Peptide Solubility Predictor¶
Predict peptide solubility in various solvents directly from the amino acid sequence. This tool combines GRAVY hydropathy analysis, net charge at target pH, and aggregation propensity scoring to estimate whether a peptide will dissolve readily in aqueous buffers or require organic solvents. Designed for peptide chemists, biochemists, and researchers who need quick solubility guidance for synthesis, purification, and formulation.
Calculator¶
How Solubility Prediction Works¶
Peptide solubility is governed by a balance between peptide-solvent interactions and peptide-peptide interactions. When peptide-peptide interactions (hydrophobic packing, hydrogen bonding, electrostatic attraction) dominate over peptide-solvent interactions, the peptide aggregates and precipitates. The calculator estimates solubility using four key parameters:
1. GRAVY Hydropathy Score¶
The Grand Average of Hydropathy (GRAVY) is the arithmetic mean of Kyte-Doolittle hydropathy values across all residues:
\[ \text{GRAVY} = \frac{1}{n} \sum_{i=1}^{n} \text{KD}(a_i) \]
where \(\text{KD}(a_i)\) is the Kyte-Doolittle hydropathy score for residue \(a_i\) and \(n\) is the sequence length. The Kyte-Doolittle scale ranges from −4.5 (most hydrophilic, Arg) to +4.5 (most hydrophobic, Ile). A negative GRAVY indicates a hydrophilic peptide that prefers aqueous environments; a positive GRAVY indicates a hydrophobic peptide that may require organic co-solvents.
2. Net Charge Analysis¶
The net charge at the target pH is computed via the Henderson–Hasselbalch equation:
\[ Q = \sum_{\text{bases}} \frac{1}{1 + 10^{(\text{pH} - \text{pKa})}} \;-\; \sum_{\text{acids}} \frac{1}{1 + 10^{(\text{pKa} - \text{pH})}} \]
Ionizable groups considered:
| Group | pKa |
|---|---|
| N-terminus (NH₃⁺) | 8.0 |
| C-terminus (COOH) | 3.1 |
| Asp (D) side chain | 3.90 |
| Glu (E) side chain | 4.07 |
| His (H) side chain | 6.00 |
| Cys (C) side chain | 8.37 |
| Tyr (Y) side chain | 10.10 |
| Lys (K) side chain | 10.50 |
| Arg (R) side chain | 12.48 |
Peptides with higher absolute net charge are generally more soluble because electrostatic repulsion prevents aggregation. Solubility is typically lowest near the isoelectric point (pI), where the net charge approaches zero.
3. Charge Density¶
Charge density normalizes the net charge by the sequence length:
\[ \text{Charge Density} = \frac{|Q|}{n} \]
A charge density above 0.15 is considered favourable for aqueous solubility. Values below 0.08 suggest the peptide may have solubility challenges at the given pH.
4. Aggregation Propensity¶
The aggregation propensity score identifies hydrophobic "hot spots" and beta-sheet-promoting residues that increase the risk of self-association. The calculator uses a weighted scoring approach:
- Hydrophobic residues (I, L, V, F, W, M, A) contribute positively.
- Beta-sheet-prone residues (V, I, Y, F, W, T) add additional weight.
- Charge clusters (≥ 3 consecutive charged residues) reduce the score.
\[ \text{Aggregation Score} = \frac{\sum w_i}{n} \]
where \(w_i\) is the aggregation weight of residue \(i\). Scores above 0.40 indicate high aggregation risk.
Understanding Your Results¶
| Result | Interpretation |
|---|---|
| Excellent | Highly soluble in aqueous buffers. No special measures needed. |
| Good | Readily soluble. Gentle heating or brief sonication may help. |
| Fair | Moderate solubility. May require pH adjustment, mild organic co-solvent (≤10 % DMSO), or dilution below 1 mg/mL. |
| Poor | Poor aqueous solubility. Strongly consider organic solvents (DMSO, ethanol, acetic acid) or surfactant addition. |
Solubility Grade Criteria¶
The calculator assigns a grade based on a composite score derived from GRAVY, charge density, and aggregation propensity:
| Composite Score | Grade |
|---|---|
| ≥ 7.0 | Excellent |
| 5.0 – 6.9 | Good |
| 3.0 – 4.9 | Fair |
| < 3.0 | Poor |
Suggested Solvent is determined by the peptide's overall character:
- Aqueous (water, saline, PBS): Recommended when GRAVY < 0 and charge density > 0.10.
- DMSO: Recommended for moderately hydrophobic peptides (GRAVY 0–1.5) or those with moderate aggregation propensity.
- Ethanol: Suitable for moderately hydrophobic peptides that tolerate alcohol/water mixtures.
- Acetic Acid: Often effective for very basic peptides (high Arg/Lys content) that resist dissolution in neutral buffers.
Factors Affecting Peptide Solubility¶
1. Amino Acid Composition¶
The single most important determinant of solubility is the ratio of charged (R, K, D, E, H), polar (N, Q, S, T, Y), and hydrophobic (I, L, V, F, W, M, A) residues.
