


nNDTP N335
SMA Cumene
1.0257
843.880546
1
0.25040799


OEGMDE O330
SMA Cumene
1.20103346
15.8664634
1
0.73328604


Poly-10-laurate
SMA Cumene
0.4544219
73.626828
13.3065884
0.32536092


Poly-10-oleate
SMA Cumene
0.85908063
56.01628
22.6214454
0.44477444


Poly-10-stearate
SMA Cumene
0.779727
660.645528
38.4206269
0.00859737


Span 20 ™
SMA Cumene
0.75731112
129.430534
3.84638646
0.37532063


Stepan Mild L3 ™
SMA Cumene
0.40778623
310.08723
51.3347099
0.15323633


Stepan SLL FB ™
SMA Cumene
1.05814906
53.2020865
2.27103651
0.87997254


Stepan sulfonic acid ™
SMA Cumene
0.12353299
23.2191036
6.38311742
0.16510284


TC Lab 35
SMA Cumene
0.31656598
308.812572
62.0939333
0.15751957


Triton X-100 ™
SMA Cumene
0.66506667
4.67141262
1
0.56561508


Triton X-305 ™
SMA Cumene
0.15114334
55.3408846
43.0219002
0.12379949


Triton X-45 ™
SMA Cumene
1.44670135
54.6973778
5.58346883
0.76893364


Tween 40 ™
SMA Cumene
0.1
40.2306461
5.76851145
0.11282389


Tween 65 ™
SMA Cumene
0.57494502
22.7324121
11.1524571
0.40483246


Tween 80 ™
SMA Cumene
0.13393333
26.8482731
1
0.12413461


Tween 85 ™
SMA Cumene
0.65256667
26.3387849
1
0.4528309
















TABLE 12B







Positively Scoring Nanonets















Sigmoid AUC
Score
Alkyl
Alkyl
Number of




(nanonet
polymer
chain
chain
alkyl


Surfactant
Polymer
score)
specific
length
branched
chains
















1,2-Hexanediol
DIBMA
0.01079653
0.15517241
C6
NA
1


Amphosol 2CSF ™
DIBMA
0.31306068
0.51724138
C18
NA
2


Apo 10
DIBMA
0.47591154
0.70689655
C10
NA
1


Apo 12
DIBMA
0.94118313
0.98275862
C12
NA
1


Stepan Bio Soft D-40 ™
DIBMA
0.42579884
0.67241379
NA-benzene
NA
0






C6 ring


Cedepal TD-403 MFLD ™
DIBMA
0.13876273
0.27586207
C13
NA
1


Coco Glucoside
DIBMA
0.48378552
0.72413793
C18
NA
1


Dodecane-1-sulfonic acid
DIBMA
0.08872691
0.18965517
C12
NA
1


PFDMP-O310F
DIBMA
0.21608623
0.39655172
C8
NA
1


Genapol X080
DIBMA
0.70033174
0.82758621
C13
Y
1


HEGMDDE H370
DIBMA
0.75483262
0.87931034
C12
NA
1


HEGMDE H360
DIBMA
0.72382691
0.86206897
C10
NA
1


HEGMOEH350
DIBMA
0.21048045
0.36206897
C8
NA
1


HXEGMDDE H375
DIBMA
0.58650124
0.75862069
C12
NA
1


Lakeland PAE 136 ™
DIBMA
0.5867875
0.77586207
C13
NA
1


Lathanol LAL ™
DIBMA
0.25217819
0.44827586
C12
NA
1


MNA C12
DIBMA
0.3249164
0.53448276
C12
NA
2


MNA C13
DIBMA
0.38633275
0.62068966
C13
NA
2


MNA C14
DIBMA
0.33728709
0.55172414
C14
NA
2


n-Decanoyl-L-Methionine
DIBMA
0.71067545
0.84482759
C10
NA
1


n-Decanoyl-L-Threonine
DIBMA
0.48860273
0.74137931
C10
NA
1


n-Dodecanoy-L-Histidine
DIBMA
0.23744623
0.43103448
C12
NA
1


n-Dodecanoyl-L-Methionine
DIBMA
0.40840142
0.65517241
C12
NA
1


n-Dodecanoyl-L-Threonine
DIBMA
0.60439885
0.79310345
C12
NA
1


n-Octanoyl-L-Methionine
DIBMA
0.1558324
0.29310345
C8
NA
1


Sodium dodecylbenzene sulfonate
DIBMA
0.16313833
0.31034483
C12
NA
1


nDDDTP D342
DIBMA
0.92845061
0.94827586
C12
NA
1


nDDTGP D323
DIBMA
0.84352356
0.93103448
C10
NA
1


nDDTP D335
DIBMA
0.35712153
0.56896552
C10
NA
1


Ninate 411 ™
DIBMA
0.26177156
0.48275862
C12
NA
1


nNDDTP N335
DIBMA
0.37768065
0.5862069
C9
NA
1


OEGMDE O330
DIBMA
0.67358625
0.81034483
C12
NA
1


Poly-10-laurate
DIBMA
0.40478905
0.63793103
C12
NA
1


Poly-10-oleate
DIBMA
0.81641409
0.9137931
C18
NA
1


Poly-10-stearate
DIBMA
0.25358274
0.46551724
C18
NA
1


Span 20 ™
DIBMA
0.23420274
0.4137931
C12
NA
1


Stepan Mild L3 ™
DIBMA
0.30304127
0.5
C12
NA
1


Stepan SLL FB ™
DIBMA
0.06454197
0.17241379
C12
NA
1


Stepan sulfonic acid ™
DIBMA
0.18706412
0.32758621
C12
Y
1


TC Lab 35
DIBMA
0.4744805
0.68965517
C12
NA
1


Triton X-100 ™
DIBMA
0.76552289
0.89655172
C8
Y
1


Triton X-305 ™
DIBMA
0.08905549
0.20689655
C8
Y
1


Triton X-45 ™
DIBMA
0.93154568
0.96551724
C8
Y
1


Tween 20 ™
DIBMA
0.19403513
0.34482759
C12
NA
1


Tween 40 ™
DIBMA
0.09920496
0.24137931
C16
NA
1


Tween 60 ™
DIBMA
0.12078276
0.25862069
C18
NA
1


tween 65 ™
DIBMA
0.38475022
0.60344828
C18
NA
3


Tween 80 ™
DIBMA
0.09579844
0.22413793
C18
NA
1


Tween 85 ™
DIBMA
1.09042548
1
C16
NA
3


1-Octane sulfonate
SMA 2000 ™
0.04864068
0.11864407
C8
NA
1


Amin GCK 30H
SMA 2000 ™
0.12021731
0.15254237
C18, C8
NA
1, 1


Amphosol 2CSF ™
SMA 2000 ™
0.4258668
0.33898305
C18
NA
2


Apo 10
SMA 2000 ™
0.50548314
0.38983051
C10
NA
1


Apo 12
SMA 2000 ™
0.7987517
0.66101695
C12
NA
1


Stepan Bio Soft D-40 ™
SMA 2000 ™
0.67057294
0.55932203
NA-benzene
NA
0






C6 ring


Stepan Bio Terge AS-40 ™
SMA 2000 ™
0.66514278
0.54237288
C14
NA
1


Coco Glucoside
SMA 2000 ™
0.83736484
0.69491525
C18
NA
1


Dodecane-1-sulfonic acid
SMA 2000 ™
0.47472229
0.3559322
C12
NA
1


PFDMP-O310F
SMA 2000 ™
0.3251518
0.22033898
C8
NA
1


Genapol X080
SMA 2000 ™
1.06309757
0.88135593
C13
Y
1


HEGMDDE H370
SMA 2000 ™
1.07438368
0.91525424
C12
NA
1


HEGMDE H360
SMA 2000 ™
1.10481756
0.96610169
C10
NA
1


HEGMOE H350
SMA 2000 ™
0.88666487
0.74576271
C8
NA
1


HXEGMDDE H375
SMA 2000 ™
1.2687219
1
C12
NA
1


Lakeland PAE 136 ™
SMA 2000 ™
0.66477033
0.52542373
C13
NA
1


Stepan Lathanol LAL ™
SMA 2000 ™
0.67356793
0.57627119
C12
NA
1


MNA C13
SMA 2000 ™
0.55090966
0.44067797
C13
NA
2


MNA C14
SMA 2000 ™
0.60503265
0.47457627
C14
NA
2


n-Decanoyl-L-Methionine
SMA 2000 ™
0.70238207
0.61016949
C10
NA
1


n-Decanoyl-L-Threonine
SMA 2000 ™
0.39777096
0.30508475
C10
NA
1


n-Dodecanoyl-L-Histidine
SMA 2000 ™
0.99824148
0.83050847
C12
NA
1


n-Dodecanoyl-L-Methionine
SMA 2000 ™
0.38529232
0.28813559
C12
NA
1


n-Dodecanoyl-L-Threonine
SMA 2000 ™
0.92313503
0.81355932
C12
NA
1


n-Octanoyl-L-Methionine
SMA 2000 ™
0.35486668
0.27118644
C8
NA
1


Sodium dodecylbenzene sulfonate
SMA 2000 ™
0.77941799
0.6440678
C12
NA
1


nDDDTP D342
SMA 2000 ™
1.03238155
0.84745763
C12
NA
1


nDDTGP D323
SMA 2000 ™
1.06342351
0.89830508
C10
NA
1


nDDTP D335
SMA 2000 ™
0.75110832
0.62711864
C10
NA
1


Ninate 411 ™
SMA 2000 ™
0.49095719
0.37288136
C12
NA
1


nNDTP N335
SMA 2000 ™
0.54366513
0.42372881
C9
NA
1


OEGMDE O330
SMA 2000 ™
1.07746121
0.93220339
C12
NA
1


Poly-10-laurate
SMA 2000 ™
1.09611792
0.94915254
C12
NA
1


Poly-10-oleate
SMA 2000 ™
0.34720409
0.25423729
C18
NA
1


Poly-10-stearate
SMA 2000 ™
0.34135375
0.23728814
C18
NA
1


Span 20 ™
SMA 2000 ™
0.6962221
0.59322034
C12
NA
1


Stepan Mild L3 ™
SMA 2000 ™
0.53967414
0.40677966
C12
NA
1


Stepan SLL FB ™
SMA 2000 ™
0.89518363
0.76271186
C12
NA
1


Stepan sulfonic acid ™
SMA 2000 ™
0.56522096
0.45762712
C12
Y
1


TC Lab 35
SMA 2000 ™
0.8108317
0.6779661
C12
NA
1


Triton X-100 ™
SMA 2000 ™
1.05693912
0.86440678
C8
Y
1


Triton X-305 ™
SMA 2000 ™
0.39871505
0.3220339
C8
Y
1


Triton X-45 ™
SMA 2000 ™
0.66079039
0.50847458
C8
Y
1


Tween 20 ™
SMA 2000 ™
0.87847365
0.72881356
C12
NA
1


Tween 40 ™
SMA 2000 ™
0.85312531
0.71186441
C16
NA
1


Tween 60 ™
SMA 2000 ™
0.89719482
0.77966102
C18
NA
1


Tween 65 ™
SMA 2000 ™
0.91446164
0.79661017
C18
NA
3


Tween 80 ™
SMA 2000 ™
0.63839541
0.49152542
C18
NA
1


Tween 85 ™
SMA 2000 ™
1.13795748
0.98305085
C16
NA
3


VDISTILL DV53 ™
SMA 2000 ™
0.12917714
0.16949153
C18, C18
NA
11 


VDISTILL DV63 ™
SMA 2000 ™
0.13828377
0.18644068
C18, C18
NA
11 


Sodium-1-octane sulfonate
SMA 2021 ™
0.01470987
0.16814159
C8
NA
1


Amin GCK 30H
SMA 2021 ™
0.14060286
0.22123894
C18, C8
NA
1, 1


Amphosol 2CSF ™
SMA 2021 ™
0.35471071
0.45132743
C18
NA
2


Anthraquinone-2-sulfonic acid
SMA 2021 ™
0.08560249
0.18584071
NA aromatic
NA
0


Apo 10
SMA 2021 ™
0.23534902
0.2920354
C10
NA
1


Apo 12
SMA 2021 ™
0.41506008
0.52212389
C12
NA
1


Cedepal TD-403 MFLD ™
SMA 2021 ™
0.25601338
0.36283186
C13
NA
1


Coco Glucoside
SMA 2021 ™
0.78031574
0.73451327
C18
NA
1


Dodecane-1-sulfonic acid
SMA 2021 ™
0.23883696
0.30973451
C12
NA
1


PFDMP O310F
SMA 2021 ™
0.2431645
0.32743363
C8
NA
1


Genapol X080
SMA 2021 ™
0.88125934
0.78761062
C13
Y
1


HEGMDDE H370
SMA 2021 ™
1.29526847
0.98230088
C12
NA
1


HEGMDE H360
SMA 2021 ™
1.22044406
0.92920354
C10
NA
1


HEGMOE H350
SMA 2021 ™
1.20311221
0.91150442
C8
NA
1


HXEGMDDE H375
SMA 2021 ™
1.26420953
0.94690265
C12
NA
1


Lakeland PAE 136 ™
SMA 2021 ™
1.29580436
1
C13
NA
1


Stepan Lathanol LAL ™
SMA 2021 ™
0.49459328
0.55752212
C12
NA
1


MNA C13
SMA 2021 ™
0.20799401
0.27433628
C13
NA
2


MNA C14
SMA 2021 ™
0.56369824
0.6460177
C14
NA
2


n-Decanoyl-L-Methionine
SMA 2021 ™
0.81299992
0.75221239
C10
NA
1


n-Decanoyl-L-Threonine
SMA 2021 ™
0.26698434
0.38053097
C10
NA
1


n-Dodecanoyl-L-Methionine
SMA 2021 ™
0.36102049
0.46902655
C12
NA
1


n-Dodecanoyl-L-Threonine
SMA 2021 ™
0.82418296
0.7699115
C12
NA
1


n-Octanoyl-L-Methionine
SMA 2021 ™
0.29301188
0.39823009
C8
NA
1


Sodium dodecylbenzene sulfonate
SMA 2021 ™
0.91587432
0.82300885
C12
NA
1


nDDDTP D342
SMA 2021 ™
0.91122883
0.80530973
C12
NA
1


nDDTGP D323
SMA 2021 ™
0.45133615
0.53982301
C10
NA
1


nDDTP D335
SMA 2021 ™
0.51566509
0.57522124
C10
NA
1


Ninate 411 ™
SMA 2021 ™
0.7719462
0.69911504
C12
NA
1


nNDTP N335
SMA 2021 ™
0.39107611
0.48672566
C9
NA
1


OEGMDE O330
SMA 2021 ™
1.29520205
0.96460177
C12
NA
1


Poly-10-laurate
SMA 2021 ™
1.08248266
0.87610619
C12
NA
1


Poly-10-oleate
SMA 2021 ™
1.09001173
0.89380531
C18
NA
1


Poly-10-palmitate
SMA 2021 ™
0.16112024
0.23893805
C16
NA
1


Poly-10-stearate
SMA 2021 ™
0.16325242
0.25663717
C18
NA
1


Span 20 ™
SMA 2021 ™
0.24952947
0.34513274
C12
NA
1


Stepan Mild L3 ™
SMA 2021 ™
0.52137185
0.61061947
C12
NA
1


Stepan SLL FB ™
SMA 2021 ™
0.77624393
0.71681416
C12
NA
1


Stepan sulfonic acid ™
SMA 2021 ™
0.51778871
0.59292035
C12
Y
1


TC Lab 35
SMA 2021 ™
0.59035451
0.66371681
C12
NA
1


Triton X-100 ™
SMA 2021 ™
0.41340161
0.50442478
C8
Y
1


Triton X-305 ™
SMA 2021 ™
0.13348571
0.20353982
C8
Y
1


Triton X-45 ™
SMA 2021 ™
0.54179759
0.62831858
C8
Y
1


Tween 40 ™
SMA 2021 ™
0.31191032
0.4159292
C16
NA
1


Tween 60 ™
SMA 2021 ™
0.59247768
0.68141593
C18
NA
1


Tween 80 ™
SMA 2021 ™
1.05503229
0.85840708
C18
NA
1


Tween 85 ™
SMA 2021 ™
0.94429643
0.84070796
C16
NA
3


Amphosol 2CSF ™
SMA 3000 ™
0.1489152
0.34545455
C18
NA
2


Anthraquinone-2-sulfonic acid
SMA 3000 ™
0.06904032
0.25454545
NA aromatic
NA
0


Apo 10
SMA 3000 ™
0.39176322
0.58181818
C10
NA
1


Apo 12
SMA 3000 ™
0.62620128
0.70909091
C12
NA
1


Coco Glucoside
SMA 3000 ™
0.93381513
0.87272727
C18
NA
1


PFDMP O310F
SMA 3000 ™
0.00769877
0.2
C8
NA
1


Genapol X080
SMA 3000 ™
1.35561809
0.96363636
C13
Y
1


HEGMDDE H370
SMA 3000 ™
0.93388926
0.89090909
C12
NA
1


HEGMDE H360
SMA 3000 ™
0.97713596
0.90909091
C10
NA
1


HEGMOE H350
SMA 3000 ™
0.56612221
0.67272727
C8
NA
1


HXEGMDDE H375
SMA 3000 ™
1.02583227
0.94545455
C12
NA
1


Lakeland PAE 136 ™
SMA 3000 ™
0.64799652
0.72727273
C13
NA
1


Stepan Lathanol LAL ™
SMA 3000 ™
0.13921714
0.30909091
C12
NA
1


MNA C12
SMA 3000 ™
0.34875182
0.52727273
C12
NA
2


MNA C13
SMA 3000 ™
0.32243256
0.49090909
C13
NA
2


MNA C14
SMA 3000 ™
0.2925184
0.47272727
C14
NA
2


n-Decanoyl-L-Methionine
SMA 3000 ™
0.382233
0.56363636
C10
NA
1


n-Decanoyl-L-Threonine
SMA 3000 ™
0.28167062
0.43636364
C10
NA
1


n-Dodecanoyl-L-Histidine
SMA 3000 ™
0.16597792
0.36363636
C12
NA
1


n-Dodecanoyl-L-Methionine
SMA 3000 ™
0.47669814
0.6
C12
NA
1


n-Dodecanoyl-L-Threonine
SMA 3000 ™
0.78408718
0.83636364
C12
NA
1


n-Octanoyl-L-Methionine
SMA 3000 ™
0.28058523
0.41818182
C8
NA
1


Sodium dodecylbenzene sulfonate
SMA 3000 ™
0.08967674
0.27272727
C12
NA
1


nDDDTP D342
SMA 3000 ™
0.66968033
0.74545455
C12
NA
1


nDDTGP D323
SMA 3000 ™
0.86331518
0.85454545
C10
NA
1


nDDTP D335
SMA 3000 ™
0.47780789
0.61818182
C10
NA
1


Ninate 411 ™
SMA 3000 ™
0.28448763
0.45454545
C12
NA
1


nNDTP N335
SMA 3000 ™
0.33141816
0.50909091
C9
NA
1


nODTTP O320
SMA 3000 ™
0.05281838
0.23636364
C8
NA
1


OEGMDE O330
SMA 3000 ™
0.99788957
0.92727273
C12
NA
1


Poly-10-laurate
SMA 3000 ™
0.70717371
0.78181818
C12
NA
1


Poly-10-oleate
SMA 3000 ™
0.20373552
0.38181818
C18
NA
1


Poly-10-palmitate
SMA 3000 ™
0.54474114
0.65454545
C16
NA
1


Poly-10-stearate
SMA 3000 ™
0.37308656
0.54545455
C18
NA
1


Span 20 ™
SMA 3000 ™
0.68594116
0.76363636
C12
NA
1


Stepan Mild L3 ™
SMA 3000 ™
0.48349829
0.63636364
C12
NA
1


Stepan SLL FB ™
SMA 3000 ™
0.73250601
0.8
C12
NA
1


Stepan sulfonic acid ™
SMA 3000 ™
0.23457864
0.4
C12
Y
1


TC Lab 35
SMA 3000 ™
0.14866913
0.32727273
C12
NA
1


Triton X-100 ™
SMA 3000 ™
0.59926377
0.69090909
C8
Y
1


Triton X-305 ™
SMA 3000 ™
0.13352979
0.29090909
C8
Y
1


Triton X-45 ™
SMA 3000 ™
0.73537752
0.81818182
C8
Y
1


Tween 65 ™
SMA 3000 ™
1.5270864
1
C18
NA
3


Tween 85 ™
SMA 3000 ™
1.49791049
0.98181818
C16
NA
3


Amin GCK 30H
SMA-IBE
0.13080691
0.63636364
C18, C8
NA
1, 1


Amphosol 2CSF ™
SMA-IBE
0.04431075
0.37373737
C18
NA
2


Apo 10
SMA-IBE
0.13055103
0.61616162
C10
NA
1


Apo 12
SMA-IBE
0.5294656
0.95959596
C12
NA
1


Stepan Bio Soft D-40 ™
SMA-IBE
0.06688198
0.45454545
NA-benzene
NA
0






C6 ring


Coco Glucoside
SMA-IBE
0.20882744
0.75757576
C18
NA
1


Fluoro octyl maltoside O310F
SMA-IBE
0.05203224
0.39393939
C8
NA
1


HEGMDDE H370
SMA-IBE
0.45706561
0.8989899
C12
NA
1


HEGMDE H360
SMA-IBE
0.51215139
0.93939394
C10
NA
1


HXEGMDDE H375
SMA-IBE
0.82075754
0.97979798
C12
NA
1


Lakeland PAE 136 ™
SMA-IBE
0.13333097
0.65656566
C13
NA
1


MNA C14
SMA-IBE
0.18234299
0.6969697
C14
NA
2


