DNA Molar Pooling Calculator

R
Shiny
Bioinformatics
Lab Tools
A precision R Shiny tool for normalizing and pooling double-stranded DNA based on molarity, automating the calculations for NGS library prep, cloning, and PCR.
Author
Published

29 January 2026

The Problem: Mass ≠ Molecules

In the laboratory, we are often taught to quantify DNA in nanograms (ng). However, for biological reactions like Next-Generation Sequencing (NGS), Gibson Assembly, or PCR pooling, the weight of the DNA matters much less than the number of molecules.

If you mix a 500bp amplicon and a 2000bp amplicon at the same mass (e.g., 50ng each), you actually have 4 times more molecules of the small fragment. This imbalance can ruin sequencing libraries or lower cloning efficiency.

The Solution

I developed the DNA Molar Pooling Calculator to solve this. It is an R Shiny application that automates the physics of DNA normalization. By calculating based on molarity (fmol) rather than mass, it ensures perfectly balanced pools regardless of fragment size.

Key Features

  • Universal: Works for Nanopore, Illumina, PacBio, or standard cloning vectors.
  • Batch Mode: You can paste data directly from Excel (Sample Name, Conc1, Conc2…) to process entire plates at once.
  • Safety Checks: The app automatically flags samples (in red) that are too dilute to meet your target concentration.

🚀 Live Calculator

You can use the tool directly below, or open it in a new window.

Citation

BibTeX citation:
@online{sánchez-garcía2026,
  author = {Sánchez-García, Daniel},
  title = {DNA {Molar} {Pooling} {Calculator}},
  date = {2026-01-29},
  url = {https://danielsangarci.com/posts/dna_molar_pooling_calculator/},
  langid = {en}
}
For attribution, please cite this work as:
Sánchez-García, Daniel. 2026. “DNA Molar Pooling Calculator.” January 29, 2026. https://danielsangarci.com/posts/dna_molar_pooling_calculator/.