- ≥ 25 % charged residues: Usually confers good aqueous solubility.
- ≥ 50 % hydrophobic residues: Often leads to poor solubility in water.
- High Arg (R) content: Basic peptides often dissolve best in dilute acetic acid (1–10 %).
- High Asp/Glu (D/E) content: Acidic peptides dissolve best in slightly basic buffers (pH 8–9).
2. Sequence Length¶
Short peptides (< 10 residues) are generally more soluble than long ones, all else being equal, because they have fewer inter-molecular contact points. However, very short hydrophobic peptides (e.g., dipeptides like FF, WY) can still be poorly soluble due to aromatic stacking.
3. pH Relative to pI¶
Solubility is minimal at the isoelectric point (pI) where the net charge is zero and electrostatic repulsion is absent. For optimal solubility, work at a pH at least 1–2 units away from the pI:
- Acidic peptides (pI < 5): Dissolve in basic buffers (pH 8–9).
- Basic peptides (pI > 8): Dissolve in acidic buffers (pH 4–5).
- Neutral peptides (pI 5–8): May require organic co-solvents or detergents.
4. Ionic Strength¶
The effect of ionic strength on solubility follows the Hofmeister series:
- Low ionic strength: Reduces electrostatic shielding — charged peptides may repulse each other more, improving solubility at low concentrations.
- Moderate ionic strength (100–200 mM): Screens electrostatic repulsion, which can either help or hinder solubility depending on the peptide.
- High ionic strength (> 500 mM): Promotes "salting out" — competition for hydration water forces hydrophobic regions together, causing precipitation.
5. Temperature¶
Most peptides follow the expected trend: solubility increases with temperature due to increased kinetic energy breaking peptide-peptide interactions. However, some peptides (particularly those rich in beta-sheet-prone residues) may aggregate more at elevated temperatures due to enhanced hydrophobic interactions.
6. Concentration¶
Peptide solubility is concentration-dependent. A peptide may dissolve at 0.5 mg/mL but aggregate at 5 mg/mL. High concentrations increase the probability of inter-molecular collisions and nucleation events. The calculator assumes a typical working concentration range of 0.5–2.0 mg/mL.
Improving Solubility¶
When a peptide has poor predicted solubility, several strategies can help:
Solvent and Buffer Strategies¶
| Strategy | Best For | Details |
|---|---|---|
| pH adjustment | Charged peptides | Move pH 1–2 units away from pI |
| DMSO co-solvent | Moderately hydrophobic | Add 5–10 % DMSO v/v; most peptides tolerate ≤ 10 % without denaturation |
| Ethanol co-solvent | Moderately hydrophobic | 10–30 % ethanol; volatile, suitable for lyophilisation |
| Acetic acid | Basic peptides | 1–10 % acetic acid effectively dissolves Arg/Lys-rich peptides |
| Urea / Guanidine | Strongly aggregating | 4–8 M urea breaks hydrogen bonds; remove by dialysis after dissolution |
| Detergents | Membrane peptides | 0.1–1 % SDS or Triton X-100; remove by dialysis if needed |
| Sonication | General | Short pulses (5–10 s) at low amplitude break pre-formed aggregates |
| Gentle heating | General | 37–50 °C for 5–10 min; avoid prolonged heating of Met/Cys-rich peptides |
Sequence Modification¶
If you control the sequence (e.g., during peptide design), consider:
- Add charged residues: Introducing a Lys-Glu or Arg-Asp pair at the termini can dramatically improve solubility without altering the core sequence function.
- Replace hydrophobic residues: Substitute Ile → Leu or Val → Ala for slightly reduced hydrophobicity.
- Reduce beta-sheet propensity: Replace one or two beta-branched residues (Val, Ile) with Gly or Ser in aggregation-prone regions.
- Add a solubility tag: N-terminal poly-Arg (RRRR) or poly-Lys (KKKK) tags are commonly used in research peptides.
- Shorten the sequence: Remove terminal hydrophobic stretches that are not essential for function.
Common Solubility Issues by Peptide Type¶
Hydrophobic Peptides (GRAVY > 1.0)¶
Peptides with > 50 % hydrophobic residues (I, L, V, F, W, M, A) frequently resist dissolution in aqueous buffers.
Recommended approach: 1. First try DMSO (100 %) at 10–20 mg/mL, then dilute into aqueous buffer. 2. If DMSO fails, try 50 % ethanol/water or 50 % acetonitrile/water. 3. For membrane-interacting peptides, consider 0.1 % SDS or 0.5 % CHAPS.
Highly Charged Peptides (≥ 30 % charged residues)¶
These peptides dissolve readily in water at the right pH but may form gels at high concentration due to electrostatic network formation.
Recommended approach: - Acidic peptides (pI < 5): Use PBS pH 7.4 or 50 mM Tris pH 8.0. - Basic peptides (pI > 8): Use 10–100 mM acetic acid or 50 mM MES pH 5.0.
Beta-Sheet-Prone Peptides¶
Sequences rich in V, I, Y, F, W, and alternating polar/apolar residues often form amyloid-like fibrils.