n-Decanoyl-L-Methionine
SMA-IBE
0.8743853
1
C10
NA
1


n-Decanoyl-L-Threonine
SMA-IBE
0.17561649
0.67676768
C10
NA
1


n-Dodecanoyl-L-Histidine
SMA-IBE
0.09908736
0.51515152
C12
NA
1


n-Dodecanoyl-L-Methionine
SMA-IBE
0.43202715
0.87878788
C12
NA
1


n-Dodecanoyl-L-Threonine
SMA-IBE
0.09546425
0.49494949
C12
NA
1


n-Octanoyl-L-Methionine
SMA-IBE
0.18338342
0.71717172
C8
NA
1


nDDDTP D342
SMA-IBE
0.21636181
0.7979798
C12
NA
1


nDDTGP D323
SMA-IBE
0.07330399
0.47474747
C10
NA
1


nDDTP D335
SMA-IBE
0.21277188
0.77777778
C10
NA
1


OEGMDE O330
SMA-IBE
0.11103633
0.55555556
C12
NA
1


Poly-10-laurate
SMA-IBE
0.10433733
0.53535354
C12
NA
1


Poly-10-oleate
SMA-IBE
0.37458027
0.83838384
C18
NA
1


Span 20 ™
SMA-IBE
0.05593784
0.41414141
C12
NA
1


Stepan Mild L3 ™
SMA-IBE
0.37705681
0.85858586
C12
NA
1


Stepan SLL FB ™
SMA-IBE
0.48079671
0.91919192
C12
NA
1


Stepan sulfonic acid ™
SMA-IBE
0.1144461
0.57575758
C12
Y
1


Triton X-305 ™
SMA-IBE
0.05866763
0.43434343
C8
Y
1


Triton X-45 ™
SMA-IBE
0.30935824
0.81818182
C8
Y
1


Tween 60 ™
SMA-IBE
0.03869585
0.35353535
C18
NA
1


Tween 65 ™
SMA-IBE
0.12881485
0.5959596
C18
NA
3


Tween 85 ™
SMA-IBE
0.20361205
0.73737374
C16
NA
3


1,2-Hexanediol
SMA 725 ™
0.15337869
0.40740741
C6
NA
1


Amin GCK 30H
SMA 725 ™
0.12788222
0.37037037
C18, C8
NA
1, 1


Amphosol 2CSF ™
SMA 725 ™
0.0592602
0.24074074
C18
NA
2


Apo 10
SMA 725 ™
0.14177449
0.38888889
C10
NA
1


Apo 12
SMA 725 ™
0.1616708
0.44444444
C12
NA
1


Stepan Bio Soft D-40 ™
SMA 725 ™
0.47579589
0.77777778
NA-benzene
NA
0






C6 ring


Stepan Bio Terge AS-40 ™
SMA 725 ™
0.49735177
0.81481481
C14
NA
1


Dodecane-1-sulfonic acid
SMA 725 ™
0.35107569
0.59259259
C12
NA
1


PFDMP-O310F
SMA 725 ™
0.06112487
0.25925926
C8
NA
1


Genapol X080
SMA 725 ™
1.10987513
1
C13
Y
1


HEGMDDE H370
SMA 725 ™
0.40115456
0.68518519
C12
NA
1


HEGMDE H360
SMA 725 ™
0.93509538
0.98148148
C10
NA
1


HXEGMDDE H375
SMA 725 ™
0.30848282
0.57407407
C12
NA
1


Lakeland PAE 136 ™
SMA 725 ™
0.39836812
0.66666667
C13
NA
1


Stepan Lathanol LAL ™
SMA 725 ™
0.64861222
0.90740741
C12
NA
1


MNA C12
SMA 725 ™
0.10799358
0.33333333
C12
NA
2


MNA C14
SMA 725 ™
0.20121167
0.5
C14
NA
2


n-Decanoyl-L-Methionine
SMA 725 ™
0.55741713
0.83333333
C10
NA
1


n-Decanoyl-L-Threonine
SMA 725 ™
0.1819542
0.46296296
C10
NA
1


n-Dodecanoyl-L-Histidine
SMA 725 ™
0.15380139
0.42592593
C12
NA
1


n-Dodecanoyl-L-Methionine
SMA 725 ™
0.80065107
0.94444444
C12
NA
1


n-Dodecanoyl-L-Threonine
SMA 725 ™
0.6146695
0.87037037
C12
NA
1


n-Octanoyl-L-Methionine
SMA 725 ™
0.26170605
0.53703704
C8
NA
1


nDDDTP D342
SMA 725 ™
0.30132153
0.55555556
C12
NA
1


nDDTGP D323
SMA 725 ™
0.36140299
0.62962963
C10
NA
1


nDDTP D335
SMA 725 ™
0.05901839
0.22222222
C10
NA
1


Ninate 411 ™
SMA 725 ™
0.10077397
0.31481481
C12
NA
1


nNDTP N335
SMA 725 ™
0.07587077
0.27777778
C9
NA
1


OEGMDE O330
SMA 725 ™
0.19608992
0.48148148
C12
NA
1


Poly-10-laurate
SMA 725 ™
0.36182575
0.64814815
C12
NA
1


Poly10-oleate
SMA 725 ™
0.46410887
0.74074074
C18
NA
1


Poly-10-palmitate
SMA 725 ™
0.43191942
0.7037037
C16
NA
1


Poly-10-stearate
SMA 725 ™
0.20202389
0.51851852
C18
NA
1


Span 20 ™
SMA 725 ™
0.44580726
0.72222222
C12
NA
1


Stepan Mild L3 ™
SMA 725 ™
0.6374942
0.88888889
C12
NA
1


Stepan SLL FB ™
SMA 725 ™
0.72343785
0.92592593
C12
NA
1


Triton X-100 ™
SMA 725 ™
0.48630719
0.7962963
C8
Y
1


Triton X-305 ™
SMA 725 ™
0.11772017
0.35185185
C8
Y
1


Triton X-45 ™
SMA 725 ™
0.5651288
0.85185185
C8
Y
1


Tween 65 ™
SMA 725 ™
0.914446
0.96296296
C18
NA
3


Tween 80 ™
SMA 725 ™
0.47014245
0.75925926
C18
NA
1


VDISTILL DV53 ™
SMA 725 ™
0.35766349
0.61111111
C18, C18
NA
11 


Amin GCK 30H
SMA Cumene
0.15815307
0.37037037
C18, C8
NA
1, 1


Amphosol 2CSF ™
SMA Cumene
0.08774462
0.22222222
C18
NA
2


Apo 10
SMA Cumene
0.34123615
0.59259259
C10
NA
1


Apo 12
SMA Cumene
0.95262301
0.87037037
C12
NA
1


Coco Glucoside
SMA Cumene
0.27572738
0.55555556
C18
NA
1


PFDMP O310F
SMA Cumene
0.37142484
0.61111111
C8
NA
1


Genapol X080
SMA Cumene
1.04137201
0.90740741
C13
Y
1


HEGMDDE H370
SMA Cumene
1.09147006
0.94444444
C12
NA
1


HEGMDE H360
SMA Cumene
0.94397663
0.83333333
C10
NA
1


HEGMOE H350
SMA Cumene
0.09265332
0.24074074
C8
NA
1


HXEGMDDE H375
SMA Cumene
1.22945181
0.98148148
C12
NA
1


Lakeland PAE 136 ™
SMA Cumene
0.94734632
0.85185185
C13
NA
1


MNA C12
SMA Cumene
0.20772105
0.42592593
C12
NA
2


MNA C13
SMA Cumene
0.21033641
0.46296296
C13
NA
2


MNA C14
SMA Cumene
0.1577351
0.35185185
C14
NA
2


n-Decanoyl-L-Methionine
SMA Cumene
0.84450697
0.81481481
C10
NA
1


n-Decanoyl-L-Threonine
SMA Cumene
0.23185822
0.51851852
C10
NA
1


n-Dodecanoyl-L-Histidine
SMA Cumene
0.20789949
0.44444444
C12
NA
1


n-Dodecanoyl-L-Methionine
SMA Cumene
0.6546941
0.72222222
C12
NA
1


n-Dodecanoyl-L-Threonine
SMA Cumene
0.64879869
0.7037037
C12
NA
1


n-Octanoyl-L-Methionine
SMA Cumene
0.37412274
0.62962963
C8
NA
1


Sodium dodecylbenzene sulfonate
SMA Cumene
0.09669148
0.27777778
C12
NA
1


nDDDTP D342
SMA Cumene
0.77326272
0.77777778
C12
NA
1


nDDTGP D323
SMA Cumene
1.05320893
0.92592593
C10
NA
1


nDDTP D335
SMA Cumene
0.17108907
0.40740741
C10
NA
1


nNDTP N335
SMA Cumene
0.16064457
0.38888889
C9
NA
1


OEGMDE O330
SMA Cumene
1.18257782
0.96296296
C12
NA
1


Poly-10-laurate
SMA Cumene
0.42116849
0.64814815
C12
NA
1


Poly-10-oleate
SMA Cumene
0.80985223
0.7962963
C18
NA
1


Poly-10-stearate
SMA Cumene
0.26499802
0.53703704
C18
NA
1


Span 20 ™
SMA Cumene
0.65967059
0.74074074
C12
NA
1


Stepan Mild L3 ™
SMA Cumene
0.28149156
0.57407407
C12
NA
1


Stepan SLL FB ™
SMA Cumene
1.0023824
0.88888889
C12
NA
1


Stepan sulfonic acid ™
SMA Cumene
0.12070749
0.2962963
C12
Y
1


TC Lab 35
SMA Cumene
0.21883052
0.48148148
C12
NA
1


Triton X-100 ™
SMA Cumene
0.66228879
0.75925926
C8
Y
1


Triton X-305 ™
SMA Cumene
0.14128455
0.33333333
C8
Y
1


Triton X-45 ™
SMA Cumene
1.36829352
1
C8
Y
1


Tween 40 ™
SMA Cumene
0.09602644
0.25925926
C16
NA
1


Tween 65 ™
SMA Cumene
0.56141023
0.66666667
C18
NA
3


Tween 80 ™
SMA Cumene
0.13040442
0.31481481
C18
NA
1


Tween 85 ™
SMA Cumene
0.63570514
0.68518519
C16
NA
3
















TABLE 12C







Positively Scoring Nanonets















Surfactant

Linear head
Branched head



Surfactant
Polymer
class
Score
group
group
DB
















1,2-Hexanediol
DIBMA
Anionic
−1
Y
N
0


Amphosol 2CSF ™
DIBMA
Amphoteric
1
N
Y
0


Apo 10
DIBMA
Non-ionic
0
Y
N
0


Apo 12
DIBMA
Non-ionic
0
Y
N
0


Stepan Bio Soft D-40 ™
DIBMA
Anionic
−1
Y
Y
0


Cedepal TD-403 MFLD ™
DIBMA
Anionic
−1
Y
N
0


Coco Glucoside
DIBMA
Non-ionic
0
N C6 ring
Y
0


Dodecane-1-sulfonic acid
DIBMA
Anionic
−1
Y
N
0


PFDMP O310F
DIBMA
Non-ionic
0
N
Y
0


Genapol X080
DIBMA
Non-ionic
0
Y
N
0


HEGMDDE H370
DIBMA
Non-ionic
0
Y
N
0


HEGMDE H360
DIBMA
Non-ionic
0
Y
N
0


HEGMOEH350
DIBMA
Non-ionic
0
Y
N
0


HXEGMDDE H375
DIBMA
Non-ionic
0
Y
N
0


Lakeland PAE 136 ™
DIBMA
Anionic
−1
Y
N
0


Stepan Lathanol LAL ™
DIBMA
Anionic
−1
Y
N
0


MNA C12
DIBMA
Non-ionic
0
N
Y
0


MNA C13
DIBMA
Non-ionic
0
N
Y
0


MNA C14
DIBMA
Non-ionic
0
N
Y
0


n-Decanoyl-L-Methionine
DIBMA
Anionic
−1
N
Y
0


n-Decanoyl-L-Threonine
DIBMA
Anionic
−1
N
Y
0


n-Dodecanoy-L-Histidine
DIBMA
Anionic
−1
N
Y
0


n-Dodecanoyl-L-Methionine
DIBMA
Anionic
−1
N
Y
0


n-Dodecanoyl-L-Threonine
DIBMA
Anionic
−1
N
Y
0


n-Octanoyl-L-Methionine
DIBMA
Anionic
−1
N
Y
0


Sodium dodecylbenzene sulfonate
DIBMA
Anionic
−1
N
Y
0


nDDDTP D342
DIBMA
Non-ionic
0
N
Y
0


nDDTGP D323
DIBMA
Non-ionic
0
N
Y
0


nDDTP D335
DIBMA
Non-ionic
0
N
Y
0


Ninate 411 ™
DIBMA
Anionic
−1
N
Y
0


nndtp n335
DIBMA
Non-ionic
0
N
N
0


oegmde o330
DIBMA
Non-ionic
0
Y
N
0


Poly-10-laurate
DIBMA
Non-ionic
0
N
Y
0


Poly-10-oleate
DIBMA
Non-ionic
0
N
Y
1


Poly-10-stearate
DIBMA
Non-ionic
0
N
Y
0


Span 20 ™
DIBMA
Non-ionic
0
N
N
0


Stepan Mild L3 ™
DIBMA
Anionic
−1
Y
N
0


Stepan SLL FB ™
DIBMA
Anionic
−1
N
Y
0


Stepan sulfonic acid ™
DIBMA
Anionic
−1
Y
N
0


TC Lab 35
DIBMA
Amphoteric
1
N
Y
0


Triton X-100 ™
DIBMA
Non-ionic
0
N
Y
0


Triton X-305 ™
DIBMA
Non-ionic
0
N
Y
0


Triton X-45 ™
DIBMA
Non-ionic
0
N
Y
0


Tween 20 ™
DIBMA
Non-ionic
0
N
Y (4)
0


Tween 40 ™
DIBMA
Non-ionic
0
N
Y(4)
0


Tween 60 ™
DIBMA
Non-ionic
0
N
Y(4)
0


tween 65 ™
DIBMA
Non-ionic
0
N
Y(4)
0


Tween 80 ™
DIBMA
Non-ionic
0
N
Y (4)
1


Tween 85 ™
DIBMA
Non-ionic
0
N
Y (4)
0


1-Octane sulfonate
SMA 2000 ™
Anionic
−1
Y
N
0


Amin GCK 30H
SMA 2000 ™
Anionic
−1
Y
N
1


Amphosol 2CSF ™
SMA 2000 ™
amphoteric
1
N
Y
0


Apo 10
SMA 2000 ™
Non-ionic
0
Y
N
0


Apo 12
SMA 2000 ™
Non-ionic
0
Y
N
0


Stepan Bio Soft D-40 ™
SMA 2000 ™
Anionic
−1
Y
Y
0


Stepan Bio Terge AS-40 ™
SMA 2000 ™
Anionic
−1
Y
N
1


Coco Glucoside
SMA 2000 ™
Non-ionic
0
N C6 ring
Y
0


Dodecane-1-sulfonic acid
SMA 2000 ™
Anionic
−1
Y
N
0


PFDMP O310F
SMA 2000 ™
Non-ionic
0
N
Y
0


Genapol X080
SMA 2000 ™
Non-ionic
0
Y
N
0


HEGMDDE H370
SMA 2000 ™
Non-ionic
0
Y
N
0


HEGMDE H360
SMA 2000 ™
Non-ionic
0
Y
N
0


HEGMOEH350
SMA 2000 ™
Non-ionic
0
Y
N
0


HXEGMDDE H375
SMA 2000 ™
Non-ionic
0
Y
N
0


Lakeland PAE 136 ™
SMA 2000 ™
Anionic
−1
Y
N
0


Stepan Lathanol LAL ™
SMA 2000 ™
Anionic
−1
Y
N
0


MNA C13
SMA 2000 ™
Non-ionic
0
N
Y
0


MNA C14
SMA 2000 ™
Non-ionic
0
N
Y
0


n-Decanoyl-L-Methionine
SMA 2000 ™
Anionic
−1
N
Y
0


n-Decanoyl-L-Threonine
SMA 2000 ™
Anionic
−1
N
Y
0


n-Dodecanoyl-L-Histidine
SMA 2000 ™
Anionic
−1
N
Y
0


n-Dodecanoyl-L-Methionine
SMA 2000 ™
Anionic
−1
N
Y
0


n-Dodecanoyl-L-Threonine
SMA 2000 ™
Anionic
−1
N
Y
0


n-Octanoyl-L-Methionine
SMA 2000 ™
Anionic
−1
N
Y
0


Sodium dodecylbenzene sulfonate
SMA 2000 ™
Anionic
−1
N
Y
0


nDDDTP D342
SMA 2000 ™
Non-ionic
0
N
Y
0


nDDTGP D323
SMA 2000 ™
Non-ionic
0
N
Y
0


nDDTP D335
SMA 2000 ™
Non-ionic
0
N
Y
0


Ninate 411 ™
SMA 2000 ™
Anionic
−1
N
Y
0


nNDTP N335
SMA 2000 ™
Non-ionic
0
N
N
0


OEGMDE O330
SMA 2000 ™
Non-ionic
0
Y
N
0


Poly-10-laurate
SMA 2000 ™
Non-ionic
0
N
Y
0


Poly-10-oleate
SMA 2000 ™
Non-ionic
0
N
Y
1


Poly-10-stearate
SMA 2000 ™
Non-ionic
0
N
Y
0


Span 20 ™
SMA 2000 ™
Non-ionic
0
N
N
0


Stepan Mild L3 ™
SMA 2000 ™
Anionic
−1
Y
N
0


Stepan SLL FB ™
SMA 2000 ™
Anionic
−1
N
Y
0


Stepan sulfonic acid ™
SMA 2000 ™
Anionic
−1
Y
N
0


TC Lab 35
SMA 2000 ™
Amphoteric
1
N
Y
0


Triton X-100 ™
SMA 2000 ™
Non-ionic
0
N
Y
0


Triton X-305 ™
SMA 2000 ™
Non-ionic
0
N
Y
0


Triton X-45 ™
SMA 2000 ™
Non-ionic
0
N
Y
0


Tween 20 ™
SMA 2000 ™
Non-ionic
0
N
Y (4)
0


Tween 40 ™
SMA 2000 ™
Non-ionic
0
N
Y(4)
0


Tween 60 ™
SMA 2000 ™
Non-ionic
0
N
Y(4)
0


Tween 65 ™
SMA 2000 ™
Non-ionic
0
N
Y(4)
0


Tween 80 ™
SMA 2000 ™
Non-ionic
0
N
Y (4)
1


Tween 85 ™
SMA 2000 ™
Non-ionic
0
N
Y (4)
0


VDISTILL DV53 ™
SMA 2000 ™
Non-ionic
0
Y
N
1, 3


VDISTILL DV63 ™
SMA 2000 ™
Non-ionic
0
Y
N
1, 3


1 octane sulfonate
SMA 2021 ™
Anionic
−1
Y
N
0


Amin GCK 30H
SMA 2021 ™
Anionic
−1
Y
N
1


Amphosol 2CSF ™
SMA 2021 ™
amphoteric
1
N
Y
0


Anthraquinone-2-sulfonic acid
SMA 2021 ™
Anionic
−1
Y
Y
0


Apo 10
SMA 2021 ™
Non-ionic
0
Y
N
0


Apo 12
SMA 2021 ™
Non-ionic
0
Y
N
0


Cedepal TD-403 MFLD ™
SMA 2021 ™
Anionic
−1
Y
N
0


Coco Glucoside
SMA 2021 ™
Non-ionic
0
N C6 ring
Y
0


Dodecane-1-sulfonic acid
SMA 2021 ™
Anionic
−1
Y
N
0


PFDMP O310F
SMA 2021 ™
Non-ionic
0
N
Y
0


Genapol X080
SMA 2021 ™
Non-ionic
0
Y
N
0


HEGMDDE H370
SMA 2021 ™
Non-ionic
0
Y
N
0


HEGMDE H360
SMA 2021 ™
Non-ionic
0
Y
N
0


HEGMOE H350
SMA 2021 ™
Non-ionic
0
Y
N
0


HXEGMDDE H375
SMA 2021 ™
Non-ionic
0
Y
N
0


Lakeland PAE 136 ™
SMA 2021 ™
Anionic
−1
Y
N
0


Stepan Lathanol LAL ™
SMA 2021 ™
Anionic
−1
Y
N
0


MNA C13
SMA 2021 ™
Non-ionic
0
N
Y
0


MNA C14
SMA 2021 ™
Non-ionic
0
N
Y
0


n-Decanoyl-L-Methionine
SMA 2021 ™
Anionic
−1
N
Y
0


n-Decanoyl-L-Threonine
SMA 2021 ™
Anionic
−1
N
Y
0


n-Dodecanoyl-L-Methionine
SMA 2021 ™
Anionic
−1
N
Y
0


n-Dodecanoyl-L-Threonine
SMA 2021 ™
Anionic
−1
N
Y
0


n-Octanoyl-L-Methionine
SMA 2021 ™
Anionic
−1
N
Y
0


Sodium dodecylbenzene sulfonate
SMA 2021 ™
Anionic
−1
N
Y
0


nDDDTP D342
SMA 2021 ™
Non-ionic
0
N
Y
0


nDDTGP D323
SMA 2021 ™
Non-ionic
0
N
Y
0


nDDTP D335
SMA 2021 ™
Non-ionic
0
N
Y
0


Ninate 411 ™
SMA 2021 ™
Anionic
−1
N
Y
0


nNDTP N335
SMA 2021 ™
Non-ionic
0
N
N
0


OEGMDE O330
SMA 2021 ™
Non-ionic
0
Y
N
0


Poly-10-laurate
SMA 2021 ™
Non-ionic
0
N
Y
0


Poly-10-oleate
SMA 2021 ™
Non-ionic
0
N
Y
1


Poly-10-palmitate
SMA 2021 ™
Non-ionic
0
N
Y
0


Poly-10-stearate
SMA 2021 ™
Non-ionic
0
N
Y
0


Span 20 ™
SMA 2021 ™
Non-ionic
0
N
N
0


Stepan Mild L3 ™
SMA 2021 ™
Anionic
−1
Y
N
0


Stepan SLL FB ™
SMA 2021 ™
Anionic
−1
N
Y
0


Stepan sulfonic acid ™
SMA 2021 ™
Anionic
−1
Y
N
0


TC Lab 35
SMA 2021 ™
Amphoteric
1
N
Y
0


Triton X-100 ™
SMA 2021 ™
Non-ionic
0
N
Y
0


Triton X-305 ™
SMA 2021 ™
Non-ionic
0
N
Y
0


Triton X-45 ™
SMA 2021 ™
Non-ionic
0
N
Y
0


Tween 40 ™
SMA 2021 ™
Non-ionic
0
N
Y(4)
0


Tween 60 ™
SMA 2021 ™
Non-ionic
0
N
Y(4)
0


Tween 80 ™
SMA 2021 ™
Non-ionic
0
N
Y (4)
1


Tween 85 ™
SMA 2021 ™
Non-ionic
0
N
Y (4)
0


Amphosol 2CSF ™
SMA 3000 ™
amphoteric
1
N
Y
0


Anthraquinone-2-sulfonic acid
SMA 3000 ™
Anionic
−1
Y
Y
0


Apo 10
SMA 3000 ™
Non-ionic
0
Y
N
0


Apo 12
SMA 3000 ™
Non-ionic
0
Y
N
0


Coco Glucoside
SMA 3000 ™
Non-ionic
0
