Consensus Tm Predictor

Predict melting temperature using three nearest-neighbor parameter tables (SantaLucia 1998, Sugimoto 1996, Breslauer 1986). Reports consensus Tm ± spread for single sequences or batches up to 5,000.

Molecular BiologyPCRBatchClient-Side

Try it out

Load example consensus Tm data to see the full workflow

mM
nM
  • Get a robust Tm prediction by averaging across three independent NN parameter tables
  • Identify sequences where parameter tables disagree (high spread) and experimental validation is warranted
  • QC-check a batch of primers or probes for Tm consistency before ordering
  • Compare Tm predictions from SantaLucia, Sugimoto, and Breslauer side by side
  • Export batch results as CSV for lab notebook documentation

Don't use for

  • Modified bases (LNA, PNA, 2′-O-methyl, phosphorothioate) — NN parameters are for unmodified DNA only
  • RNA or RNA:DNA hybrids — requires RNA-specific parameters
  • Sequences with IUPAC ambiguity codes (R, Y, W, S, etc.) — only ATGC supported
  • Very short oligos (<6 nt) where nearest-neighbor assumptions break down

Nearest-Neighbor Thermodynamics

The nearest-neighbor model treats DNA duplex stability as the sum of stacking interactions between adjacent base pairs. Each of the 10 unique dinucleotide combinations (AA/TT, AT, TA, CA/TG, GT/AC, CT/AG, GA/TC, CG, GC, GG/CC) has experimentally determined enthalpy (ΔH) and entropy (ΔS) values.

Three major parameter sets exist: SantaLucia (1998) unified parameters from seven labs, Sugimoto (1996) from direct calorimetric measurements, and Breslauer (1986) from early UV melting studies. Each set was derived from different experimental conditions and analysis methods, leading to systematic differences in predictions.

The SantaLucia table also includes initiation parameters that depend on the terminal base pairs (AT vs GC termini), while the Sugimoto and Breslauer tables use zero initiation. Self-complementary (palindromic) sequences receive an additional symmetry correction of −1.4 cal/mol·K to the entropy.

Salt Correction for Tm Prediction

Cations neutralize the negatively charged phosphate backbone, stabilizing the DNA duplex. Higher salt concentration raises Tm significantly — moving from 10 mM to 1 M Na+ can shift Tm by 20–30°C.

This tool uses the simplified Owczarzy correction: ΔTm = 16.6 ×\times log10([Na+]). This approximation works well for monovalent cations in the 10–1000 mM range. For buffers containing Mg²⁺ (common in PCR), Tm may be 2–5°C higher than predicted.

Practical note: Most PCR buffers contain 50 mM KCl (equivalent to ~50 mM monovalent cation). Standard oligo concentrations for PCR are 200–500 nM. These are the defaults used by this tool.

Frequently Asked Questions