Recommended approach: - Dissolve in 6 M guanidine hydrochloride or 8 M urea. - Use 30 % acetonitrile/0.1 % TFA for RP-HPLC purification. - Add 20 % 2,2,2-trifluoroethanol (TFE) to disrupt beta-sheet formation.
Cysteine-Containing Peptides¶
Disulfide bond formation between Cys residues in solution can cause covalent aggregation.
Recommended approach: - Include 1–5 mM DTT or TCEP (tris(2-carboxyethyl)phosphine) as a reducing agent. - Use degassed buffers to minimize oxidation. - If the disulfide bond is required (e.g., for cyclic peptides), dissolve in 6 M guanidine and refold by dialysis.
Frequently Asked Questions¶
The prediction is a semi-quantitative estimate based on fundamental physicochemical principles (GRAVY, charge, aggregation propensity). For simple, linear peptides, the correlation with experimental observation is approximately 70–80 %. The prediction is less reliable for: - Cyclic or stapled peptides - Peptides with non-natural or D-amino acids - Peptides that form specific secondary structures (e.g., alpha-helices that mask hydrophobic residues) - Very long peptides (> 50 residues) where folding dominates solubility
Always confirm predicted solubility with a small-scale test (0.5–1 mg in 50 µL of solvent) before scaling up.
"Poor" means the peptide is unlikely to dissolve in water or common aqueous buffers at typical working concentrations (≥ 1 mg/mL). You may observe: - Visible turbidity or particulate matter after mixing - A clear solution that becomes cloudy after a few hours (slow aggregation) - Complete failure to wet or disperse even after prolonged vortexing
In such cases, the "Suggested Solvent" field in the calculator output provides the most promising alternative solvent to try first.
DMSO is widely used for peptide stock solutions in cell biology, but keep the final DMSO concentration ≤ 0.1–0.5 % v/v in the cell culture medium to avoid cytotoxicity. Make a concentrated stock (e.g., 10–20 mM in 100 % DMSO) and dilute at least 200–1000× into the assay buffer. Most adherent cell lines tolerate ≤ 0.1 % DMSO without significant effects.
pH determines the ionization state of acidic and basic side chains. At the pH where a peptide's net charge is zero (the isoelectric point, pI), there is no electrostatic repulsion between molecules, allowing hydrophobic and hydrogen-bonding interactions to dominate — this leads to aggregation and precipitation. Moving just 1–2 pH units away from the pI introduces net charge and electrostatic repulsion, often dramatically improving solubility. This is the single most effective strategy for charged peptides.
The current calculator assumes free N- and C-termini and unmodified side chains. Common modifications that significantly alter solubility include: - N-terminal acetylation: Removes the positive charge on the N-terminus, reducing net charge by approximately +1 and lowering pI. - C-terminal amidation: Removes the negative charge on the C-terminus, increasing net charge by approximately +1 and raising pI. - Phosphorylation on Ser/Thr/Tyr: Adds a −2 charge per phosphate group at neutral pH, increasing aqueous solubility. - PEGylation: Covalent attachment of polyethylene glycol dramatically increases hydrodynamic radius and aqueous solubility.
For accurate predictions on modified peptides, manually account for the charge and polarity changes of the modifications.
As a general rule of thumb, try solvents in this order: 1. Water (if GRAVY < 0) 2. PBS pH 7.4 (for most peptides) 3. 10 % acetic acid (for basic/Arg-rich peptides) 4. 0.1 M ammonium bicarbonate pH 8 (for acidic peptides) 5. 100 % DMSO (for hydrophobic peptides) 6. 50 % ethanol (for moderately hydrophobic peptides) 7. 6 M guanidine HCl (for strongly aggregating peptides)
Start with 0.5–1 mg in 50–100 µL of solvent. Vortex for 30 s, sonicate for 2–5 min if needed, and check clarity visually.
Cyclic peptides often have different solubility properties than their linear counterparts because: - The constrained conformation may bury hydrophobic residues in the interior, improving aqueous solubility. - Alternatively, cyclization may rigidify hydrophobic patches on the surface, reducing solubility. - The lack of free N- and C-termini eliminates two charged groups, reducing net charge.
The current calculator is optimised for linear peptides. For cyclic peptides, treat the prediction as a rough starting point and always confirm experimentally.
Charge density is the absolute net charge per residue (\(|Q|/n\)). It captures the concentration of electrostatic charge on the peptide surface, which drives electrostatic repulsion between peptide molecules. Two peptides with the same net charge but different lengths have different charge densities — a short peptide with |Q| = 2 has high charge density (> 0.2 for a 10-mer), while a long peptide with |Q| = 2 has low charge density (< 0.05 for a 40-mer). Higher charge density correlates with better solubility because the repulsive force per unit surface area is greater.
Related Tools¶
- Peptide Properties Calculator — Compute pI, net charge, GRAVY, and instability index
- Molecular Weight Calculator — Detailed mass and formula calculation
- Dilution Calculator — Reconstitution volume and concentration adjustments
- Storage Buffer Calculator — Buffer composition and storage recommendations