N C6 ring
Y
0


PFDMP O310F
SMA 3000 ™
Non-ionic
0
N
Y
0


Genapol X080
SMA 3000 ™
Non-ionic
0
Y
N
0


HEGMDDE H370
SMA 3000 ™
Non-ionic
0
Y
N
0


HEGMDE H360
SMA 3000 ™
Non-ionic
0
Y
N
0


HEGMOE H350
SMA 3000 ™
Non-ionic
0
Y
N
0


HXEGMDDE H375
SMA 3000 ™
Non-ionic
0
Y
N
0


Lakeland PAE 136 ™
SMA 3000 ™
Anionic
−1
Y
N
0


Stepan Lathanol LAL ™
SMA 3000 ™
Anionic
−1
Y
N
0


MNA C12
SMA 3000 ™
Non-ionic
0
N
Y
0


MNA C13
SMA 3000 ™
Non-ionic
0
N
Y
0


MNA C14
SMA 3000 ™
Non-ionic
0
N
Y
0


n-Decanoyl-L-Methionine
SMA 3000 ™
Anionic
−1
N
Y
0


n-Decanoyl-L-Threonine
SMA 3000 ™
Anionic
−1
N
Y
0


n-Dodecanoyl-L-Histidine
SMA 3000 ™
Anionic
−1
N
Y
0


n-Dodecanoyl-L-Methionine
SMA 3000 ™
Anionic
−1
N
Y
0


n-Dodecanoyl-L-Threonine
SMA 3000 ™
Anionic
−1
N
Y
0


n-Octanoyl-L-Methionine
SMA 3000 ™
Anionic
−1
N
Y
0


Sodium dodecylbenzene sulfonate
SMA 3000 ™
Anionic
−1
N
Y
0


nDDDTP D342
SMA 3000 ™
Non-ionic
0
N
Y
0


nDDTGP D323
SMA 3000 ™
Non-ionic
0
N
Y
0


nDDTP D335
SMA 3000 ™
Non-ionic
0
N
Y
0


Ninate 411 ™
SMA 3000 ™
Anionic
−1
N
Y
0


nNDTP N335
SMA 3000 ™
Non-ionic
0
N
N
0


nODTTP O320
SMA 3000 ™
Non-ionic
0
N
Y
0


OEGMDE O330
SMA 3000 ™
Non-ionic
0
Y
N
0


Poly-10-laurate
SMA 3000 ™
Non-ionic
0
N
Y
0


Poly-10-oleate
SMA 3000 ™
Non-ionic
0
N
Y
1


Poly-10-palmitate
SMA 3000 ™
Non-ionic
0
N
Y
0


Poly-10-stearate
SMA 3000 ™
Non-ionic
0
N
Y
0


Span 20 ™
SMA 3000 ™
Non-ionic
0
N
N
0


Stepan Mild L3 ™
SMA 3000 ™
Anionic
−1
Y
N
0


Stepan SLL FB ™
SMA 3000 ™
Anionic
−1
N
Y
0


Stepan sulfonic acid ™
SMA 3000 ™
Anionic
−1
Y
N
0


TC Lab 35
SMA 3000 ™
Amphoteric
1
N
Y
0


Triton X-100 ™
SMA 3000 ™
Non-ionic
0
N
Y
0


Triton X-305 ™
SMA 3000 ™
Non-ionic
0
N
Y
0


Triton X-45 ™
SMA 3000 ™
Non-ionic
0
N
Y
0


Tween 65 ™
SMA 3000 ™
Non-ionic
0
N
Y(4)
0


Tween 85 ™
SMA 3000 ™
Non-ionic
0
N
Y (4)
0


Amin GCK 30H
SMA-IBE
Anionic
−1
Y
N
1


Amphosol 2CSF ™
SMA-IBE
amphoteric
1
N
Y
0


Apo 10
SMA-IBE
Non-ionic
0
Y
N
0


Apo 12
SMA-IBE
Non-ionic
0
Y
N
0


Stepan Bio Soft D-40 ™
SMA-IBE
Anionic
−1
Y
Y
0


Coco Glucoside
SMA-IBE
Non-ionic
0
N C6 ring
Y
0


Fluoro octyl maltoside O310F
SMA-IBE
Non-ionic
0
N
Y
0


HEGMDDE H370
SMA-IBE
Non-ionic
0
Y
N
0


HEGMDE H360
SMA-IBE
Non-ionic
0
Y
N
0


HXEGMDDE H375
SMA-IBE
Non-ionic
0
Y
N
0


Lakeland PAE 136 ™
SMA-IBE
Anionic
−1
Y
N
0


MNA C14
SMA-IBE
Non-ionic
0
N
Y
0


n-Decanoyl-L-Methionine
SMA-IBE
Anionic
−1
N
Y
0


n-Decanoyl-L-Threonine
SMA-IBE
Anionic
−1
N
Y
0


n-Dodecanoyl-L-Histidine
SMA-IBE
Anionic
−1
N
Y
0


n-Dodecanoyl-L-Methionine
SMA-IBE
Anionic
−1
N
Y
0


n-Dodecanoyl-L-Threonine
SMA-IBE
Anionic
−1
N
Y
0


n-Octanoyl-L-Methionine
SMA-IBE
Anionic
−1
N
Y
0


nDDDTP D342
SMA-IBE
Non-ionic
0
N
Y
0


nDDTGP D323
SMA-IBE
Non-ionic
0
N
Y
0


nDDTP D335
SMA-IBE
Non-ionic
0
N
Y
0


OEGMDE O330
SMA-IBE
Non-ionic
0
Y
N
0


Poly-10-laurate
SMA-IBE
Non-ionic
0
N
Y
0


Poly-10-oleate
SMA-IBE
Non-ionic
0
N
Y
1


Span 20 ™
SMA-IBE
Non-ionic
0
N
N
0


Stepan Mild L3 ™
SMA-IBE
Anionic
−1
Y
N
0


Stepan SLL FB ™
SMA-IBE
Anionic
−1
N
Y
0


Stepan sulfonic acid ™
SMA-IBE
Anionic
−1
Y
N
0


Triton X-305 ™
SMA-IBE
Non-ionic
0
N
Y
0


Triton X-45 ™
SMA-IBE
Non-ionic
0
N
Y
0


Tween 60 ™
SMA-IBE
Non-ionic
0
N
Y(4)
0


Tween 65 ™
SMA-IBE
Non-ionic
0
N
Y(4)
0


Tween 85 ™
SMA-IBE
Non-ionic
0
N
Y (4)
0


1,2-Hexanediol
SMA 725 ™
Anionic
−1
Y
N
0


Amin GCK 30H
SMA 725 ™
Anionic
−1
Y
N
1


Amphosol 2CSF ™
SMA 725 ™
amphoteric
1
N
Y
0


Apo 10
SMA 725 ™
Non-ionic
0
Y
N
0


Apo 12
SMA 725 ™
Non-ionic
0
Y
N
0


Stepan Bio Soft D-40 ™
SMA 725 ™
Anionic
−1
Y
Y
0


Stepan Bio Terge AS-40 ™
SMA 725 ™
Anionic
−1
Y
N
1


Dodecane-1-sulfonic acid
SMA 725 ™
Anionic
−1
Y
N
0


PFDMP-O310F
SMA 725 ™
Non-ionic
0
N
Y
0


Genapol X080
SMA 725 ™
Non-ionic
0
Y
N
0


HEGMDDE H370
SMA 725 ™
Non-ionic
0
Y
N
0


HEGMDE H360
SMA 725 ™
Non-ionic
0
Y
N
0


HXEGMDDE H375
SMA 725 ™
Non-ionic
0
Y
N
0


Lakeland PAE 136
SMA 725 ™
Anionic
−1
Y
N
0


Lathanol LAL ™
SMA 725 ™
Anionic
−1
Y
N
0


MNA C12
SMA 725 ™
Non-ionic
0
N
Y
0


MNA C14
SMA 725 ™
Non-ionic
0
N
Y
0


n-Decanoyl-L-Methionine
SMA 725 ™
Anionic
−1
N
Y
0


n-Decanoyl-L-Threonine
SMA 725 ™
Anionic
−1
N
Y
0


n-Dodecanoyl-L-Histidine
SMA 725 ™
Anionic
−1
N
Y
0


n-Dodecanoyl-L-Methionine
SMA 725 ™
Anionic
−1
N
Y
0


n-Dodecanoyl-L-Threonine
SMA 725 ™
Anionic
−1
N
Y
0


n-Octanoyl-L-Methionine
SMA 725 ™
Anionic
−1
N
Y
0


nDDDTP D342
SMA 725 ™
Non-ionic
0
N
Y
0


nDDTGP D323
SMA 725 ™
Non-ionic
0
N
Y
0


nDDTP D335
SMA 725 ™
Non-ionic
0
N
Y
0


Ninate 411 ™
SMA 725 ™
Anionic
−1
N
Y
0


nNDTP N335
SMA 725 ™
Non-ionic
0
N
N
0


OEGMDE O330
SMA 725 ™
Non-ionic
0
Y
N
0


Poly-10-laurate
SMA 725 ™
Non-ionic
0
N
Y
0


Poly10-oleate
SMA 725 ™
Non-ionic
0
N
Y
1


Poly-10-palmitate
SMA 725 ™
Non-ionic
0
N
Y
0


Poly-10-stearate
SMA 725 ™
Non-ionic
0
N
Y
0


Span 20 ™
SMA 725 ™
Non-ionic
0
N
N
0


Stepan Mild L3 ™
SMA 725 ™
Anionic
−1
Y
N
0


Stepan SLL FB ™
SMA 725 ™
Anionic
−1
N
Y
0


Triton X-100 ™
SMA 725 ™
Non-ionic
0
N
Y
0


Triton X-305 ™
SMA 725 ™
Non-ionic
0
N
Y
0


Triton X-45 ™
SMA 725 ™
Non-ionic
0
N
Y
0


Tween 65 ™
SMA 725 ™
Non-ionic
0
N
Y(4)
0


Tween 80 ™
SMA 725 ™
Non-ionic
0
N
Y (4)
1


VDISTILL DV53 ™
SMA 725 ™
Non-ionic
0
Y
N
1, 3


Amin GCK 30H
SMA Cumene
Anionic
−1
Y
N
1


Amphosol 2CSF ™
SMA Cumene
amphoteric
1
N
Y
0


Apo 10
SMA Cumene
Non-ionic
0
Y
N
0


Apo 12
SMA Cumene
Non-ionic
0
Y
N
0


Coco Glucoside
SMA Cumene
Non-ionic
0
N C6 ring
Y
0


PFDMP-O310F
SMA Cumene
Non-ionic
0
N
Y
0


Genapol X080
SMA Cumene
Non-ionic
0
Y
N
0


HEGMDDE H370
SMA Cumene
Non-ionic
0
Y
N
0


HEGMDE H360
SMA Cumene
Non-ionic
0
Y
N
0


HEGMOE H350
SMA Cumene
Non-ionic
0
Y
N
0


HXEGMDDE H375
SMA Cumene
Non-ionic
0
Y
N
0


Lakeland PAE 136 ™
SMA Cumene
Anionic
−1
Y
N
0


MNA C12
SMA Cumene
Non-ionic
0
N
Y
0


MNA C13
SMA Cumene
Non-ionic
0
N
Y
0


MNA C14
SMA Cumene
Non-ionic
0
N
Y
0


n-Decanoyl-L-Methionine
SMA Cumene
Anionic
−1
N
Y
0


n-Decanoyl-L-Threonine
SMA Cumene
Anionic
−1
N
Y
0


n-Dodecanoyl-L-Histidine
SMA Cumene
Anionic
−1
N
Y
0


n-Dodecanoyl-L-Methionine
SMA Cumene
Anionic
−1
N
Y
0


n-Dodecanoyl-L-Threonine
SMA Cumene
Anionic
−1
N
Y
0


n-Octanoyl-L-Methionine
SMA Cumene
Anionic
−1
N
Y
0


Sodium dodecylbenzene sulfonate
SMA Cumene
Anionic
−1
N
Y
0


nDDDTP D342
SMA Cumene
Non-ionic
0
N
Y
0


nDDTGP D323
SMA Cumene
Non-ionic
0
N
Y
0


nDDTP D335
SMA Cumene
Non-ionic
0
N
Y
0


nNDTP N335
SMA Cumene
Non-ionic
0
N
N
0


OEGMDE O330
SMA Cumene
Non-ionic
0
Y
N
0


Poly-10-laurate
SMA Cumene
Non-ionic
0
N
Y
0


Poly-10-oleate
SMA Cumene
Non-ionic
0
N
Y
1


Poly-10-stearate
SMA Cumene
Non-ionic
0
N
Y
0


Span 20 ™
SMA Cumene
Non-ionic
0
N
N
0


Stepan Mild L3 ™
SMA Cumene
Anionic
−1
Y
N
0


Stepan SLL FB ™
SMA Cumene
Anionic
−1
N
Y
0


Stepan sulfonic acid ™
SMA Cumene
Anionic
−1
Y
N
0


TC Lab 35
SMA Cumene
Amphoteric
1
N
Y
0


Triton X-100 ™
SMA Cumene
Non-ionic
0
N
Y
0


Triton X-305 ™
SMA Cumene
Non-ionic
0
N
Y
0


Triton X-45 ™
SMA Cumene
Non-ionic
0
N
Y
0


Tween 40 ™
SMA Cumene
Non-ionic
0
N
Y(4)
0


Tween 65 ™
SMA Cumene
Non-ionic
0
N
Y(4)
0


Tween 80 ™
SMA Cumene
Non-ionic
0
N
Y (4)
1


Tween 85 ™
SMA Cumene
Non-ionic
0
N
Y (4)
0
















TABLE 12D







Positively Scoring Nanonets

















CMC
Micelle



Surfactant
Polymer
Head group
HLB
[mM]
size
PDI
















1,2-Hexanediol
DIBMA
1,2-glycol
NA
NA
109.7
0.232


Amphosol 2CSF ™
DIBMA
Dipropionate
NA
NA
7.808
0.315


Apo 10
DIBMA
Phosphine oxide
NA
NA
5.835
0.259


Apo 12
DIBMA
Phosphine oxide
NA
NA
82.41
0.272


Stepan Bio Soft D-40 ™
DIBMA
Sulfonate
NA
NA
5.13
0.322


Cedepal TD-403 MFLD ™
DIBMA
Ether sulfate
NA
NA
6.421
0.235


Coco Glucoside
DIBMA
Gglucopyranoside
13.1
NA
27.32
0.154


Dodecane-1-sulfonic acid
DIBMA
Sulfonate
NA
NA
5.108
0.227


PFDMP O310F
DIBMA
Maltoside-sugar
NA
NA
23.83
0.172


Genapol X080
DIBMA
Polyethylene glycol
12
0.06-0.15
10.58
0.147


HEGMDDE H370
DIBMA
Ethylene glycol
NA
0.069
8.218
0.14


HEGMDE H360
DIBMA
Ethylene glycol
NA
0.9
6.033
0.158


HEGMOEH350
DIBMA
Ethylene glycol
NA
10
5.505
0.25


HXEGMDDE H375
DIBMA
Ethylene glycol
NA
NA
9.351
0.079


Lakeland PAE 136 ™
DIBMA
Phosphate ester
NA
NA
7.924
0.161


Lathanol LAL ™
DIBMA
Sulfoacetate
NA
NA
6.814
0.151


MNA C12
DIBMA
Glucopyranoside
NA
0.004
6.122
0.068


MNA C13
DIBMA
Glucopyranoside
NA
0.002
6.423
0.046


MNA C14
DIBMA
Mannitol
NA
0.001
7.548
0.217


n-Decanoyl-L-Methionine
DIBMA
Amino acid
NA
NA
85.47
0.172


n-Decanoyl-L-Threonine
DIBMA
Amino acid
NA
NA
90.68
0.213


n-Dodecanoy-L-Histidine
DIBMA
Amino acid
NA
NA
99.96
0.249


n-Dodecanoyl-L-Methionine
DIBMA
Amino acid
NA
NA
87.09
0.138


n-Dodecanoyl-L-Threonine
DIBMA
Amino acid
NA
NA
99.77
0.203


n-Octanoyl-L-Methionine
DIBMA
Amino acid
NA
NA
116.6
0.239


Sodium dodecylbenzene sulfonate
DIBMA
Sulfonate
NA
NA
4.235
0.53


nDDDTP D342
DIBMA
Thiomaltopyranoside
NA
0.05
11.67
0.131


nDDTGP D323
DIBMA
Thioglucopyranoside
NA
0.9
262.2
0.176


nDDTP D335
DIBMA
Thiomaltopyranoside
NA
0.9
6.881
0.078


Ninate 411 ™
DIBMA
Sulfonate
NA
1,214 mg/l
216.2
0.288


nNDTP N335
DIBMA
Thioglucopyranoside
NA
2.9
137
0.357


OEGMDE O330
DIBMA
Etheylene glycol
NA
0.09
8.099
0.165


Poly-10-laurate
DIBMA
Polyglycerol fatty acid ester
12
NA
114.8
0.226


Poly-10-oleate
DIBMA
Polyglycerol fatty acid ester
10.5
NA
358
0.254


Poly-10-stearate
DIBMA
Polyglycerol fatty acid ester
10.5
NA
112.3
0.172


Span 20 ™
DIBMA
Sorbitan
NA
NA
1061
0.472


Stepan Mild L3 ™
DIBMA
Lactylate
NA
NA
372.9
0.067


Stepan SLL FB ™
DIBMA
Lactylate
NA
NA
136.3
0.144


Stepan sulfonic acid ™
DIBMA
Sulfonate
NA
NA
2.821
0.186


TC Lab 35
DIBMA
Acetate
13
NA
23.27
0.328


Triton X-100 ™
DIBMA
Ethylene glycol
13.4
0.24
10.07
0.089


Triton X-305 ™
DIBMA
Ethylene glycol
17.3
0.65
10.66
0.181


Triton X-45 ™
DIBMA
Ethylene glycol
9.8
0.1
156.3
0.325


Tween 20 ™
DIBMA
Polysorbate
16.7
0.05
9.173
0.072


Tween 40 ™
DIBMA
Polysorbate
15.6
NA
9.691
0.079


Tween 60 ™
DIBMA
Polysorbate
14.9
0.022
134.2
0.637


tween 65 ™
DIBMA
Polysorbate
15.9
NA
114.5
0.286


Tween 80 ™
DIBMA
Polysorbate
15
0.012
10.42
0.026


Tween 85 ™
DIBMA
Polysorbate
NA
NA
189.8
0.252


1-Octane sulfonate
SMA 2000 ™
Sulfonate
NA
NA
1.562
0.367


Amin GCK 30H
SMA 2000 ™
Acyl glycinate
NA
NA
7.286
0.3


Amphosol 2CSF ™
SMA 2000 ™
Dipropionate
NA
NA
7.808
0.315


Apo 10
SMA 2000 ™
Phosphine oxide
NA
NA
5.835
0.259


Apo 12
SMA 2000 ™
Phosphine oxide
NA
NA
82.41
0.272


Stepan Bio Soft D-40 ™
SMA 2000 ™
Sulfonate
NA
NA
5.13
0.322


Stepan Bio Terge AS-40 ™
SMA 2000 ™
Sulfonate
NA
NA
6.434
0.181


Coco Glucoside
SMA 2000 ™
Glucopyranoside
13.1
NA
27.32
0.154


Dodecane-1-sulfonic acid
SMA 2000 ™
Sulfonate
NA
NA
5.108
0.227


PFDMP-O310F
SMA 2000 ™
Maltoside-sugar
NA
NA
23.83
0.172


Genapol X080
SMA 2000 ™
Polyethylene glycol
12
0.06-0.15
10.58
0.147


HEGMDDE H370
SMA 2000 ™
Ethylene glycol
NA
0.069
8.218
0.14


HEGMDE H360
SMA 2000 ™
Ethylene glycol
NA
0.9
6.033
0.158


HEGMOEH350
SMA 2000 ™
Ethylene glycol
NA
10
5.505
0.25


HXEGMDDE H375
SMA 2000 ™
Ethylene glycol
NA
NA
9.351
0.079


Lakeland PAE 136 ™
SMA 2000 ™
Phosphate ester
NA
NA
7.924
0.161


Stepan Lathanol LAL ™
SMA 2000 ™
Sulfoacetate
NA
NA
6.814
0.151


MNA C13
SMA 2000 ™
Glucopyranoside
NA
0.002
6.423
0.046


MNA C14
SMA 2000 ™
Mannitol
NA
0.001
7.548
0.217


n-Decanoyl-L-Methionine
SMA 2000 ™
Amino acid
NA
NA
85.47
0.172


n-Decanoyl-L-Threonine
SMA 2000 ™
Amino acid
NA
NA
90.68
0.213


n-Dodecanoyl-L-Histidine
SMA 2000 ™
Amino acid
NA
NA
99.96
0.249


n-Dodecanoyl-L-Methionine
SMA 2000 ™
Amino acid
NA
NA
87.09
0.138


n-Dodecanoyl-L-Threonine
SMA 2000 ™
Amino acid
NA
NA
99.77
0.203


n-Octanoyl-L-Methionine
SMA 2000 ™
Amino acid
NA
NA
116.6
0.239


Sodium dodecylbenzene sulfonate
SMA 2000 ™
Sulfonate
NA
NA
4.235
0.53


nDDDTP D342
SMA 2000 ™
Thiomaltopyranoside
NA
0.05
11.67
0.131


nDDTGP D323
SMA 2000 ™
Thioglucopyranoside
NA
0.9
262.2
0.176


nDDTP D335
SMA 2000 ™
Thiomaltopyranoside
NA
0.9
6.881
0.078


Ninate 411 ™
SMA 2000 ™
Sulfonate
NA
1,214 mg/l
216.2
0.288


nNDTP N335
SMA 2000 ™
Thioglucopyranoside
NA
2.9
137
0.357


OEGMDE O330
SMA 2000 ™
Etheylene glycol
NA
0.09
8.099
0.165


Poly-10-laurate
SMA 2000 ™
Polyglycerol fatty acid ester
12
NA
114.8
0.226


Poly-10-oleate
SMA 2000 ™
Polyglycerol fatty acid ester
10.5
NA
358
0.254


Poly-10-stearate
SMA 2000 ™
Polyglycerol fatty acid ester
10.5
NA
112.3
0.172


Span 20 ™
SMA 2000 ™
Sorbitan
NA
NA
1061
0.472


Stepan Mild L3 ™
SMA 2000 ™
Lactylate
NA
NA
372.9
0.067


Stepan SLL FB ™
SMA 2000 ™
Lactylate
NA
NA
136.3
0.144


Stepan sulfonic acid ™
SMA 2000 ™
Sulfonate
NA
NA
2.821
0.186


TC Lab 35
SMA 2000 ™
Acetate
13
NA
23.27
0.328


Triton X-100 ™
SMA 2000 ™
Ethylene glycol
13.4
0.24
10.07
0.089


Triton X-305 ™
SMA 2000 ™
Ethylene glycol
17.3
0.65
10.66
0.181


Triton X-45 ™
SMA 2000 ™
Ethylene glycol
9.8
0.1
156.3
0.325


Tween 20 ™
SMA 2000 ™
Polysorbate
16.7
0.05
9.173
0.072


Tween 40 ™
SMA 2000 ™
Polysorbate
15.6
NA
9.691
0.079


Tween 60 ™
SMA 2000 ™
Polysorbate
14.9
0.022
134.2
0.637


Tween 65 ™
SMA 2000 ™
Polysorbate
10.5
NA
114.5
0.286


Tween 80 ™
SMA 2000 ™
Polysorbate
15
0.012
10.42
0.026


Tween 85 ™
SMA 2000 ™
Polysorbate
11
NA
189.8
0.252


VDISTILL DV53 ™
SMA 2000 ™
Fatty acid
NA
NA
NA
NA


VDISTILL DV63 ™
SMA 2000 ™
Fatty acid
NA
NA
NA
NA


1 octane sulfonate
SMA 2021 ™
Sulfonate
NA
NA
1.562
0.367


Amin GCK 30H
SMA 2021 ™
Acyl glycinate
NA
NA
7.286
0.3


Amphosol 2CSF
SMA 2021 ™
Dipropionate
NA
NA
7.808
0.315


Anthraquinone-2-sulfonic acid
SMA 2021 ™
Sulfonate
NA
NA
1.008
0.343


Apo 10
SMA 2021 ™
Phosphine oxide
NA
NA
5.835
0.259


Apo 12
SMA 2021 ™
Phosphine oxide
NA
NA
82.41
0.272


Cedepal TD-403 MFLD ™
SMA 2021 ™
Ether sulfate
NA
NA
6.421
0.235


Coco Glucoside
SMA 2021 ™
Glucopyranoside
13.1
NA
27.32
0.154


Dodecane-1-sulfonic acid
SMA 2021 ™
Sulfonate
NA
NA
5.108
0.227


PFDMP-O310F
SMA 2021 ™
Maltoside-sugar
NA
NA
23.83
0.172


Genapol X080
SMA 2021 ™
Polyethylene glycol
12
0.06-0.15
10.58
0.147


HEGMDDE H370
SMA 2021 ™
Ethylene glycol
NA
0.069
8.218
0.14


HEGMDE H360
SMA 2021 ™
Ethylene glycol
NA
0.9
6.033
0.158


HEGMOE H350
SMA 2021 ™
Ethylene glycol
NA
10
5.505
0.25


HXEGMDDE H375
SMA 2021 ™
Ethylene glycol
NA
NA
9.351
0.079


Lakeland PAE 136 ™
SMA 2021 ™
Phosphate ester
NA
NA
7.924
0.161


Lathanol LAL ™
SMA 2021 ™
Sulfoacetate
NA
NA
6.814
0.151


MNA C13
SMA 2021 ™
Glucopyranoside
NA
0.002
6.423
0.046


MNA C14
SMA 2021 ™
Mannitol
NA
0.001
7.548
0.217


n-Decanoyl-L-Methionine
SMA 2021 ™
Amino acid
NA
NA
85.47
0.172


n-Decanoyl-L-Threonine
SMA 2021 ™
Amino acid
NA
NA
90.68
0.213


n-Dodecanoyl-L-Methionine
SMA 2021 ™
Amino acid
NA
NA
87.09
0.138


n-Dodecanoyl-L-Threonine
SMA 2021 ™
Amino acid
NA
NA
99.77
0.203


n-Octanoyl-L-Methionine
SMA 2021 ™
Amino acid
NA
NA
116.6
0.239


Sodium dodecylbenzene sulfonate
SMA 2021 ™
Sulfonate
NA
NA
4.235
0.53


nDDDTP D342
SMA 2021 ™
Thiomaltopyranoside
NA
0.05
11.67
0.131


nDDTGP D323
SMA 2021 ™
Thioglucopyranoside
NA
0.9
262.2
0.176


nDDTP D335
SMA 2021 ™
Thiomaltopyranoside
NA
0.9
6.881
0.078


Ninate 411 ™
SMA 2021 ™
Sulfonate
NA
1,214 mg/l
216.2
0.288


nNDTP N335
SMA 2021 ™
Thioglucopyranoside
NA
2.9
137
0.357


OEGMDE O330
SMA 2021 ™
Etheylene glycol
NA
0.09
8.099
0.165


Poly-10-laurate
SMA 2021 ™
Polyglycerol fatty acid ester
12
NA
114.8
0.226


Poly-10-oleate
SMA 2021 ™
Polyglycerol fatty acid ester
10.5
NA
358
0.254


Poly-10-palmitate
SMA 2021 ™
Polyglycerol fatty acid ester
10.5
NA
111.8
0.226


Poly-10-stearate
SMA 2021 ™
Polyglycerol fatty acid ester
NA
NA
112.3
0.172


Span 20 ™
SMA 2021 ™
Sorbitan
NA
NA
1061
0.472


Stepan Mild L3 ™
SMA 2021 ™
Lactylate
NA
NA
372.9
0.067


Stepan SLL FB ™
SMA 2021 ™
Lactylate
NA
NA
136.3
0.144


Stepan sulfonic acid ™
SMA 2021 ™
Sulfonate
NA
NA
2.821
0.186


TC Lab 35
SMA 2021 ™
Acetate
13
NA
23.27
0.328


Triton X-100 ™
SMA 2021 ™
Ethylene glycol
13.4
0.24
10.07
0.089


Triton X-305 ™
SMA 2021 ™
Ethylene glycol
17.3
0.65
10.66
0.181


Triton X-45 ™
SMA 2021 ™
Ethylene glycol
9.8
0.1
156.3
0.325


Tween 40 ™
SMA 2021 ™
Polysorbate
15.6
NA
9.691
0.079


Tween 60 ™
SMA 2021 ™
Polysorbate
14.9
0.022
134.2
0.637


Tween 80 ™
SMA 2021 ™
Polysorbate
15
0.012
10.42
0.026


Tween 85 ™
SMA 2021 ™
Polysorbate
11
NA
189.8
0.252


Amphosol 2CSF ™
SMA 3000 ™
Dipropionate
NA
NA
7.808
0.315


Anthraquinone-2-sulfonic acid
SMA 3000 ™
Sulfonate
NA
NA
1.008
0.343


Apo 10
SMA 3000 ™
Phosphine oxide
NA
NA
5.835
0.259


Apo 12
SMA 3000 ™
Phosphine oxide
NA
NA
82.41
0.272


Coco Glucoside
SMA 3000 ™
Glucopyranoside
13.1
NA
27.32
0.154


PFDMP-O310F
SMA 3000 ™
Maltoside-sugar
NA
NA
23.83
0.172


Genapol X080
SMA 3000 ™
Polyethylene glycol
12
0.06-0.15
10.58
0.147


HEGMDDE H370
SMA 3000 ™
Ethylene glycol
NA
0.069
8.218
0.14


HEGMDE H360
SMA 3000 ™
Ethylene glycol
NA
0.9
6.033
0.158


HEGMOE H350
SMA 3000 ™
Ethylene glycol
NA
10
5.505
0.25


HXEGMDDE H375
SMA 3000 ™
Ethylene glycol
NA
NA
9.351
0.079


Lakeland PAE 136 ™
SMA 3000 ™
Phosphate ester
NA
NA
7.924
0.161


Lathanol LAL ™
SMA 3000 ™
Sulfoacetate
NA
NA
6.814
0.151


MNA C12
SMA 3000 ™
Glucopyranoside
NA
0.004
6.122
0.068


MNA C13
SMA 3000 ™
Glucopyranoside
NA
0.002
6.423
0.046


MNA C14
SMA 3000 ™
Mannitol
NA
0.001
7.548
0.217


n-Decanoyl-L-Methionine
SMA 3000 ™
Amino acid
NA
NA
85.47
0.172


n-Decanoyl-L-Threonine
SMA 3000 ™
Amino acid
NA
NA
90.68
0.213


n-Dodecanoyl-L-Histidine
SMA 3000 ™
Amino acid
NA
NA
99.96
0.249


n-Dodecanoyl-L-Methionine
SMA 3000 ™
Amino acid
NA
NA
87.09
0.138


n-Dodecanoyl-L-Threonine
SMA 3000 ™
Amino acid
NA
NA
99.77
0.203


n-Octanoyl-L-Methionine
SMA 3000 ™
Amino acid
NA
NA
116.6
0.239


Sodium dodecylbenzene sulfonate
SMA 3000 ™
Sulfonate
NA
NA
4.235
0.53


nDDDTP D342
SMA 3000 ™
Thiomaltopyranoside
NA
0.05
11.67
0.131


nDDTGP D323
SMA 3000 ™
Thioglucopyranoside
NA
0.9
262.2
0.176


nDDTP D335
SMA 3000 ™
Thiomaltopyranoside
NA
0.9
6.881
0.078


Ninate 411 ™
SMA 3000 ™
Sulfonate
NA
1,214 mg/l
216.2
0.288


nNDTP N335
SMA 3000 ™
Thioglucopyranoside
NA
2.9
137
0.357


nODTTP O320
SMA 3000 ™
Thiomaltopyranoside
NA
8.5
6.022
0.324


OEGMDE O330
SMA 3000 ™
etheylene glycol
NA
0.09
8.099
0.165


Poly-10-laurate
SMA 3000 ™
polyglycerol fatty acid ester
12
NA
114.8
0.226


Poly-10-oleate
SMA 3000 ™
polyglycerol fatty acid ester
10.5
NA
358
0.254


Poly-10-palmitate
SMA 3000 ™
polyglycerol fatty acid ester
10.5
NA
111.8
0.226


Poly-10-stearate
SMA 3000 ™
polyglycerol fatty acid ester
11
NA
112.3
0.172


Span 20 ™
SMA 3000 ™
Sorbitan
NA
NA
1061
0.472


Stepan Mild L3 ™
SMA 3000 ™
Lactylate
NA
NA
372.9
0.067


Stepan SLL FB ™
SMA 3000 ™
Lactylate
NA
NA
136.3
0.144


Stepan sulfonic acid ™
SMA 3000 ™
Sulfonate
NA
NA
2.821
0.186


TC Lab 35
SMA 3000 ™
Acetate
13
NA
23.27
0.328


Triton X-100 ™
SMA 3000 ™
Ethylene glycol
13.4
0.24
10.07
0.089


Triton X-305 ™
SMA 3000 ™
Ethylene glycol
17.3
0.65
10.66
0.181


Triton X-45 ™
SMA 3000 ™
Ethylene glycol
9.8
0.1
156.3
0.325


Tween 65 ™
SMA 3000 ™
Polysorbate
10.5
NA
114.5
0.286


Tween 85 ™
SMA 3000 ™
Polysorbate
11
NA
189.8
0.252


Amin GCK 30H
SMA-IBE
Acyl glycinate
NA
NA
7.286
0.3


Amphosol 2CSF ™
SMA-IBE
Dipropionate
NA
NA
7.808
0.315


Apo 10
SMA-IBE
Phosphine oxide
NA
NA
5.835
0.259


Apo 12
SMA-IBE
Phosphine oxide
NA
NA
82.41
0.272


Stepan Bio Soft D-40 ™
SMA-IBE
Sulfonate
NA
NA
5.13
0.322


Coco Glucoside
SMA-IBE
Glucopyranoside
13.1
NA
27.32
0.154


Fluoro octyl maltoside O310F
SMA-IBE
Maltoside-sugar
NA
NA
23.83
0.172


HEGMDDE H370
SMA-IBE
Ethylene glycol
NA
0.069
8.218
0.14


HEGMDE H360
SMA-IBE
Ethylene glycol
NA
0.9
6.033
0.158


HXEGMDDE H375
SMA-IBE
Ethylene glycol
NA
NA
9.351
0.079


Lakeland PAE 136 ™
SMA-IBE
Phosphate ester
NA
NA
7.924
0.161


MNA C14
SMA-IBE
Mannitol
NA
0.001
7.548
0.217


n-Decanoyl-L-Methionine
SMA-IBE
Amino acid
NA
NA
85.47
0.172


n-Decanoyl-L-Threonine
SMA-IBE
Amino acid
NA
NA
90.68
0.213


n-Dodecanoyl-L-Histidine
SMA-IBE
Amino acid
NA
NA
99.96
0.249


n-Dodecanoyl-L-Methionine
SMA-IBE
Amino acid
NA
NA
87.09
0.138


n-Dodecanoyl-L-Threonine
SMA-IBE
Amino acid
NA
NA
99.77
0.203


n-Octanoyl-L-Methionine
SMA-IBE
Amino acid
NA
NA
116.6
0.239


nDDDTP D342
SMA-IBE
Thiomaltopyranoside
NA
0.05
11.67
0.131


nDDTGP D323
SMA-IBE
Thioglucopyranoside
NA
0.9
262.2
0.176


nDDTP D335
SMA-IBE
Thiomaltopyranoside
NA
0.9
6.881
0.078


OEGMDE O330
SMA-IBE
Etheylene glycol
NA
0.09
8.099
0.165


Poly-10-laurate
SMA-IBE
Polyglycerol fatty acid ester
12
NA
114.8
0.226


Poly-10-oleate
SMA-IBE
Polyglycerol fatty acid ester
10.5
NA
358
0.254


Span 20 ™
SMA-IBE
Sorbitan
NA
NA
1061
0.472


Stepan Mild L3 ™
SMA-IBE
Lactylate
NA
NA
372.9
0.067


Stepan SLL FB ™
SMA-IBE
Lactylate
NA
NA
136.3
0.144


Stepan sulfonic acid ™
SMA-IBE
Sulfonate
NA
NA
2.821
0.186


Triton X-305 ™
SMA-IBE
Ethylene glycol
17.3
0.65
10.66
0.181


Triton X-45 ™
SMA-IBE
Ethylene glycol
9.8
0.1
156.3
0.325


Tween 60 ™
SMA-IBE
Polysorbate
14.9
0.022
134.2
0.637


Tween 65 ™
SMA-IBE
Polysorbate
10.5
NA
114.5
0.286


Tween 85 ™
SMA-IBE
Polysorbate
11
NA
189.8
0.252


1,2-Hexanediol
SMA 725 ™
1,2-glycol
NA
NA
109.7
0.232


Amin GCK 30H
SMA 725 ™
Acyl glycinate
NA
NA
7.286
0.3


Amphosol 2CSF ™
SMA 725 ™
Dipropionate
NA
NA
7.808
0.315


Apo 10
SMA 725 ™
Phosphine oxide
NA
NA
5.835
0.259


Apo 12
SMA 725 ™
Phosphine oxide
NA
NA
82.41
0.272


Stepan Bio Soft D-40 ™
SMA 725 ™
Sulfonate
NA
NA
5.13
0.322


Stepan Bio Terge AS-40 ™
SMA 725 ™
Sulfonate
NA
NA
6.434
0.181


Dodecane-1-sulfonic acid
SMA 725 ™
Sulfonate
NA
NA
5.108
0.227


PFDMP-O310F
SMA 725 ™
Maltoside-sugar
NA
NA
23.83
0.172


Genapol X080
SMA 725 ™
Polyethylene glycol
12
0.06-0.15
10.58
0.147


HEGMDDE H370
SMA 725 ™
Ethylene glycol
NA
0.069
8.218
0.14


HEGMDE H360
SMA 725 ™
Ethylene glycol
NA
0.9
6.033
0.158


HXEGMDDE H375
SMA 725 ™
Ethylene glycol
NA
NA
9.351
0.079


Lakeland PAE 136
SMA 725 ™
Phosphate ester
NA
NA
7.924
0.161


Stepan Lathanol LAL ™
SMA 725 ™
Sulfoacetate
NA
NA
6.814
0.151


MNA C12
SMA 725 ™
Glucopyranoside
NA
0.004
6.122
0.068


MNA C14
SMA 725 ™
Mannitol
NA
0.001
7.548
0.217


n-Decanoyl-L-Methionine
SMA 725 ™
Amino acid
NA
NA
85.47
0.172


n-Decanoyl-L-Threonine
SMA 725 ™
Amino acid
NA
NA
90.68
0.213


n-Dodecanoyl-L-Histidine
SMA 725 ™
Amino acid
NA
NA
99.96
0.249


n-Dodecanoyl-L-Methionine
SMA 725 ™
Amino acid
NA
NA
87.09
0.138


n-Dodecanoyl-L-Threonine
SMA 725 ™
Amino acid
NA
NA
99.77
0.203


n-Octanoyl-L-Methionine
SMA 725 ™
Amino acid
NA
NA
116.6
0.239


nDDDTP D342
SMA 725 ™
Thiomaltopyranoside
NA
0.05
11.67
0.131


nDDTGP D323
SMA 725 ™
Thioglucopyranoside
NA
0.9
262.2
0.176


nDDTP D335
SMA 725 ™
Thiomaltopyranoside
NA
0.9
6.881
0.078


Ninate 411 ™
SMA 725 ™
Sulfonate
NA
1,214 mg/l
216.2
0.288


nNDTP N335
SMA 725 ™
Thioglucopyranoside
NA
2.9
137
0.357


OEGMDE O330
SMA 725 ™
Etheylene glycol
NA
0.09
8.099
0.165


Poly-10-laurate
SMA 725 ™
Polyglycerol fatty acid ester
12
NA
114.8
0.226


Poly-10-oleate
SMA 725 ™
Polyglycerol fatty acid ester
10.5
NA
358
0.254


Poly-10-palmitate
SMA 725 ™
Polyglycerol fatty acid ester
10.5
NA
111.8
0.226


Poly-10-stearate
SMA 725 ™
Polyglycerol fatty acid ester
11
NA
112.3
0.172


Span 20 ™
SMA 725 ™
Sorbitan
8.6
NA
1061
0.472


Stepan Mild L3 ™
SMA 725 ™
Lactylate
NA
NA
372.9
0.067


Stepan SLL FB ™
SMA 725 ™
Lactylate
NA
NA
136.3
0.144


Triton X-100 ™
SMA 725 ™
Ethylene glycol
13.4
0.24
10.07
0.089


Triton X-305 ™
SMA 725 ™
Ethylene glycol
17.3
0.65
10.66
0.181


Triton X-45 ™
SMA 725 ™
Ethylene glycol
9.8
0.1
156.3
0.325


Tween 65 ™
SMA 725 ™
Polysorbate
10
NA
114.5
0.286


Tween 80 ™
SMA 725 ™
Polysorbate
15
0.012
10.42
0.026


VDISTILL DV53 ™
SMA 725 ™
Fatty acid
NA
NA
NA
NA


Amin GCK 30H
SMA Cumene
Acyl glycinate
NA
NA
7.286
0.3


Amphosol 2CSF ™
SMA Cumene
Dipropionate
NA
NA
7.808
0.315


Apo 10
SMA Cumene
Phosphine oxide
NA
NA
5.835
0.259


Apo 12
SMA Cumene
Phosphine oxide
NA
NA
82.41
0.272


Coco Glucoside
SMA Cumene
Glucopyranoside
13.1
NA
27.32
0.154


PFDMP-O310F
SMA Cumene
Maltoside-sugar
NA
NA
23.83
0.172


Genapol X080
SMA Cumene
Polyethylene glycol
12
0.06-0.15
10.58
0.147


HEGMDDE H370
SMA Cumene
Ethylene glycol
NA
0.069
8.218
0.14


HEGMDE H360
SMA Cumene
Ethylene glycol
NA
0.9
6.033
0.158


HEGMOE H350
SMA Cumene
Ethylene glycol
NA
10
5.505
0.25


HXEGMDDE H375
SMA Cumene
Ethylene glycol
NA
NA
9.351
0.079


Lakeland PAE 136 ™
SMA Cumene
Phosphate ester
NA
NA
7.924
0.161


MNA C12
SMA Cumene
Glucopyranoside
NA
0.004
6.122
0.068


MNA C13
SMA Cumene
Glucopyranoside
NA
0.002
6.423
0.046


MNA C14
SMA Cumene
Mannitol
NA
0.001
7.548
0.217


n-Decanoyl-L-Methionine
SMA Cumene
Amino acid
NA
NA
85.47
0.172


n-Decanoyl-L-Threonine
SMA Cumene
Amino acid
NA
NA
90.68
0.213


n-Dodecanoyl-L-Histidine
SMA Cumene
Amino acid
NA
NA
99.96
0.249


n-Dodecanoyl-L-Methionine
SMA Cumene
Amino acid
NA
NA
87.09
0.138


n-Dodecanoyl-L-Threonine
SMA Cumene
Amino acid
NA
NA
99.77
0.203


n-Octanoyl-L-Methionine
SMA Cumene
Amino acid
NA
NA
116.6
0.239


Sodium dodecylbenzene sulfonate
SMA Cumene
Sulfonate
NA
NA
4.235
0.53


nDDDTP D342
SMA Cumene
Thiomaltopyranoside
NA
0.05
11.67
0.131


nDDTGP D323
SMA Cumene
Thioglucopyranoside
NA
0.9
262.2
0.176


nDDTP D335
SMA Cumene
Thiomaltopyranoside
NA
0.9
6.881
0.078


nNDTP N335
SMA Cumene
Thioglucopyranoside
NA
2.9
137
0.357


OEGMDE O330
SMA Cumene
Etheylene glycol
NA
0.09
8.099
0.165


Poly-10-laurate
SMA Cumene
Polyglycerol fatty acid ester
12
NA
114.8
0.226


Poly-10-oleate
SMA Cumene
polyglycerol fatty acid ester
10.5
NA
358
0.254


Poly-10-stearate
SMA Cumene
polyglycerol fatty acid ester
11
NA
112.3
0.172


Span 20 ™
SMA Cumene
Sorbitan
NA
NA
1061
0.472


Stepan Mild L3 ™
SMA Cumene
Lactylate
NA
NA
372.9
0.067


Stepan SLL FB ™
SMA Cumene
Lactylate
NA
NA
136.3
0.144


Stepan sulfonic acid ™
SMA Cumene
Sulfonate
NA
NA
2.821
0.186


TC Lab 35
SMA Cumene
Acetate
13
NA
23.27
0.328


Triton X-100 ™
SMA Cumene
Etheylene glycol
13.4
0.24
10.07
0.089


Triton X-305 ™
SMA Cumene
Etheylene glycol
17.3
0.65
10.66
0.181


Triton X-45 ™
SMA Cumene
Etheylene glycol
9.8
0.1
156.3
0.325


Tween 40 ™
SMA Cumene
Polysorbate
15.6
NA
9.691
0.079


Tween 65 ™
SMA Cumene
Polysorbate
15.9
NA
114.5
0.286


Tween 80 ™
SMA Cumene
Polysorbate
10.5
0.012
10.42
0.026


Tween 85 ™
SMA Cumene
Polysorbate
11
NA
189.8
0.252
















TABLE 13







Non-ionic Surfactants and Polymer Combinations That Did Not Form


a Nanonet Response in Titration Assays (No Sigmoid Detected)















Alkyl

Average


Surfactant
Poly



Chain

Polymer
Theoretical

Aggregate
dispersity



Carbon

Diameter
Polymer

Diameter
index


Surfactant
no.
Polymer
[nm]
Diameter
Head Group
[nm]
(PDI)

















Coco Glucoside
18
SMA 725 ™
15.03
6.8
Glucopyranoside
27.32
0.154


HEGMOE H350
8
SMA 725 ™
15.03
6.8
Ethylene glycol
5.505
0.25


MNA C13
13
SMA 725 ™
15.03
6.8
Glucopyranoside
6.423
0.046


nHDTP H301
7
SMA 725 ™
15.03
6.8
Thioglucopyranoside
8.935
0.011


nODTTP O320
8
SMA 725 ™
15.03
6.8
Thiomaltopyranoside
6.022
0.324


Tween 20 ™
12
SMA 725 ™
15.03
6.8
Polysorbate
9.173
0.072


Tween 40 ™
16
SMA 725 ™
15.03
6.8
Polysorbate
9.691
0.079


Tween 60 ™
18
SMA 725 ™
15.03
6.8
Polysorbate
134.2
0.637


Tween 85 ™
16
SMA 725 ™
15.03
6.8
Polysorbate
189.8
0.252


Vdistill DV63 ™
 8, 18
SMA 725 ™
15.03
6.8
Fatty acid
NA
NA


MNA C12
12
SMA 2000 ™
5.242
2.6
Glucopyranoside
6.122
0.068


nHDTP H301
7
SMA 2000 ™
5.242
2.6
Thioglucopyranoside
8.935
0.011


nODTTP O320
8
SMA 2000 ™
5.242
2.6
Thiomaltopyranoside
6.022
0.324


Poly-10-palmitate
16
SMA 2000 ™
5.242
2.6
Polyglycerol fatty acid ester
111.8
0.226


nHDTP H301
7
DIBMA
92.7
3.2
Thioglucopyranoside
8.935
0.011


nODTTP O320
8
DIBMA
92.7
3.2
Thiomaltopyranoside
6.022
0.324


Poly-10-palmitate
16
DIBMA
92.7
3.2
Polyglycerol fatty acid ester
111.8
0.226


Vdistill DV53 ™
18, 18
DIBMA
92.7
3.2
Fatty acid
NA
NA


Vdistill DV63 ™
18, 18
DIBMA
92.7
3.2
Fatty acid
NA
NA


MNA C12
12
SMA 2021 ™
6.627
3.7
Glucopyranoside
6.122
0.068


nHDTP H301
7
SMA 2021 ™
6.627
3.7
Thioglucopyranoside
8.935
0.011


nODTTP O320
8
SMA 2021 ™
6.627
3.7
Thiomaltopyranoside
6.022
0.324


Tween 20 ™
12
SMA 2021 ™
6.627
3.7
Polysorbate
9.173
0.072


Tween 65 ™
18
SMA 2021 ™
6.627
3.7
Polysorbate
114.5
0.286


Vdistill DV53 ™
18, 18
SMA 2021 ™
6.627
3.7
Fatty acid
NA
NA


Vdistill DV63 ™
18, 18
SMA 2021 ™
6.627
3.7
Fatty acid
NA
NA


nHDTP H301
7
SMA 3000 ™
3.713
2.8
Thioglucopyranoside
8.935
0.011


Tween 20 ™
12
SMA 3000 ™
3.713
2.8
Polysorbate
9.173
0.072


Tween 40 ™
16
SMA 3000 ™
3.713
2.8
Polysorbate
9.691
0.079


Tween 60 ™
18
SMA 3000 ™
3.713
2.8
Polysorbate
134.2
0.637


Tween 80 ™
18
SMA 3000 ™
3.713
2.8
Polysorbate
10.42
0.026


Vdistill DV53 ™
18, 18
SMA 3000 ™
3.713
2.8
Fatty acid
NA
NA


Vdistill DV63 ™
18, 18
SMA 3000 ™
3.713
2.8
Fatty acid
NA
NA


Genapol X-080
13
SMA IBE
9.759
5.4
Poly ethylene glycol
10.58
0.147


hegmoe H350
8
SMA IBE
9.759
5.4
Ethylene glycol
5.505
0.25


MNA C12
12
SMA IBE
9.759
5.4
Glucopyranoside
6.122
0.068


MNA C13
13
SMA IBE
9.759
5.4
Glucopyranoside
6.423
0.046


nHDTP H301
7
SMA IBE
9.759
5.4
Thioglucopyranoside
8.935
0.011


nNDTP N335
9
SMA IBE
9.759
5.4
Thioglucopyranoside
137
0.357


nODTTP O320
8
SMA IBE
9.759
5.4
Thiomaltopyranoside
6.022
0.324


Poly-10-palmitate
16
SMA IBE
9.759
5.4
Polyglycerol fatty acid ester
111.8
0.226


Poly-10-stearate
18
SMA IBE
9.759
5.4
Polyglycerol fatty acid ester
112.3
0.172


Triton X-100 ™
8
SMA IBE
9.759
5.4
Ethylene glycol
10.07
0.089


Tween 20 ™
12
SMA IBE
9.759
5.4
Polysorbate
9.173
0.072


Tween 40 ™
16
SMA IBE
9.759
5.4
Polysorbate
9.691
0.079


Tween 80 ™
18
SMA IBE
9.759
5.4
Polysorbate
10.42
0.026


Vdistill DV53 ™
18, 18
SMA IBE
9.759
5.4
Fatty acid
NA
NA


Vdistill DV63 ™
18, 18
SMA IBE
9.759
5.4
Fatty acid
NA
NA


nHDTP H301
7
SMA Cumene
7.123
1.5
Thioglucopyranoside
8.935
0.011


nODTTP O320
8
SMA Cumene
7.123
1.5
Thiomaltopyranoside
6.022
0.324


Poly-10-palmitate
16
SMA Cumene
7.123
1.5
Polyglycerol fatty acid ester
111.8
0.226


Tween 20 ™
12
SMA Cumene
7.123
1.5
Polysorbate
9.173
0.072


Tween 60 ™
18
SMA Cumene
7.123
1.5
Polysorbate
134.2
0.637


Vdistill DV53 ™
18, 18
SMA Cumene
7.123
1.5
Fatty acid
NA
NA


Vdistill DV63 ™
18, 18
SMA Cumene
7.123
1.5
Fatty acid
NA
NA
















TABLE 14







Anionic Surfactants and Polymer Combinations That Did Not Form


a Nanonet Response in Tiitration Assays (No Sigmoid Detected)















Alkyl

Average


Surfactant
Poly



Chain

Polymer


Aggregate
Dispersity



Carbon

Diameter
Theoretical

Diameter
Index


Surfactant
No.
Polymer
[nm]
Polymer
Head Group
[nm]
(PDI)

















1-Octane sulfonate
8
SMA 725 ™
15.03
6.8
Sulfonate
1.562
0.367


Anthraquinone-2-sulfonic
0
SMA 725 ™
15.03
6.8
Sulfonate
1.008
0.343


Cedepal TD-403 MFLD ™
13
SMA 725 ™
15.03
6.8
Ether sulfate
6.421
0.235


n-Octanoyl-L-threonine
8
SMA 725 ™
15.03
6.8
Amino acid
119
0.372


Sodium dodecylbenzene
12
SMA 725 ™
15.03
6.8
Sulfonate
4.235
0.53


sulfonate


p-Toluene sulfonic acid
1
SMA 725 ™
15.03
6.8
Sulfonate
0.8236
0.32


Potassium ethyl
2
SMA 725 ™
15.03
6.8
Xanthogenate
190.7
0.281


xanthogenate


Sodium-1-pentasulfonate
5
SMA 725 ™
15.03
6.8
Sulfonate
0.8036
0.537


Stepan sulfonic acid ™
12
SMA 725 ™
15.03
6.8
Sulfonate
2.821
0.186


Anthraquinone-2 sulfonic
0
SMA 2000 ™
5.242
2.6
Sulfonate
1.008
0.343


acid sodium salt


Cedepal TD 403 MFLD ™
13
SMA 2000 ™
5.242
2.6
Ether sulfate
6.421
0.235


n-Octanoyl-L-Threonine
8
SMA 2000 ™
5.242
2.6
Amino acid
119
0.372


p-Toluene Sulfonic acid
1
SMA 2000 ™
5.242
2.6
Sulfonate
0.8236
0.32


Potassium ethyl
2
SMA 2000 ™
5.242
2.6
Xanthogenate
190.7
0.281


xanthogenate


Sodium-1-pentasulfonate
5
SMA 2000 ™
5.242
2.6
Sulfonate
0.8036
0.537


1-Octane Sulfonate
8
DIBMA
92.7
3.2
Sulfonate
1.562
0.367


Amin GCK
18, 8
DIBMA
92.7
3.2
Acyl glycinate
7.286
0.3


Anthraquinone-2 sulfonic
0
DIBMA
92.7
3.2
Sulfonate
1.008
0.343


acid sodium salt


Stepan Bio Terge AS-40 ™
14
DIBMA
92.7
3.2
Sulfonate
6.434
0.181


n-Octanoyl-L-Threonine
8
DIBMA
92.7
3.2
Amino acid
119
0.372


p-Toluene Sulfonic Acid
1
DIBMA
92.7
3.2
Sulfonate
0.8236
0.32


Potassium ethyl
2
DIBMA
92.7
3.2
Xanthogenate
190.7
0.281


xanthogenate


Sodium 1 pentasulfonate
5
DIBMA
92.7
3.2
Sulfonate
0.8036
0.537


Stepan Bio Soft D-40 ™
0
SMA 2021 ™
6.627
3.7
Sulfonate
5.13
0.322


Stepan Bio Terge AS-40 ™
14
SMA 2021 ™
6.627
3.7
Sulfonate
6.434
0.181


n-Octanoyl-L-Threonine
8
SMA 2021 ™
6.627
3.7
Amino acid
119
0.372


p-Toluene sulfonic acid
1
SMA 2021 ™
6.627
3.7
Sulfonate
0.8236
0.32


Potassium ethyl
2
SMA 2021 ™
6.627
3.7
Xanthogenate
190.7
0.281


xanthogenate


Sodium-1-pentasulfonate
5
SMA 2021 ™
6.627
3.7
Sulfonate
0.8036
0.537


1-Octane sulfonate
8
SMA 3000 ™
3.713
2.8
Sulfonate
1.562
0.367


Amin GCK
18, 8
SMA 3000 ™
3.713
2.8
Acyl glycinate
7.286
0.3


Stepan Bio Soft D-40 ™
0
SMA 3000 ™
3.713
2.8
Sulfonate
5.13
0.322


Stepan Bio Terge AS-40 ™
14
SMA 3000 ™
3.713
2.8
Sulfonate
6.434
0.181


Cedepal TD-403 MFLD ™
13
SMA 3000 ™
3.713
2.8
Ether sulfate
6.421
0.235


Dodecane-1-sulfonic acid
12
SMA 3000 ™
3.713
2.8
Sulfonate
5.108
0.227


n-Octanoyl-L-Threonine
8
SMA 3000 ™
3.713
2.8
Amino acid
119
0.372


p-Toluene sulfonic acid
1
SMA 3000 ™
3.713
2.8
Sulfonate
0.8236
0.32


Potassium ethyl
2
SMA 3000 ™
3.713
2.8
Xanthogenate
190.7
0.281


xanthogenate


Sodium-1-pentasulfonate
5
SMA 3000 ™
3.713
2.8
Sulfonate
0.8036
0.537


1 Octane sulfonate
8
SMA IBE
9.759
5.4
Sulfonate
1.562
0.367


Anthraquinone-2 sulfonic
0
SMA IBE
9.759
5.4
Sulfonate
1.008
0.343


Stepan Bio Terge AS-40 ™
14
SMA IBE
9.759
5.4
Sulfonate
6.434
0.181


Cedepal TD 403 MFLD ™
13
SMA IBE
9.759
5.4
Ether sulfate
6.421
0.235


Dodecane-1-sulfonic acid
12
SMA IBE
9.759
5.4
Sulfonate
5.108
0.227


Stepan Lathanol LAL ™
12
SMA IBE
9.759
5.4
Sulfoacetate
6.814
0.151


n-Octanoyl-L-threonine
8
SMA IBE
9.759
5.4
Amino acid
119
0.372


Sodium dodecylbenzene
12
SMA IBE
9.759
5.4
Sulfonate
4.235
0.53


sulfonate


Ninate 411 ™
12
SMA IBE
9.759
5.4
Sulfonate
216.2
0.288


p-Toluene sulfonic acid
1
SMA IBE
9.759
5.4
Sulfonate
0.8236
0.32


Potassium ethyl
2
SMA IBE
9.759
5.4
Xanthogenate
190.7
0.281


xanthogenate


Sodium-1-pentasulfonate
5
SMA IBE
9.759
5.4
Sulfonate
0.8036
0.537


1-Octane sulfonate
8
SMA Cumene
7.123
1.5
Sulfonate
1.562
0.367


Anthraquinone-2-sulfonic
0
SMA Cumene
7.123
1.5
Sulfonate
1.008
0.343


Stepan Bio Soft D-40 ™
0
SMA Cumene
7.123
1.5
Sulfonate
5.13
0.322


Stepan Bio Terge AS-40 ™
14
SMA Cumene
7.123
1.5
Sulfonate
6.434
0.181


Cedepal TD 403 MFLD ™
13
SMA Cumene
7.123
1.5
ether sulfate
6.421
0.235


Dodecane-1-sulfonic acid
12
SMA Cumene
7.123
1.5
Sulfonate
5.108
0.227


Stepan Lathanol LAL ™
12
SMA Cumene
7.123
1.5
Sulfoacetate
6.814
0.151


n-Octanoyl-L-threonine
8
SMA Cumene
7.123
1.5
Amino acid
119
0.372


Ninate 411 ™
12
SMA Cumene
7.123
1.5
Sulfonate
216.2
0.288


p-Toluene sulfonic acid
1
SMA Cumene
7.123
1.5
Sulfonate
0.8236
0.32


Potassium ethyl
2
SMA Cumene
7.123
1.5
Xanthogenate
190.7
0.281


xanthogenate


Sodium-1-penta sulfonate
5
SMA Cumene
7.123
1.5
Sulfonate
0.8036
0.537









Example 18
Nanonet Formation Prefers an Alkyl Chain Length of >C7 in a Pure Surfactant Aggregate System

In this section, a study of the influence of surfactant alkyl chain length on nanonet formation was undertaken. A wide range of surfactant aggregate sizes was employed. The surfactants are listed in Table 15, including surfactant aggregate size. Despite the small alkyl chains, light scattering measurements of this class of surfactant aggregates displayed a broad range of surfactant aggregate size. Yet, in all five surfactant cases, with the exception of 1,2 hexane diol and SMA 725, nanonet formation did not occur. This was so with even the relatively smallest polymer particle size tested.


The results in Table 15 therefore suggest that, in some cases, factors other than relative size ratios may influence nanonet formation. Here, the results suggest that for surfactant aggregates composed purely of surfactants that contain under eight carbons in their linear, hydrophobic alkyl chain lengths nanonet formation is not likely to occur within the time scales studied.









TABLE 15







Surfactants With a Linear Alkyl Chain of Less Than Eight Carbon Atoms
















Alkyl

Surfactant






Chain

Aggregate



Surfactant

Carbon

diameter


Surfactant
Class
Head Group
no.
Conc.
[nm]
PDI
















p-Toluene Sulfonic
Anionic
Sulfonate
6
10%
0.8236
0.32


Acid


Potassium Ethyl
Anionic
Xanthogenate
2
10%
190.7
0.281


Xanthogenate


Sodium-1-
Anionic
Sulfonate
5
0.25%
0.8036
0.573


pentasulfonate


1,2-Hexanediol
Anionic
Polyol
6
 1%
109.7
0.232


n-Heptyl-β-D-
Non-Ionic
Thioglucopyranoside
7
 3%
8.935
0.11


Thioglucopyranoside


(nHDTP-H310)









Example 19
Nanonet Formation Prefers a Soluble or Emulsified Surfactant Aggregate with Diameter Greater than the Theoretical Compacted Diameter of a SMA Polymer

From earlier results, it became apparent that fatty acid-containing surfactants such as VDISTILL DV53 and VDISTILL DV63 form oils and therefore cannot be mixed with at water. As a result no surfactant aggregate diameter was measured by dynamic light scattering as the surfactant did not form a stable emulsion in water. Conversion to a soap or solubilization in other surfactants may be utilized to convert an insoluble fatty acid oil into a soluble surfactant aggregate.


Non-ionic surfactants with branched hydrophilic headgroups dominate non-ionic surfactants which do not form nanonets but satisfy nanonet formation rules. Despite having a larger measured surfactant-aggregate diameter than the tested polymer, some non-ionic surfactants were still unable to form nanonets. Of these surfactants, a disproportionate number had either a polysorbate (TWEEN™) or polyglyceryol (PGL) headgroup. It is possible that these large head groups inhibit polymer interactions with the alkyl chain of the surfactant. Another possible explanation is that the large headgroups create a surfactant aggregate shape that does not reflect a sphere, which would create a false surfactant aggregate diameter or prevent polymer association. An additional possible explanation is that these surfactants do associate with the SMA polymers, but they are not stable after precipitation and the surfactant can dissociate back into solution.


The effect of a branched hydrophilic headgroup may be visually illustrated in FIG. 20. The large polyglycerol-10 headgroup class of surfactants displayed a unique trend compared to all the other surfactant classes. Instead of nanonet score increasing with decreasing HLB values, nanonet scores were higher with the more hydrophilic surfactants. However, as all of the polyglycerol-10 surfactants formed large surfactant aggregates, they still formed nanonets with at least one of all the polymers tested.


Some false positive results may be explained, in part, by error in the sizing method and concentration dependence of aggregate formation common to surfactants. As an example, for many surfactants, increase in concentration lead some surfactants to form larger structures such as worm-like micelles, disordered aggregates, gels, and even bilayers (Gao, J., Ge, W. & Li, J. Sc. China Ser. B-Chem. (2005) 48: 470. https://doi.org/10.1360/042004-71). When DLS measurements on surfactants were made in this work, surfactant solutions were serially diluted and measured until the best PDI was obtained. This means that surfactant concentration during sizing could lie anywhere from 1 to 0.01% wt/vol surfactant concentration depending on the surfactant. However, in the nanonet formulation experiments described and employed using method #1 herein, polymer and surfactant were mixed together in a concentrated stock (1%) before dilution and precipitation in the nanonet formulation titrations. This ensured that the surfactant aggregate remained above its critical micelle concentration; and therefore was present to interact with the polymer before dilution and precipitation. As a result, the effective concentration and diameter of the surfactant aggregate in the nanonet formation experiments could be significantly higher than the concentration and recorded size at which the surfactant sizing was measured.


The measured surfactant aggregate diameter for several commercially marketed surfactants, particularly Biosoft, Bioterge, Cedepal, and Ninate 411, was larger than the theoretical polymer diameter for each tested polymer (Table 15). Thus, nanonet formation was expected to occur using these surfactants with all the tested polymers. However, while each surfactant could be formulated into a nanonet with at least one polymer, other factors lead to not all combinations resulting in the formation of nanonets. For example, only select polymers formed nanonets with the following surfactants: Stepan Bio-Soft D-40™, Stepan Bio-Terge AS-40™, Cedepal TD-403 MFLD™, and Ninate 411™ surfactants (Table 15). Further, the Ninate 411™ surfactant showed no sign of the formation of nanonets with the following polymers: SMA-IBE and SMA cumene (Table 15). For these two polymers, a significant difference between DLS measured and theoretical particle diameter was observed (5.8 nm by DLS and 2.8 nm theoretical particle diameter). Additionally, these two polymers also contain different ratios of hydrophobic to hydrophilic functional groups in their repeating block units.


It is therefore unlikely that trends in polymer particle size or block hydrophobicity are preventing the formation of nanonets with Ninate 411™. What is more likely is that the tested commercially-available surfactants are not pure chemicals, and therefore may have secondary components that alter polymer behavior or that complicate sizing measurements. For example, two different Bio-Terge formulations are available for commercial purchase, Bio-Terge 40S or Bio-Terge 40K, both of which contain sodium C14-C16 olefin sulfonate as the primary active ingredient. However, while the 40S formulation is suitable for applications in preparing stable microemulsions, the 40k formulation is only recommended as a general washing detergent (Manufacturers product sheet).


It is likely that the undisclosed additives, solvents or remnants of the surfactant manufacturing process in these formulations can negatively affect nanonet formation. It may also be the case that there is inaccurate surfactant sizing data. This may explain some of the inconsistencies between predicted and actual observation in nanonet formation experiments between the different polymers. For example, if a given polymer surfactant combination did not result in the formation of nanonets with high efficiency, a stabilizing ligand or- co surfactant on the outside of the surfactant micelle (such as isopropyl amine in the case of Ninate 411™), may shield the surfactant aggregate and inhibit the formation of nanonets.


The size differential between a surfactant aggregate and an amphipathic polymer particle, driven by the hydrophobic effect has been tested using 7 different polymers and over 50 unique surfactants. The data strongly support the proposition that the formation of nanonets requires a surfactant aggregate with a larger diameter than the diameter of the minimum monomeric particle diameter with which the surfactant aggregate is associating. In addition, the formation of nanonets using the tested polymers was strongly favored to occur with the following: (1) greater than 7 carbons in the hydrophobic alkyl chain on the surfactant, (2) the surfactant is water miscible, (3) surfactants with relatively smaller head groups. Taken together, the results suggest that nanonet design may be enhanced by selecting an amphipathic block co-polymer, the length of which can be based on the surfactant aggregate size. The vast majority of formed nanonets displayed an increase in diameter relative to the starting polymer (FIG. 18).


Example 20

Polymer composition influences surfactant capture into Nanonets. A study of surfactants and the influence of parameters including degree of water miscibility was undertaken with respect to nanonet formation. In the study, factors found influential in forming desirable nanonets included the following: A water soluble, amphipathic block co-polymer with a block stoichiometry of XnYm. X is an anionic or non-ionic hydrophilic functional group. Y is a hydrophobic functional group. In the polymer formula, n=1 and m=1, 2 or 3.


The nanonet library was expanded by testing polymers with different functional groups. Factors explored included, polymer length, ratios of polymer functional groups, two distinct hydrophobic chemical groups. The tested polymers are outlined in Table 16. For all tested polymers, nanonets could be formed with surfactant aggregates larger than the compact polymer particle diameter (FIG. 19). The maximum sigmoid AUC scores for nanonet formation were observed with polymers that had a 2:1 styrene to maleic acid ratio, followed by 3:1, followed by the 1:1. Relatively shorter polymers generally had higher scores for nanonet formation.









TABLE 16







Dynamic Light Scattering Characterization using Intensity


and Number Values of Hydrolyzed Polymer Aggregates



















Aggregate


Aggregate




[St]
Calculated

Diameter


Diameter



to
Aggregate

[nm]


[nm]



[MA]
Diameter

(Intensity


(Number


Polymer
ratio
[nm]
Conc.
Mean d)
PDI
Conc.
Mean d)
PDI


















SMA-2000 ™
2:1
2.6
0.10%
5.242
0.113
0.10%
4.633
0.292


SMA-2021 ™
2:1
3.7
0.25%
6.627
0.274
0.10%
8.383
0.169


SMA-3000 ™
3:1
2.8
0.25%
3.713
0.213
0.01%
4.68
0.355


SMA-725 ™
3:1
6.8
0.10%
15.03
0.219
0.10%
10.16
0.283


SMA-cumene
3:1
1.5
0.10%
7.123
0.164
0.50%
3.325
0.297


terminated


SMA-IBE
1:1
5.4
0.25%
9.759
0.209
0.01%
4.256
0.869


DIBMA
NA
3.2
0.50%
76.74*
0.135
0.10%
5.704
0.271









Not all possible combinations of surfactant and polymer are likely to form nanonets within the time frame of the screening methods employed (see Example 15). 33/116 combinations of polymer plus surfactant did not result in a score indicating nanonet formation by screening method #1 (see Reagents and Materials Examples 15-21). These results (no nanonet formation) are able to be predicted using the teachings described herein. However, 5.4% ( 14/306) or of the formulations screened in method #2 (see Reagents and Materials Examples 15-21) resulted in a score indicating the formation of nanonets. Yet, based upon relative size alone, nanonet formation would not have been predicted. The surfactant aggregate diameter was smaller than the polymer particle diameter. Thus, nanonet formation would not have been predicted to occur using the teaching herein. These false positive results may be attributable to: In screening method #1, a relatively small rise in absorbance may have been construed by the developed computer model as sigmoid curve formation. The result would have been a low, but nonetheless positive score indicating nanonet formation; even when no nanonets were formed. False negative results may be attributable to: insufficient titration points; in some traces Nanonet formation occurred over only one tested ratio, meaning the window of association is very small. In other traces the titration curves only began to increase at the very highest concentrations of the titration. These signals would be missed in the current experiments.


ROUT Method of Statistical Analysis for Outlier Datapoint Identification

A rational basis for removing some data points initially identified by the model was also developed. For example, the results were further screened to remove those cases with low formation factors, Nf and absorbance values less than 0.2 (Table 9 and 10). The dataset for the surfactant polymer combinations analyzed by screening method #4 (see Reagents and Materials Examples 15-21) for nanonet formation were analyzed for outliers. The method employed was similar that described by Motulsky, H. J., Brown, and R. E. Detecting in Outliers When Fitting Data With Nonlinear Regression—A New Method Based On Robust Nonlinear Regression And The False Discovery Rate. BMC Bioinformatics 7, 123 (2006)). Using the ROUT method, outliers in surfactant size in both the positively scoring nanonets and negatively scoring nanonet datasets were identified.


Thus, screening plus ROUT analysis reduced the number of false positive results to 9/192 results. This means in only 9/192 cases, a false positive score for nanonet formation was obtained.


Factors other than size relationship may also explain the results. These factors may include: (1) surfactant alkyl chain carbon number, (2) surfactant water solubility, and (3) surfactant hydrophobic lipid balance. Additionally, there may be some sources of error in surfactant aggregate and polymer particle size measurement. Other reasons for the disparity between expected and observed results may include: (1) surfactant composition, (2) surfactant purity, (3) polymer composition, (4) molecular weight distribution, (5) surfactant headgroup size, (6) surfactant packing parameters, and (7) co-monomer distribution. For example, in several cases, our measures of polymer contour length and molecular weight varied from the specifications provided with commercially available samples. What follows is a more detailed discussion of these other factors.


Surfactant Alkyl Chain Carbon Number

five of the 62 tested surfactants contained small hydrophobic segments (linear alkyl chain with under 7 carbons). Interestingly, five of these surfactants did not result in a score indicating nanonet formation using method #1 (titration assay, Table 15). This was the case with all tested polymers with the exception of surfactant 1,2 hexane diol with SMA-725


DLS measurements of this class of low carbon number surfactant aggregates displayed a broad range of surfactant aggregate sizes. This latter result suggests that for aggregates composed purely of surfactants that contain under eight carbons in their linear, hydrophobic alkyl chains, nanonet formation will not likely occur. Thus, the more general conclusion is that nanonet formation is more likely to occur when the surfactant has an alkyl chain carbon number of greater than seven when measured as a pure surfactant aggregate. The effect of alkyl chain number can be further visualized by examining nanonet formation with select surfactant head groups and varying alkyl chains (FIG. 21) In almost all cases, an increase in alkyl chain number lead to an increase in nanonet score, and increased likelihood of forming a nanonet with the tested polymers (FIGS. 21A-D). Similarly, nanonet scores generally displayed an inverse effect with hydrophilic headgroups: as HLB values increased due to an increase in number of hydrophilic headgroups, nanonet scores decreased (FIGS. 21E and F). This effect of alkyl chain length and HLB in the surfactant on nanonet scores, and compatibility with different polymers suggests that nanonet formation occurs best with the 2:1 block ratio. As the polymer composition shifts from 2:1 to either 3:1 or 1:1, the number of possible nanonets to be formed generally decreases. Furthermore, as polymer length decreases, nanonets can be formed with smaller and more hydrophilic surfactant aggregates (high HLB values). It is likely that the inverse is also true: the more hydrophobic the surfactant, the larger the polymer and more hydrophobic block is preferred. For example, the 1,2-Hexanediol or VDISTILL 53™, with calculated HLB values of 7.9 (Using the Davies method, J. T. Davies, E. K. Rideal, Interfacial Phenomena, Academic Press, New York, 1961, p. 371.) and 1, respectively, were only found to associate with the most hydrophobic polymer; SMA-725™′.


Example 21
Formation of Optimized Nanonet Library

For chemical treatments of water, little to no contamination of downstream effluents by the introduced chemical is required. Therefore in a nanonet formulation the majority of surfactant must be bound to the polymer, to minimize any residual surfactant downstream in the treatment process. To identify the optimum amount of surfactant, the titration data for a given surfactant can be used. The midway point on each titration curve, also referred to as the Nf, represents the half maximal surfactant binding. The midway point was calculated according to method #4 (see Reagents and Materials Examples 15-21). At this concentration it is expected that polymer is in excess, so there is minimal surfactant in solution, and at least half of all polymer is expected be in a nanonet complex. Surfactants with high midway points (>500 ppm) for a given polymer, were considered to have low affinity and therefore these combinations were not identified to form stable nanonets.


In order to better identify stable nanonets, the height of absorption peak of each surfactant and polymer combination was filtered to 0.2 and higher to obtain an optimized nanonet library. In the titration data, a low peak absorbance is representative of little surfactant aggregate being captured by the polymer, and is therefore an inefficient nanonet combination and likely to lead to high concentrations of residual surfactant post-removal of any formed nanonet. From these results, it should be understood that these filtered combinations may still form small numbers of nanonet complexes, but they are non-optimal and that a different polymer may be more appropriate.


Using this approach, a nanonet library containing approximately 199 stable, optimized nanonets was identified. The nanonet library contains a broad range of anionic and non-ionic surfactants with linear alkyl chain lengths varying from C8 to C18. Hydrophilic headgroups contained within the nanonet library are diverse in nature, including sulfonates, phosphate esters, phosphine oxides, monosaccharides, disaccharides, thioesters, amino acids, glycols, and polyglycerols. The full nanonet library is documented in Tables 9 and 10.









TABLE 17







Copper Removal (40 uL NanoNet Library Stock Solution


Was Used) with Nanonets with Non-ionic Surfactants












Well
Library

Cu2+ Added
Measured
%


No.
No.
Nanonet Library Item
[ppm]
[ppm]
Difference















A1
1
Apo 10/DIBMA
10.03
9.9
−1.9


A2
2
Apo 12/DIBMA
10.03
6.8
−32.4


A3
3
Coco glucoside/DIBMA
10.03
10.4
3.3


A4
4
Genapol X080/DIBMA
10.03
10.1
0.3


A5
5
HEGMDDE-H370/DIBMA
10.03
8
−20.7


A6
6
HEGMDE-H360/DIBMA
10.03
10.4
3.5


A7
7
HXEGMDDE-H375/DIBMA
10.03
10.1
−0.2


A8
8
DDDM-MNA-C12/DIBMA
10.03
7.8
−22.2


A9
9
pGBTM-MNA-C13/DIBMA
10.03
9.3
−8


A10
10
pGBTEM-MNA-C14/DIBMA
10.03
8
−20.9


A11
11
nDDDTP-D342/DIBMA
10.03
10
−1.2


A12
12
nDDTGP-D323/DIBMA
10.03
8.9
−11.4


B1
13
OEGMDE-O330/DIBMA
10.03
7.1
−29.4


B2
14
Polyglycerol-10-mono-laurate/
10.03
9.5
−6.1




DIBMA


B3
15
Polyglycerol-10-mono-oleate/
10.03
7.1
−29.6




DIBMA


B4
16
Span 20/DIBMA
10.03
10.4
3.6


B5
17
Triton X-100 ™/DIBMA
10.03
9.7
−3.2


B6
18
Triton X-45 ™/DIBMA
10.03
9.9
12.3


B7
19
Tween 20 ™/DIBMA
10.03
7.4
−26.9


B8
20
Tween 65 ™/DIBMA
10.03
7.8
−23


B9
21
Tween 85 ™/DIBMA
10.03
9.5
−5.2


B10
22
Apo 10/SMA 2000 ™
10.03
0.9
−91.1


B11
23
Apo 12/SMA 2000 ™
10.03
0.5
−95.4


B12
24
Coco glucoside/SMA 2000 ™
10.03
1
−90.1


C1
25
Genapol X080/SMA 2000 ™
10.03
1
−90.2


C2
26
HEGMDDE-H370/SMA 2000 ™
10.03
1.5
−85.2


C3
27
HEGMDE-H360/SMA 2000 ™
10.03
0.9
−90.6


C4
28
HEGMOE-H350/SMA 2000 ™
10.03
1.4
−85.7


C5
29
HXEGMDDE-H375/SMA 2000 ™
10.03
1.1
−89.4


C6
30
pGBTM-MNA-C13/SMA 2000 ™
10.03
0.8
−91.6


C7
31
pGBTEM-MNA-C14/SMA 2000 ™
10.03
1.2
−88.1


C8
32
nDDDTP-D342/SMA 2000 ™
10.03
1
−90


C9
33
nDDTGP-D323/SMA 2000 ™
10.03
0.9
−90.9


C10
34
nDDTP-D335/SMA 2000 ™
10.03
1.3
−87.5


C11
35
OEGMDE-O330/SMA 2000 ™
10.03
0.9
−91


C12
36
Polyglycerol-10-mono-laurate/
10.03
1.2
−87.8




SMA 2000 ™


D1
37
Polyglycerol-10-mono-oleate/
10.03
1
−90.1




SMA 2000 ™


D2
38
Span 20/SMA 2000 ™
10.03
1
−89.8


D3
39
Triton X-100 ™/SMA 2000 ™
10.03
1.1
−89.4


D4
40
Triton X-305 ™/SMA 2000 ™
10.03
1.1
−88.7


D5
41
Triton X-45 ™/SMA 2000 ™
10.03
1
−89.9


D6
42
Tween 20 ™/SMA 2000 ™
10.03
1.2
−88.5


D7
43
Tween 40 ™/SMA 2000 ™
10.03
0.6
−93.6


D8
44
Tween 60 ™/SMA 2000 ™
10.03
1.1
−89.1


D9
45
Tween 65 ™/SMA 2000 ™
10.03
1.3
−86.6


D10
46
Tween 80 ™/SMA 2000 ™
10.03
1.1
−89.2


D11
47
Tween 85 ™/SMA 2000 ™
10.03
0.8
−91.6


D12
48
Apo 10/SMA 2021 ™
10.03
1.4
−86


E1
49
Apo 12/SMA 2021 ™
10.03
1.2
−88.3


E2
50
Coco glucoside/SMA 2021 ™
10.03
1.1
−88.9


E3
51
HEGMDDE-H370/SMA 2021 ™
10.03
1
−89.6


E4
52
HEGMDE-H360/SMA 2021 ™
10.03
1.1
−89.5


E5
53
HXEGMDDE-H375/SMA 2021 ™
10.03
1
−89.8


E6
54
pGBTM-MNA-C13/SMA 2021 ™
10.03
1.2
−87.7


E7
55
pGBTEM-MNA-C14/SMA 2021 ™
10.03
0.9
−90.8


E8
56
nDDTGP-D323/SMA 2021 ™
10.03
1
−90.1


E9
57
nDDDTP-D342/SMA 2021 ™
10.03
1.2
−88.2


E10
58
OEGMDE-O330/SMA 2021 ™
10.03
1.2
−88.3


E11
59
Polyglycerol-10-mono-laurate/
10.03
0.9
−90.6




SMA 2021 ™


E12
60
Polyglycerol-10-mono-oleate/
10.03
0.8
−92.5




SMA 2021 ™


F1
61
Triton X-100 ™/SMA 2021 ™
10.03
1.9
−81.5


F2
62
Triton X-45 ™/SMA 2021 ™
10.03
1.3
−87.2


F3
63
Tween 40 ™/SMA 2021 ™
10.03
1.2
−87.8


F4
64
Tween 60 ™/SMA 2021 ™
10.03
1.2
−88.3


F5
65
Tween 80 ™/SMA 2021 ™
10.03
2.2
−78.1


F6
66
Tween 85 ™/SMA 2021 ™
10.03
1.2
−88.1


F7
67
Apo 10/SMA 3000 ™
10.03
3.9
−61.5


F8
68
Apo 12/SMA 3000 ™
10.03
4
−59.9


F9
69
Coco glucoside/SMA 3000 ™
10.03
5.4
−46.4


F10
70
Genapol X080/SMA 3000 ™
10.03
0.8
−91.8


F11
71
HEGMDDE-H370/SMA 3000 ™
10.03
3.8
−61.9


F12
72
HEGMDE-H360/SMA 3000 ™
10.03
4.1
−59.6


G1
73
HXEGMDDE-H375/SMA 3000 ™
10.03
1.2
−88.2


G2
74
DDDM-MNA-C12/SMA 3000 ™
10.03
4.6
−54


G3
75
pGBTM-MNA-C13/SMA 3000 ™
10.03
4.3
−57.4


G4
76
pGBTEM-MNA-C14/SMA 3000 ™
10.03
4.8
−52.5


G5
77
nDDDTP-D342/SMA 3000 ™
10.03
5.6
−44.3


G6
78
nDDTGP-D323/SMA 3000 ™
10.03
1.6
−84.4


G7
79
OEGMDE-O330/SMA 3000 ™
10.03
3.5
−65.6


G8
80
Polyglycerol-10-mono-laurate/
10.03
0.8
−92.2




SMA 3000 ™


G9
81
Polyglycerol-10-mono-oleate/
10.03
0.5
−94.7




SMA 3000 ™


G10
82
Polyglycerol-10-mono-
10.03
1.2
−87.9




palmitate/SMA 3000 ™


G11
83
Span 20/SMA 3000 ™
10.03
0.6
−93.6


G12
84
Triton X-100/SMA 3000 ™
10.03
1.8
−81.7


H1
85
Triton X-45 ™/SMA 3000 ™
10.03
1.1
−89.2


H2
86
Tween 65 ™/SMA 3000 ™
10.03
1.1
−89.2


H3
87
Tween 85 ™/SMA 3000 ™
10.03
4
−60.6


H4
88
Apo 12/SMA-IBE
10.03
1.4
−86


H5
89
Coco glucoside/SMA-IBE
10.03
1.6
−83.9


H6
90
HEGMDDE-H370/SMA-IBE
10.03
1.1
−92.8


H7
91
HEGMDE-H360/SMA-IBE
10.03
1.6
−84


H8
92
HXEGMDDE-H375/SMA-IBE
10.03
1.5
−85


H9
93
nDDDTP-D342/SMA-IBE
10.03
1.5
−85.1


H10
94
nDDTP-D335/SMA-IBE
10.03
1.2
−88.1


H11
95
Polyglycerol-10-mono-oleate/
10.03
1.2
−88.3




SMA-IBE


H12
96
Triton X-45 ™/SMA-IBE
10.03
1
−89.7


A1
97
Tween 85 ™/SMA-IBE
10.03
1.5
−85.1


A2
98
Genapol X080/SMA 725 ™
10.03
2
−79.8


A3
99
nDDDTP-D342/SMA 725 ™
10.03
0.9
−91.1


A4
100
nDDTGP-D323/SMA 725 ™
10.03
1
−89.6


A5
101
Polyglycerol-10-mono-oleate/
10.03
0.5
−94.7




SMA 725 ™


A6
102
Span 20/SMA 725 ™
10.03
1.1
−88.6


A7
103
HEGMDDE-H370/SMA 725 ™
10.03
1.5
−85.3


A8
104
HEGMDE-H360/SMA 725 ™
10.03
1.9
−81.4


A9
105
HXEGMDDE-H375/SMA 725 ™
10.03
1.3
−86.7


A10
106
pGBTEM-MNA-C14/SMA 725 ™
10.03
1.7
−83.5


A11
107
Polyglycerol-10-mono-
10.03
1
−90.1




palmitate/SMA 725 ™


A12
108
Triton X-100 ™/SMA 725 ™
10.03
2.4
−76.6


B1
109
Triton X-45 ™/SMA 725 ™
10.03
1.4
−85.6


B2
110
Tween 65 ™/SMA 725 ™
10.03
1.3
−86.7


B3
111
Tween 80 ™/SMA 725
10.03
1.6
−83.7


B4
112
Apo 10/SMA Cumene
10.03
0.8
−91.7


B5
113
Apo 12/SMA Cumene
10.03
1
−90.4


B6
114
PFDMP-O310F/SMA Cumene
10.03
1.1
−89.4


B7
115
Genapol X080/SMA Cumene
10.03
0.9
−91


B8
116
HEGMDDE-H370/SMA
10.03
0.9
−90.8




Cumene


B9
117
HEGMDE-H360/SMA Cumene
10.03
0.9
−90.8


B10
118
HXEGMDDE-H375/SMA
10.03
0.8
−92.1




Cumene


B11
119
DDDM-MNA-C12/SMA
10.03
0.7
−92.9




Cumene


B12
120
pGBTM-MNA-C13/SMA
10.03
0.6
−93.6




Cumene


C1
121
nDDDTP-D342/SMA Cumene
10.03
1.3
−87.4


C2
122
nDDTGP-D323/SMA Cumene
10.03
0.8
−92


C3
123
nDDTP-D335/SMA Cumene
10.03
0.8
−92.1


C4
124
OEGMDE-O330/SMA Cumene
10.03
1.3
−87.4


C5
125
Polyglycerol-10-mono-laurate/
10.03
1.4
−86.5




SMA Cumene


C6
126
Polyglycerol-10-mono-oleate/
10.03
1.2
−88.4




SMA Cumene


C7
127
Span 20/SMA Cumene
10.03
0.7
−93.3


C8
128
Triton X-100 ™/SMA Cumene
10.03
1
−90.4


C9
129
Triton X-45 ™/SMA Cumene
10.03
1.2
−88.3


C10
130
Tween 65 ™/SMA Cumene
10.03
1.4
−85.9


C11
131
Tween 85 ™/SMA Cumene
10.03
1.2
−87.9
















TABLE 18







Copper Removal (40 uL Nanonet Library Stock Solution


Was Used) with Nanonets with Anionic Surfactants












Well
Library

Cu2+ Added
Measured
%


No.
No.
Nanonet Library Item
[ppm]
[ppm]
Difference















A1
1
Stepan Bio-Soft D-40 ™/DIBMA
10.03
9.2
−8.2


A2
2
Lakeland PAE136 ™/DIBMA
10.03
8.9
−11.6


A3
3
Stepan Lathanol LAL ™/DIBMA
10.03
9.6
−4.5


A4
4
n-Decanoyl-L-threonine/DIBMA
10.03
9.4
−6


A5
5
n-Dodecanoyl-L-threonine/DIBMA
10.03
9.5
−5.2


A6
6
n-Decanoyl-L-methionine/DIBMA
10.03
9
−10.7


A7
7
n-Dodecanoyl-L-methionine/
10.03
8.8
−12.4




DIBMA


A8
8
Ninate 411 ™/DIBMA
10.03
9.8
−2.3


A9
9
n-Octanoyl-L-methionine/DIBMA
10.03
9.3
−7.5


A10
10
Stepan Mild L3 ™/DIBMA
10.03
8.5
−15.1


A11
11
Stepan Bio-Terge AS-40 ™/SMA
10.03
1.3
−87.2




2000 ™


A12
12
Stepan Bio-Soft D-40 ™/SMA 2000 ™
10.03
1.2
−88.2


B1
13
Dodecane-1-sulfonic acid sodium
10.03
1.5
−85.1




salt/SMA 2000 ™


B2
14
Lakeland PAE 136 ™/SMA 2000 ™
10.03
0.8
−91.7


B3
15
Stepan Lathanol LAL ™/SMA 2000 ™
10.03
1.2
−88.4


B4
16
n-Decanoyl-L-methionine/SMA
10.03
1.4
−86.3




2000 ™


B5
17
n-Dodecanoyl-L-methionine/SMA
10.03
1.6
−83.6




2000 ™


B6
18
n-Decanoyl-L-threonine/SMA
10.03
1.5
−84.9




2000 ™


B7
19
n-Dodecanoyl-L-histidine/SMA
10.03
0.7
−93.4




2000 ™


B8
20
Stepan Mild L3 ™/SMA 2000 ™
10.03
1.4
−86.3


B9
21
n-Dodecanoyl-L-threonine/SMA
10.03
1.4
−86




2000 ™


B10
22
Sodium dodecylbenzene sulfonate/
10.03
1.4
−86.3




SMA 2000 ™


B11
23
Ninate 411 ™/SMA 2000 ™
10.03
1.5
−85.1


B12
24
Stepan SLL-FB ™/SMA 2000 ™
10.03
0.9
−90.9


C1
25
Stepan Sulfonic Acid ™/SMA 2000 ™
10.03
2.5
−75.5


C2
26
Dodecane-1-sulfonic acid sodium
10.03
1.1
−88.9




salt/SMA 2021 ™


C3
27
Lakeland PAE 136 ™/SMA 2021 ™
10.03
1.3
−87.2


C4
28
Stepan Lathanol LAL/SMA 2021 ™
10.03
1.4
−86.3


C5
29
n-Decanoyl-L-methionine/SMA
10.03
1.1
−89




2021 ™


C6
30
Cedepal TD-403 MFLD ™/SMA
10.03
1.2
−88.1




2021 ™


C7
31
Stepan Mild L3 ™/SMA 2021 ™
10.03
9.2
−8.7


C8
32
n-Dodecanoyl-L-methionine/SMA
10.03
1.6
−84.3




2021 ™


C9
33
n-Decanoyl-L-methionine/SMA
10.03
4.6
−54.6




3000 ™


C10
34
n-Dodecanoyl-L-methionine/SMA
10.03
4.6
−54.3




3000 ™


C11
35
n-Decanoyl-L-threonine/SMA
10.03
1.9
−81.2




2021 ™


C12
36
n-Dodecanoyl-L-threonine/SMA
10.03
1.6
−84.3




2021 ™


D1
37
Sodium dodecylbenzene sulfonate/
10.03
1.5
−84.7




SMA 2021 ™


D2
38
Ninate 411 ™/SMA 2021 ™
10.03
1.5
−85.4


D3
39
Stepan SLL-FB ™/SMA 2021 ™
10.03
2.1
−79.1


D4
40
Stepan Sulfonic Acid ™/SMA 2021 ™
10.03
1.7
−82.7


D5
41
Lakeland PAE 136 ™/SMA 3000 ™
10.03
4.1
−59.6


D6
42
n-Dodecanoyl-L-threonine/SMA
10.03
4.5
−54.9




3000 ™


D7
43
Ninate 411 ™/SMA 3000 ™
10.03
3.2
−68.3


D8
44
Stepan Mild L3 ™/SMA 3000 ™
10.03
4.6
−54.2


D9
45
Stepan SLL-FB ™/SMA 3000 ™
10.03
4.2
−58


D10
46
Stepan Sulfonic Acid ™/SMA 3000 ™
10.03
3.4
−66.5


D11
47
n-Decanoyl-L-methionine/SMA-IBE
10.03
2
−79.8


D12
48
n-Dodecanoyl-L-methionine/SMA-
10.03
1.4
−85.8




IBE


E1
49
Stepan Mild L3 ™/SMA-IBE
10.03
1.7
−83.5


E2
50
Stepan SLL-FB ™/SMA-IBE
10.03
1.6
−84


E3
51
Amin GCK30H/SMA 725 ™
10.03
2
−79.8


E4
52
Stepan Bio-Terge AS-40 ™/SMA
10.03
1.5
−85.3




725 ™


E5
53
n-Dodecanoyl-L-histidine/SMA
10.03
1.1
−88.7




725 ™


E6
54
Stepan Lathanol LAL ™/SMA 725 ™
10.03
1.3
−86.9


E7
55
n-Decanoyl-L-methionine/SMA
10.03
1.7
−83.5




725 ™


E8
56
n-Dodecanoyl-L-methionine/SMA
10.03
1.6
−84.2




725 ™


E9
57
Dodecane-1-sulfonic acid sodium
10.03
1.4
−86.1




salt/SMA 725 ™


E10
58
Lakeland PAE 136 ™/SMA 725 ™
10.03
1.6
−84.2


E11
59
n-dodecanoyl-L-threonine/SMA
10.03
1.3
−87.4




725 ™


E12
60
Stepan Mild L3 ™/SMA 725 ™
10.03
1.5
−84.8


F1
61
Stepan SLL-FB ™/SMA 725 ™
10.03
1.3
−86.6


F2
62
Lakeland PA E136 ™/SMA Cumene
10.03
1.3
−87


F3
63
n-Dodecanoyl-L-threonine/SMA
10.03
2
−80




Cumene


F4
64
Stepan Mild L3 ™/SMA Cumene
10.03
1.4
−85.7


F5
65
Stepan SLL-FB ™/SMA Cumene
10.03
1.3
−86.6


F6
66
n-Decanoyl-L-methionine/SMA
10.03
1.4
−85.6




Cumene


F7
67
n-Dodecanoyl-L-methionine/SMA
10.03
3.1
−68.9




Cumene


F8
68
n-Dodecanoyl-L-histidine/SMA
10.03
1.4
−85.6




Cumene









Example 22
Proof of Concept Screen of Nanonet Library for Sequestering Divalent Metal Ions Zinc and Copper Found in Seawater)

Metals contained in seawater are a threat to aquatic systems and organisms. Removal of heavy metals from seawater or wastewater is often approached by precipitation of dissolved metal ion followed by filtration. However, these methods can be challenging as they require control over pH of seawater.


The nanonet libraries with anionic and non-ionic surfactants were screened for zinc and copper metal ion removal from seawater spiked with zinc and copper metal ions (see Reagents and Materials Examples 15-21, method #3). All hydrolyzed SMA-containing polymers showed excellent Cu2+ metal ion removal from seawater especially the polymers SMA-2000™, SMA-2021™, and SMA-725™ with surfactants with sulfonate and amino acid-containing head groups (FIG. 22). In contrast, nanonets with DIBMA showed remaining Cu2+ metal ion (<10 ppm) in seawater. FIG. 23 illustrates excellent Cu2+ metal ion removal from seawater with nanonets with non-ionic surfactants and SMA-2000™, SMA-2021™, SMA-Cumene Terminated™, and SMA-725™. Contrary, nanonets with SMA-3000™ and DIBMA™ were less efficient in metal ion removal. Overall, nanonets with anionic surfactants were less efficient for zinc metal ion removal from seawater, specifically in combination with SMA-3000™and DIBMA™ (FIG. 24). Interestingly, the surfactant N-Dodecanoyl-L-Histidine in combination with SMA-2000™, SMA-725™, and SMA-Cumene Terminated™ was most efficient in Zn2+ metal ion removal along with SMA-725™ and Dodecane-1-sulfonic acid (FIG. 24). Nanonets with non-ionic surfactants and SMA-2000™ and SMA-Cumene Terminated™ removed zinc metal ion with less than 5 ppm remaining Zn2+ in solution (FIG. 25). Nanonets with SMA-3000™ and DIBMA™ were less efficient in metal ion removal. This work demonstrates that new water treatment formulations that are specific for single metal species can be rapidly identified through screening of nanonet libraries.









TABLE 19







Zinc Removal (40 uL Nanonet Library Stock Solution


Was Used) with Nanonets with Non-ionic Surfactants












Well
Library

Zn2+ Added
Measured
%


No.
No.
Nanonet Library Item
[ppm]
[ppm]
Difference















A1
1
Apo 10/DIBMA
10.07
11.6
15.3


A2
2
Apo 12/DIBMA
10.07
10.1
0.6


A3
3
Coco glucoside/DIBMA
10.07
11.5
13.7


A4
4
Genapol X080/DIBMA
10.07
11.2
10.8


A5
5
HEGMDDE-H370/DIBMA
10.07
11.7
16.1


A6
6
HEGMDE-H360/DIBMA
10.07
11.6
15.5


A7
7
HXEGMDDE-H375/DIBMA
10.07
11.7
16


A8
8
DDDM-MNA-C12/DIBMA
10.07
11.2
11.6


A9
9
pGBTM-MNA-C13/DIBMA
10.07
11.3
12.4


A10
10
pGBTEM-MNA-C14/
10.07
11.3
12.4




DIBMA


A11
11
nDDDTP-D342/DIBMA
10.07
11
9.1


A12
12
nDDTGP-D323/DIBMA
10.07
11.3
12.6


B1
13
OEGMDE-O330/DIBMA
10.07
10.5
4.7


B2
14
Polyglycerol-10-mono-
10.07
11.3
12.4




laurate/DIBMA


B3
15
Polyglycerol-10-mono-
10.07
10.9
8.6




oleate/DIBMA


B4
16
Span 20 ™/DIBMA
10.07
10.4
3.8


B5
17
Triton X-100 ™/DIBMA
10.07
11
9.5


B6
18
Triton X-45 ™/DIBMA
10.07
11.9
18.3


B7
19
Tween 20 ™/DIBMA
10.07
10.7
6.2


B8
20
Tween 65 ™/DIBMA
10.07
10.7
6.1


B9
21
Tween 85 ™/DIBMA
10.07
10.6
5.4


B10
22
Apo 10/SMA 2000 ™
10.07
5.3
−47


B11
23
Apo 12/SMA 2000 ™
10.07
5.5
−45.1


B12
24
Coco glucoside/SMA
10.07
5
−50.2




2000 ™


C1
25
Genapol X080 X080/SMA
10.07
5.2
−48.8




2000 ™


C2
26
HEGMDDE-H370/SMA
10.07
5.3
−47




2000 ™


C3
27
HEGMDE-H360/SMA
10.07
5.7
−43.1




2000 ™


C4
28
HEGMOE-H350/SMA
10.07
5.5
−45.8




2000 ™


C5
29
HXEGMDDE-H375/SMA
10.07
4.6
−54.6




2000 ™


C6
30
pGBTM-MNA-C13/SMA
10.07
5.5
−45.3




2000 ™


C7
31
pGBTEM-MNA-C14/SMA
10.07
5
−50.5




2000 ™


C8
32
nDDDTP-D342/SMA
10.07
5.1
−49.7




2000 ™


C9
33
nDDTGP-D323/SMA
10.07
5.2
−48




2000 ™


C10
34
nDDTP-D335/SMA 2000 ™
10.07
5.4
−46.4


C11
35
OEGMDE-O330/SMA
10.07
5.2
−48.4




2000 ™


C12
36
Polyglycerol-10-mono-
10.07
4.9
−51.8




laurate/SMA 2000 ™


D1
37
Polyglycerol-10-mono-
10.07
4.7
−53.3




oleate/SMA 2000 ™


D2
38
Span 20/SMA 2000 ™
10.07
5.6
−44.7


D3
39
Triton X-100 ™/SMA
10.07
5.9
−41.4




2000 ™


D4
40
Triton X-305 ™/SMA
10.07
5
−50.4




2000 ™


D5
41
Triton X-45 ™/SMA 2000 ™
10.07
5
−50.7


D6
42
Tween 20 ™/SMA 2000 ™
10.07
5
−50.1


D7
43
Tween 40 ™/SMA 2000 ™
10.07
4.6
−54.2


D8
44
Tween 60 ™/SMA 2000 ™
10.07
5.1
−49


D9
45
Tween 65 ™/SMA 2000 ™
10.07
5.6
−44.3


D10
46
Tween 80 ™/SMA 2000 ™
10.07
9
−10.2


D11
47
Tween 85 ™/SMA 2000 ™
10.07
4.8
−52


D12
48
Apo 10/SMA 2021 ™
10.07
6.7
−33.4


E1
49
Apo 12/SMA 2021 ™
10.07
6.6
−34.1


E2
50
Coco glucoside/SMA
10.07
6.9
−31.9




2021 ™


E3
51
HEGMDDE-H370/SMA
10.07
7.2
−28.5




2021 ™


E4
52
HEGMDE-H360/SMA
10.07
7.2
−28.9




2021 ™


E5
53
HXEGMDDE-H375/SMA
10.07
7.2
−28.6




2021 ™


E6
54
pGBTM-MNA-C13/SMA
10.07
7.3
−27.3




2021 ™


E7
55
pGBTEM-MNA-C14/SMA
10.07
7.5
−26




2021 ™


E8
56
nDDTGP-D323/SMA
10.07
6.9
−31.6




2021 ™


E9
57
nDDDTP-D342/SMA
10.07
7.2
−28.8




2021 ™


E10
58
OEGMDE-O330/SMA
10.07
6.8
−32.5




2021 ™


E11
59
Polyglycerol-10-mono-
10.07
8.2
−18.8




laurate/SMA 2021 ™


E12
60
Polyglycerol-10-mono-
10.07
6.4
−36.2




oleate/SMA 2021 ™


F1
61
Triton X-100 ™/SMA
10.07
7.2
−28.4




2021 ™


F2
62
Triton X-45 ™/SMA 2021 ™
10.07
7
−30.7


F3
63
Tween 40 ™/SMA 2021 ™
10.07
7.8
−23


F4
64
Tween 60 ™/SMA 2021 ™
10.07
6.6
−34.4


F5
65
Tween 80 ™/SMA 2021 ™
10.07
7
−30.9


F6
66
Tween 85 ™/SMA 2021 ™
10.07
7.1
−29.3


F7
67
Apo 10/SMA 3000 ™
10.07
10
−1


F8
68
Apo 12/SMA 3000 ™
10.07
11
8.9


F9
69
Coco glucoside/SMA
10.07
10.2
1




3000 ™


F10
70
Genapol X080/SMA
10.07
10.6
5.5




3000 ™


F11
71
HEGMDDE-H370/SMA
10.07
10.5
4.6




3000 ™


F12
72
HEGMDE-H360/SMA
10.07
11.5
14.5




3000 ™


G1
73
HXEGMDDE-H375/SMA
10.07
9.9
−1.2




3000 ™


G2
74
DDDM-MNA-C12/SMA
10.07
11.1
10




3000 ™


G3
75
pGBTM-MNA-C13/SMA
10.07
10.3
2.2




3000 ™


G4
76
pGBTEM-MNA-C14/SMA
10.07
10.4
3




3000 ™


G5
77
nDDDTP-D342/SMA
10.07
9.6
−4.8




3000 ™


G6
78
nDDTGP-D323/SMA
10.07
10.4
3.3




3000 ™


G7
79
OEGMDE-O330/SMA
10.07
10.7
6.1




3000 ™


G8
80
Polyglycerol-10-mono-
10.07
10.8
7




laurate/SMA 3000 ™


G9
81
Polyglycerol-10-mono-
10.07
10.2
1.2




oleate/SMA 3000 ™


G10
82
Polyglycerol-10-mono-
10.07
6.4
−36.5




palmitate/SMA 3000 ™


G11
83
Span 20 ™/SMA 3000 ™
10.07
12.7
26.1


G12
84
Triton X-100 ™/SMA
10.07
6.6
−34.7




3000 ™


H1
85
Triton X-45 ™/SMA 3000 ™
10.07
11.2
10.8


H2
86
Tween 65 ™/SMA 3000 ™
10.07
5.8
−42.6


H3
87
Tween 85 ™/SMA 3000 ™
10.07
9
−10.2


H4
88
Apo 12/SMA-IBE
10.07
6.9
−31.9


H5
89
Coco glucoside/SMA-IBE
10.07
7
−30.4


H6
90
HEGMDDE-H370/SMA-
10.07
7.2
−52.1




IBE


H7
91
HEGMDE-H360/SMA-IBE
10.07
6.2
−38.1


H8
92
HXEGMDDE-H375/SMA-
10.07
7.5
−25.6




IBE


H9
93
nDDDTP-D342/SMA-IBE
10.07
7.4
−26.8


H10
94
nDDTP-D335/SMA-IBE
10.07
6.5
−35.2


H11
95
Polyglycerol-10-mono-
10.07
7.9
−21.3




oleate/SMA-IBE


H12
96
Triton X-45 ™/SMA-IBE
10.07
8.5
−15.5


A1
97
Tween 85 ™/SMA-IBE
10.07
7
−30.2


A2
98
Genapol X080/SMA 725 ™
10.07
4.6
−53.9


A3
99
nDDDTP-D342/SMA 725 ™
10.07
6.9
−31.9


A4
100
nDDTGP-D323/SMA 725 ™
10.07
4.2
−58.2


A5
101
Polyglycerol-10-mono-
10.07
5.1
−49.3




oleate/SMA 725 ™


A6
102
Span 20 ™/SMA 725 ™
10.07
4.8
−52.8


A7
103
HEGMDDE-H370/SMA
10.07
7.1
−29.3




725 ™


A8
104
HEGMDE-H360/SMA
10.07
7.1
−29.5




725 ™


A9
105
HXEGMDDE-H375/SMA
10.07
8.2
−18.3




725 ™


A10
106
pGBTEM-MNA-C14/SMA
10.07
7.7
−23.5




725 ™


A11
107
Polyglycerol-10-mono-
10.07
7.3
−27.2




palmitate/SMA 725 ™


A12
108
Triton X-100 ™/SMA 725 ™
10.07
6.7
−33.4


B1
109
Triton X-45 ™/SMA 725 ™
10.07
6.8
−32.5


B2
110
Tween 65 ™/SMA 725 ™
10.07
6.8
−32.5


B3
111
Tween 80 ™/SMA 725 ™
10.07
7.2
−28.1


B4
112
Apo 10/SMA Cumene
10.07
5.4
−46.7


B5
113
Apo 12/SMA Cumene
10.07
6
−40.8


B6
114
PFDMP-O310F/SMA
10.07
6.1
−39.1




Cumene


B7
115
Genapol X080/SMA
10.07
5.3
−47.7




Cumene


B8
116
HEGMDDE-H370/SMA
10.07
5.8
−42.1




Cumene


B9
117
HEGMDE-H360/SMA
10.07
5.4
−46.1




Cumene


B10
118
HXEGMDDE-H375/SMA
10.07
4.9
−51.8




Cumene


B11
119
DDDM-MNA-C12/SMA
10.07
5.6
−44




Cumene


B12
120
pGBTM-MNA-C13/SMA
10.07
6.1
−39.2




Cumene


C1
121
nDDDTP-D342/SMA
10.07
5.6
−44.6




Cumene


C2
122
nDDTGP-D323/SMA
10.07
5.2
−48




Cumene


C3
123
nDDTP-D335/SMA
10.07
5.9
−41.8




Cumene


C4
124
OEGMDE-O330/SMA
10.07
7.1
−29.7




Cumene


C5
125
Polyglycerol-10-mono-
10.07
6.4
−36.8




laurate/SMA Cumene


C6
126
Polyglycerol-10-mono-
10.07
5.7
−43.7




oleate/SMA Cumene


C7
127
Span 20 ™/SMA Cumene
10.07
4.6
−54.2


C8
128
Triton X-100 ™/SMA
10.07
5.4
−46.2




Cumene


C9
129
Triton X-45 ™/SMA
10.07
8.4
−16.7




Cumene


C10
130
Tween 65 ™/SMA Cumene
10.07
7.3
−27.4


C11
131
Tween 85 ™/SMA Cumene
10.07
6.8
−32.4
















TABLE 20







Zinc Removal (40 uL Nanonet Library Stock Solution


Was Used) with Nanonets with Anionic Surfactants












Well
Library

Zn2+ Added
Measured
%


No.
No.
Nanonet Library Item
[ppm]
[ppm]
Difference















A1
1
Stepan Bio-Soft D-40 ™/DIBMA
10.07
10.3
2.2


A2
2
Lakeland PAE 136 ™/DIBMA
10.07
10.5
4.1


A3
3
Stepan Lathanol LAL ™/DIBMA
10.07
10.2
1.2


A4
4
n-Decanoyl-L-threonine/
10.07
10.9
8.1




DIBMA


A5
5
n-Dodecanoyl-L-threonine/
10.07
10.5
3.8




DIBMA


A6
6
n-Decanoyl-L-methionine/
10.07
9.6
−4.6




DIBMA


A7
7
n-Dodecanoyl-L-methionine/
10.07
10.6
5.5




DIBMA


A8
8
Ninate 411 ™/DIBMA
10.07
10.7
6


A9
9
n-Octanoyl-L-methionine/
10.07
10.8
7.1




DIBMA


A10
10
Stepan Mild L3 ™/DIBMA
10.07
11
9.5


A11
11
Stepan Bio-Terge AS-40  ™/SMA
10.07
7.8
−22.7




2000 ™


A12
12
Stepan Bio-Soft D-40 ™/SMA
10.07
8
−20.5




2000 ™


B1
13
Dodecane-1-sulfonic acid
10.07
7.7
−23.2




sodium salt/SMA 2000 ™


B2
14
Lakeland PAE 136 ™/SMA
10.07
7.9
−21.4




2000 ™


B3
15
Stepan Lathanol LAL ™/SMA
10.07
7.3
−27.1




2000 ™


B4
16
n-Decanoyl-L-methionine/SMA
10.07
7.6
−24.1




2000 ™


B5
17
n-Dodecanoyl-L-methionine/
10.07
8
−20.8




SMA 2000 ™


B6
18
n-Decanoyl-L-threonine/SMA
10.07
7.2
−28.7




2000 ™


B7
19
n-Dodecanoyl-L-histidine/SMA
10.07
3.6
−64.1




2000 ™


B8
20
Stepan Mild L3 ™/SMA 2000 ™
10.07
8.2
−18.8


B9
21
n-Dodecanoyl-L-threonine/
10.07
8.2
−18.9




SMA 2000 ™


B10
22
Sodium dodecylbenzene
10.07
7.3
−27.6




sulfonate/SMA 2000 ™


B11
23
Ninate 411 ™/SMA 2000 ™
10.07
8.2
−18.2


B12
24
Stepan SLL-FB ™/SMA 2000 ™
10.07
7.5
−25.9


C1
25
Stepan Sulfonic Acid ™/SMA
10.07
8.1
−20




2000 ™


C2
26
Dodecane-1-sulfonic acid
10.07
7.3
−27.9




sodium salt/SMA 2021 ™


C3
27
Lakeland PAE 136 ™/SMA
10.07
6.4
−36.5




2021 ™


C4
28
Stepan Lathanol LAL ™/SMA
10.07
7.3
−27.6




2021 ™


C5
29
n-Decanoyl-L-methionine/
10.07
7.2
−28.4




SMA 2021 ™


C6
30
Cedepal TD-403 MFLD ™/SMA
10.07
7.1
−29




2021 ™


C7
31
Stepan Mild L3 ™/SMA 2021 ™
10.07
7.7
−23.6


C8
32
n-Dodecanoyl-L-methionine/
10.07
11.3
12.6




SMA 2021 ™


C9
33
n-Decanoyl-L-methionine/SMA
10.07
11.8
16.9




3000 ™


C10
34
n-Dodecanoyl-L-methionine/
10.07
10.9
8.5




SMA 3000 ™


C11
35
n-Decanoyl-L-threonine/SMA
10.07
7.6
−24.4




2021 ™


C12
36
n-Dodecanoyl-L-threonine/
10.07
8.1
−19.7




SMA 2021 ™


D1
37
Sodium dodecylbenzene
10.07
7.7
−23.8




sulfonate/SMA 2021 ™


D2
38
Ninate 411 ™/SMA 2021 ™
10.07
8.3
−17.5


D3
39
Stepan SLL-FB ™/SMA 2021 ™
10.07
8.6
−14.1


D4
40
Stepan Sulfonic Acid ™/SMA
10.07
8.7
−13.9




2021 ™


D5
41
Lakeland PAE 136 ™/SMA
10.07
11.1
9.8




3000 ™


D6
42
n-Dodecanoyl-L-threonine/
10.07
10.5
4.5




SMA 3000 ™


D7
43
Ninate 411 ™/SMA 3000 ™
10.07
11.4
12.8


D8
44
Stepan Mild L3 ™/SMA 3000 ™
10.07
11.4
12.9


D9
45
Stepan SLL-FB ™/SMA 3000 ™
10.07
11
8.7


D10
46
Stepan Sulfonic Acid ™/SMA
10.07
11.9
17.8




3000 ™


D11
47
n-Decanoyl-L-methionine/
10.07
9.2
−8.3




SMA-IBE


D12
48
n-Dodecanoyl-L-methionine/
10.07
8.2
−19




SMA-IBE


E1
49
Stepan Mild L3 ™/SMA-IBE
10.07
7.1
−29.6


E2
50
Stepan SLL-FB ™/SMA-IBE
10.07
6.2
−37.9


E3
51
Amin GCK30H/SMA 725 ™
10.07
5.7
−43.8


E4
52
Stepan Bio-Terge AS-40 ™/SMA
10.07
6.7
−33.5




725 ™


E5
53
n-Dodecanoyl-L-histidine/SMA
10.07
3.4
−66.6




725 ™


E6
54
Stepan Lathanol LAL ™/SMA
10.07
6.6
−34.3




725 ™


E7
55
n-Decanoyl-L-methionine/SMA
10.07
6.8
−32.7




725 ™


E8
56
n-Dodecanoyl-L-methionine/
10.07
5.8
−42.2




SMA 725 ™


E9
57
Dodecane-1-sulfonic acid
10.07
5.7
−43.5




sodium salt/SMA 725 ™


E10
58
Lakeland PAE 136 ™/SMA725 ™
10.07
5.9
−41.8


E11
59
n-Dodecanoyl-L-threonine/
10.07
6.4
−36.7




SMA 725 ™


E12
60
Stepan Mild L3 ™/SMA 725 ™
10.07
7.9
−22


F1
61
Stepan SLL-FB ™/SMA 725 ™
10.07
5.7
−43


F2
62
Lakeland PAE136/SMA
10.07
5.9
−41.3




Cumene


F3
63
n-Dodecanoyl-L-threonine/
10.07
5.9
−41




SMA Cumene


F4
64
Stepan Mild L ™3/SMA Cumene
10.07
6.1
−39.1


F5
65
Stepan SLL-FB ™/SMA Cumene
10.07
5.5
−45


F6
66
n-Decanoyl-L-methionine/SMA
10.07
6.4
−36.2




Cumene


F7
67
n-Dodecanoyl-L-methionine/
10.07
7.2
−28.6




SMA Cumene


F8
68
n-Dodecanoyl-L-histidine/SMA
10.07
5.5
−45.4




Cumene









Example 23
Nanonet Formation Utilizing a Derivatized SMA Polymer

To demonstrate the alternative hydrophilic functional groups can be utilized to make nanonets, SMA-2000™ was derivatized by reacting the anhydride with ethanolamine. The resulting polymer was able to complex with all three Triton series surfactants (TX-100™, TX-305™, TX-45™), confirming that derivatized polymers with alternative hydrophilic functional groups can also be utilized to form nanonets.


Triton™ X series were titrated at a concentration range of 1000-0 ppm with Derivatized SMA 2000™ polymer at a concentration of 200 ppm; nanonet activated with 10 uL of HCl









TABLE 21







Nanonet Formation Efficiency Test with Triton ™ Series


Surfactants and SMA-725 ™, SMA-2000 ™












Polymer
Concentration
Nanonet Absorbance
Control Absorbance


Surfactant
[400 PPM]
[PPM]
[280 nm]
[280 nm]














Triton X100 ™
SMA 2000 ™
1000
0.2253
1.1656


Triton X100 ™
SMA 2000 ™
500
0.1728
0.5988


Triton X100 ™
SMA 2000 ™
250
0.1571
0.3206


Triton X100 ™
SMA 2000 ™
100
0.0768
0.1449


Triton X100 ™
SMA 2000 ™
64.8
0.0773
0.1257


Triton X100 ™
SMA 2000 ™
0
0.0619
0.0516


Triton X100 ™
SMA 725 ™
1000
1.2527
1.1345


Triton X100 ™
SMA 725 ™
500
1.549
0.5752


Triton X100 ™
SMA 725 ™
295.16
0.172
0.3518


Triton X100 ™
SMA 725 ™
250
0.1353
0.302


Triton X100 ™
SMA 725 ™
100
0.0698
0.1394


Triton X100 ™
SMA 725 ™
0
0.0511
0.1441


Triton X45 ™
SMA 2000 ™
1000
0.1186
1.4812


Triton X45 ™
SMA 2000 ™
616.18
0.0973
0.8388


Triton X45 ™
SMA 2000 ™
500
0.1049
0.7703


Triton X45 ™
SMA 2000 ™
250
0.0783
0.4892


Triton X45 ™
SMA 2000 ™
100
0.0654
0.1734


Triton X45 ™
SMA 2000 ™
0
0.0707
0.0518


Triton X45 ™
SMA 725 ™
1000
0.1837
1.6766


Triton X45 ™
SMA 725 ™
500
0.128
1.3428


Triton X45 ™
SMA 725 ™
250
0.1147
0.785


Triton X45 ™
SMA 725 ™
100
0.0703
0.3648


Triton X45 ™
SMA 725 ™
92.92
0.1003
0.3679


Triton X45 ™
SMA 725 ™
0
0.0552
0.0502
















TABLE 22







Nanonet Formation with Triton ™ Series Surfactant


and Ethanolamine Derived SMA-2000 ™













Ethanolamine





derived



Concentration
Control
SMA-2000 ™



Surfactant
(Absorbance
(Absorbance


Surfactant
[ppm]
at 540 nm)
at 540 nm)













Triton X-100 ™
1000
0.0474
0.0689


Triton X-100 ™
500
0.0473
0.1056


Triton X-100 ™
250
0.0471
0.1909


Triton X-100 ™
125
0.048
0.1271


Triton X-100 ™
50
0.0474
0.0843


Triton X-100 ™
0
0.0406
0.0616


Triton X-305 ™
1000
0.0484
0.0493


Triton X-305 ™
500
0.0475
0.076


Triton X-305 ™
250
0.0467
0.0843


Triton X-305 ™
125
0.0462
0.0746


Triton X-305 ™
50
0.0444
0.0716


Triton X-305 ™
0
0.0408
0.0664


Triton X-45 ™
1000
0.6694
0.7939


Triton X-45 ™
500
0.309
0.8672


Triton X-45 ™
250
0.1338
0.9615


Triton X-45 ™
125
0.0951
1.0042


Triton X-45 ™
50
0.0517
0.116


Triton X-45 ™
0
0.0388
0.0636









Example 24
Effect of Polymer on Settling Speed of Nanonets Floc
Experimental Protocol

3 mL of a 4000 ppm Ca2+ solution made from calcium chloride (83%-87%, Downflake) is added to an Eppendorf vial.









TABLE 23







Information on Polymers Used in This Set of Experiments.












Molecular
Stryene to Maleic



Polymer Name
Weight [kDa}
Anhydride Ratio















SMA-725 ™
130
3:1



SMA-2000 ™
7.5
2:1



SMA-3000 ™
9.5
3:1










The polymer-surfactant nanonet complex is made by adding a 2% polymer solution to a 1% surfactant solution at a 2.5:1 polymer-to-surfactant ratio. To bind the nanonets to the free calcium ions, 100 uL of the polymer-surfactant mixture (97 ppm surfactant, 473 ppm polymer) is added to the calcium solution, after which clear white flocs can be seen in solution.


To test the effect of adding polymer alone, 71 uL of the 2% polymer solution (473 ppm polymer) is added to the calcium solution.


The mixture is shaken at 600 RPM (light shaking) for one minute. Light shaking ensures that the floc-break up is minimized during mixing, as this would increase the time required for batch settling.


The quartz cuvette use to contain the sample must be cleaned five times with deionized (DI) water and hand dried with a kimwipe until the outer faces are dry and optically clean.


After one minute of mixing, the flocculated suspension is immediately transferred to a clean quartz cuvette, after which the time lapse is started. Videos are taken at a frequency of 0.2 Hz for 25 minutes.


Calculation of Batch Settling Parameters

A Python script was written to track the settling of the flocs. The region of interest (ROI) was taken as the area of the floc bed after 25 minutes of sedimentation. To do this, a box is manually selected spanning the inner walls of the cuvette and the bottom of the meniscus.


From here, an image processing routine automatically extracts the position of the interface between the clear liquid phase and the consolidated bed after sedimentation. The consolidated bed height can be calculated and a new ROI of the sedimentation region can be generated for subsequent analysis.


Within this new ROI, an average grayscale pixel intensity can be calculated over time; the flocs are white in color (in contrast to a dark black-colored background) so it is expected that this value will increase during sedimentation. This value can be interpreted as the amount of floc sediment at the bottom of the cuvette.


To output a single, quantifiable parameter of interest from a series of images tracking sedimentation, a sigmoid function is fitted to the apparent floc sediment data.


An example of this curve fitting of the apparent sedimentation is illustrated in FIG. 26.


After curve fitting, a t50 value (center of sigmoid) can be reported which serves as an indicator of the settling speed. Depending on the nature of phase separation, this may also serve as an indicator of floc size (faster settling=lower t50).


Results
Polymer Selection Directly Influences Settling Speed

A graph of the t50 for the three polymers is illustrated in the FIG. 27.


It is evident that the speed of sedimentation is directly impacted by the selection of polymer. SMA-725™ has the highest molecular weight and it is expected that this would settle the fastest by this rationale.


There is a difference in settling speed between the different polymers SMA-725™ and SMA-3000™. In general, the longer polymer settles significantly faster than the shorter polymers (SMA-725™>SMA-2000™/3000™). However, SMA-2000™ settles faster than SMA-3000™ in these experiments, despite SMA2000™ being a slightly shorter polymer. This lack of correlation between polymer length and settling speed suggests that there are additional polymer properties that can influence the phase separation behavior of the nanonets beyond polymer length. This assay suggests that efficient nanonet design requires more than just a large surfactant aggregate and small polymer; polymer size and chemical identity will also significantly effect nanonet removal in wastewater treatment processes.


Example 25
Preparation and Characterization of Nanonet Fe

100 L of a 1.5M stock solution of KOH was heated to 95° C. To this solution, 10 kg of pre-ground SMA 725 was added with vigorous mixing. The solution was left for 3 hours to hydrolyze, at which point 4 kg of oleic acid was pumped into the mixture. The solution was left to mix at 95° C. After 1 hour, 10 L of a pre-heated 20% polyglycerol-10-stearate solution was added to the mixture. The solution was allowed to cool to 60° C. while continuing mixing, at which point the solution was pumped through a 1 micron filter to remove any non-hydrolyzed polymer. Addition of distilled or deionized water was then added to the solution to compensate for any evaporative loss.


11 batches of nanonet Fe were prepared as described and each batch was measured for particle diameter and viscosity. The nanonet batches were recorded in Table 24 below. Particle diameter was measured by dynamic light scattering on a Malvern NanoZS and calculated from intensity values. Viscosity was measured on a Brookfield VII rheometer at 23° C.









TABLE 24







Characteristics of a 10% nanonet Fe solution









Batch #
Size (nm)
Viscosity (Cp)












1
10.15
14


2
9.89
18


3
11.31
18


4
11.99
18


5
10.9
20


6
6.67
18


7
13.02
12


8
8.89
16


9
8.72
16


10
9.12
14


11
10.15
20









Example 26
Treatment of Produced Water with NanoNet Fe in a Water Treatment Process

In the following example, produced water sourced from the Permian Basin in Texas, United States was treated with nanonet Fe, Batch 7, from Example 25.


Incoming produced water was pumped at a 4 GPM flow rate from 1000 L totes through a 484 Mazzei venturi eductor. 50 ppm nanonets were dosed into the eductor, along with concurrent addition of air at approximately 3 L/min. The water traveled through a reaction tank, then into a flocculation loop. The water then entered a dissolved air flotation unit, where nanonet-Iron complexes floated to the surface and were removed from the water. The iron levels, turbidity, total dissolved solids, oxidative reductive potential, and alkalinity displayed in the FIGS. 28A-28E.


Example 27
Treatment of Produced Water with NanoNet Fe in a Water Treatment Process with Addition of Anionic Flocculant

Incoming produced water was pumped at an 8 GPM flow rate through a 784 Mazzei venturi eductor. 30 ppm nanonet Fe, Batch 11, from Example 25 was actively dosed using a peristaltic pump into an venturi eductor. The treated fluid then flowed into a mixing tank, which was weakly aerated by a recycle sparge coming from the outflow of the treatment train. To aid capture of iron, the mixing tank was rapidly mixed using a dynamic, high shear mixer. The treated fluid exited the mixing tank, at which point it was dosed with 1 ppm of an anionic flocculant. The treated fluid then passed through a series of high speed and low speed mixing chambers to enhance unfolding of the flocculant and flocculation of the nanonet-iron complexes. The treated fluid subsequently entered a floatation chamber and flocs floated to the surface by addition of dissolved air. The final effluent exits the DAF through a series of weirs and is pumped through a final polishing filter with average pore size of 20 micron. The incoming and outgoing iron and bacterial levels from treating water with this process are displayed in the Tables 25 and 26 below.









TABLE 25







Iron concentrations (ppm) after treatment of produced water with nanonets.












Day 1
Day 2
Day 3
Day 4
















Ave.
Std. Dev.
Ave.
Std. Dev.
Ave.
Std. Dev.
Ave.
Std. Dev.



















Influent
14.4
0.53
18.2
2.70
33.48
10.38
36.08
12.07


Post-DAF
0.67
0.10
1.49
1.50
0.99
0.50
2.62
1.62


Post-Filter
0.24
0.42
0.1
0.17
0
0
0.42
0.67
















TABLE 26







ATP levels (pg/mL) of produced water before and after treatment with


nanonet Fe in a dissolved air flotation process treatment train










Trial 1
Trial 2















Influent
2697
3724















Post-DAF
111
137
449
330
100
86



Post-Filter
130
10
259
129
27
25










Example 28
Reduction in Oxidative Demand Through Addition of Nanonet Fe

The overall demand for oxidative chemicals in the treatment of water in oilfield operations is likely to be lowered by the removal of ferrous iron from solution. To test this hypothesis, a solution of ferrous iron was treated both with and without nanonets, followed by sodium chlorite. The solutions were filtered and the filtrate then dosed with a fixed amount of chlorine dioxide. Increasing amounts of nanonets lead to a substantial increase in oxidant residual, demonstrating removal of oxidative demand in the system.



FIGS. 29A and 29B show side by side comparison of iron removal with Nanonets, repeated. Produced water supplemented with 50 ppm Fe2+, was first treated with NaClO2 at the indicated concentration, then sequentially treated with the indicated dose of Nanonet Fe (0, 10, 20, 40 ppm as increasingly lighter bars). The solutions were mixed by inversion and allowed to sit for 5 minutes at room temperature (no aeration). The resulting solutions were gravity filtered (10 micron cellulose filter), and a sample of the resulting filtrate was analyzed for iron content by ferrozine assay (A). Subsequently the filtrate was treated with 25 ppm ClO2 and left to incubate for 5 minutes, after which time the residual ClO2 was measured (B).


Although various embodiments of the invention are disclosed herein, many adaptations and modifications may be made within the scope of the invention in accordance with the common general knowledge of those skilled in this art. Such modifications include the substitution of known equivalents for any aspect of the invention in order to achieve the same result in substantially the same way. Numeric ranges are inclusive of the numbers defining the range. Furthermore, numeric ranges are provided so that the range of values is recited in addition to the individual values within the recited range being specifically recited in the absence of the range. The word “comprising” is used herein as an open-ended term, substantially equivalent to the phrase “including, but not limited to”, and the word “comprises” has a corresponding meaning. As used herein, the singular forms “a”, “an” and “the” include plural references unless the context clearly dictates otherwise. Thus, for example, reference to “a thing” includes more than one such thing. Citation of references herein is not an admission that such references are prior art to the present invention. Furthermore, material appearing in the background section of the specification is not an admission that such material is prior art to the invention. Any priority document(s) are incorporated herein by reference as if each individual priority document were specifically and individually indicated to be incorporated by reference herein and as though fully set forth herein. The invention includes all embodiments and variations substantially as hereinbefore described and with reference to the examples and drawings.

Claims
  • 1. A kit for sequestering non-water moieties from an aqueous solution, the kit comprising: a) a surfactant aggregate having an average aggregate diameter; andb) a polymer having an average particle diameter which average particle diameter is the same or smaller than the average aggregate diameter; andc) a precipitation agent,provided that when the surfactant is selected from the group consisting of: Triton X-100™, Triton X-305™, N-dodecyl-beta-D-maltoside (DDM), sodium oleate, sodium cholate, sodium deoxycholate (DOC), beta-octyl glucoside (Beta-OG), lauryl dimethylamine n-oxide (LDAO), then the polymer is not selected from the group consisting of: SMA-2000™ SMA-2021™, and Di-isobutylene-co-maleic acid (DIBMA).
  • 2.-30. (canceled)
  • 31. A nanonet comprising: a) a surfactant aggregate having an average aggregate diameter; andb) a polymer having an average particle diameter which average particle diameter is the same or smaller than the average aggregate diameter,provided that when the surfactant is selected from the group consisting of: Triton X-100™, Triton X-305™, N-dodecyl-beta-D-maltoside (DDM), sodium oleate, sodium cholate, sodium deoxycholate (DOC), beta-octyl glucoside (Beta-OG), lauryl dimethylamine n-oxide (LDAO), then the polymer is not selected from the group consisting of: SMA-2000™ SMA-2021™, and Di-isobutylene-co-maleic acid (DIBMA).
  • 32. The nanonet of claim 31 wherein the nanonet has a diameter larger than the average polymer particle diameter.
  • 33. The nanonet of claim 31 wherein the surfactant is selected from the group consisting of: anionic surfactants, nonionic surfactants, sugar-derived surfactants, glycidyl-derived surfactants, fatty acid alcohol-derived surfactants, nonionic surfactants, saccharide polyethyleneoxide combination surfactants, saccharide ester surfactants, sulfonated sugar based surfactants, aldonamide based surfactants, amide sugar based surfactants, amino alcohol surfactants, amino acid based surfactants, polyol surfactants, 1,2 Glycol surfactants, and zwitterionic surfactants.
  • 34. The nanonet of claim 31 wherein the surfactant is a nonionic surfactant.
  • 35. The nanonet of claim 31 wherein the surfactant is an ionic surfactant.
  • 36. The nanonet of claim 31 wherein the surfactant is an anionic surfactant.
  • 37. The nanonet of claim 31 wherein the surfactant has a neutral charge.
  • 38. The nanonet of claim 31 wherein the surfactant is an uncharged surfactant.
  • 39. The nanonet of claim 31 wherein the surfactant is soluble in water.
  • 40. The nanonet of claim 31 wherein the surfactant is insoluble in water.
  • 41. The nanonet of claim 31 wherein the polymer is a long polymer.
  • 42. The nanonet of claim 31 wherein the polymer has a molecular weight of at least 1,500 Da.
  • 43. The nanonet of claim 31 wherein the polymer has a molecular weight of at least 26,000 Da.
  • 44. The nanonet of claim 31 wherein the polymer has a molecular weight of at least 100,000 Da.
  • 45. The nanonet of claim 31 wherein the polymer has a molecular weight of at least 125,000 Da.
  • 46. The nanonet of claim 31 wherein the polymer is an amphipathic polymer.
  • 47. The nanonet of claim 31 wherein the polymer comprises an alkyl chain having at least 8 carbon atoms in length.
  • 48. The nanonet of claim 31 wherein the polymer is a block co-polymer.
  • 49. The nanonet of claim 48 wherein the polymer comprises a ratio of hydrophobic:hydrophilic groups of from about 1:1 to about 4:1.
  • 50. The nanonet of claim 48 wherein the polymer comprises a ratio of hydrophobic:hydrophilic groups of from about 1:1 to about 3:1.
  • 51. The nanonet of claim 48 wherein the polymer comprises a ratio of hydrophobic:hydrophilic groups of from about 2:1 to about 3:1.
  • 52. The nanonet of claim 48 wherein the polymer comprises a ratio of hydrophobic:hydrophilic groups of about 2:1.
  • 53. The nanonet of claim 48 wherein the polymer comprises a ratio of hydrophobic:hydrophilic groups of about 3:1.
  • 54. The nanonet of claim 31 wherein the surfactant is selected from the group consisting of: octylphenol ethoxylates, nonylphenol ethoxylates, PGL1, PGL2, PGL3, PGL4, PGL5, Triton X-45™, Triton X-100™, Triton X-305™, sodium oleate, LDAO, and mixtures thereof.
  • 55. The nanonet of claim 31 wherein the surfactant is a mixture of PGL5 and sodium oleate.
  • 56. The nanonet of claim 31 wherein the surfactant is a mixture of PGL5 and potassium oleate.
  • 57. The nanonet of claim 31 wherein the polymer is selected from the group consisting of: SMA-725™, SMA-2000™, SMA-3000™, SMA-2021™, polymethacrylate, DIBMA, styrene carbamate block co-polymers, and styrene maleimide block co-polymers.
  • 58. The nanonet of claim 31 wherein the polymer is SMA-725™.
  • 59. The nanonet of claim 31 wherein at least a portion of the polymer is hydrolyzed.
  • 60. The nanonet of claim 31 further comprising a sequestered non-water moiety.
  • 61. The nanonet of claim 60 wherein the sequestered non-water moiety is an iron moiety.
  • 62. A method of sequestering a non-water moiety from an aqueous solution, the method comprising: a) adding a surfactant aggregate having an average aggregate diameter to the aqueous solution comprising the non-water moiety; andb) adding a polymer having an average particle diameter which average particle diameter is the same or smaller than the average aggregate diameter to the aqueous solution comprising the non-water moiety,thereby forming a treated aqueous solution,provided that when the surfactant is selected from the group consisting of: Triton X-100™, Triton X-305™, N-dodecyl-beta-D-maltoside (DDM), sodium oleate, sodium cholate, sodium deoxycholate (DOC), beta-octyl glucoside (Beta-OG), lauryl dimethylamine n-oxide (LDAO), then the polymer is not selected from the group consisting of: SMA-2000™ SMA-2021™, and Di-isobutylene-co-maleic acid (DIBMA)
  • 63.-97. (canceled)
PCT Information
Filing Document Filing Date Country Kind
PCT/CA2019/051739 12/3/2019 WO
Provisional Applications (4)
Number Date Country
62774822 Dec 2018 US
62775682 Dec 2018 US
62775696 Dec 2018 US
62775708 Dec 2018 US