Bioinformatics & Sequence Analysis

DNA and RNA Sequence Statistics Workbench

Audit one DNA or RNA record for retained length, symbol frequencies and honest GC and AT/U intervals without assigning probabilities to IUPAC ambiguity codes.

Biology · experimental measurements

Replace isolated length and composition counters with one inspectable sequence ledger that preserves uncertainty.

Private calculations in your browser · explicit inputs and model boundaries
Example preview · Exact DNA compositionObserved DNA symbol counts
A3 positions
C3 positions
G3 positions
T3 positions

Canonical bases remain visible even when their count is zero; observed ambiguity codes stay separate instead of being divided among possible bases.

  1. 1EnterProvide the known values
  2. 2CalculateResults update automatically
  3. 3VerifyReview the details and units
Try an example

One raw or single-record FASTA sequence; all standard IUPAC ambiguity symbols are retained.

Calculation result

Enter valid values to see the result.

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Understand the relationship

The reasoning behind the result

Length follows the retained record

L = Σ symbol counts

Whitespace and one FASTA header are removed, while every supported sequence symbol is retained.

Length is not inferred from coordinates, coverage or a reference assembly.

Ambiguity codes describe sets

GCmin ≤ true GC count ≤ GCmax

R, Y, N and the other IUPAC codes name possible-base sets. They do not imply equal probabilities.

The interval follows set membership and remains valid without inventing a distribution.

DNA and RNA alphabets stay explicit

DNA uses thymine and RNA uses uracil. Selecting the polymer changes validation and the AT/U label.

A mixed alphabet is rejected rather than normalized silently.

Composition is descriptive

Base composition alone does not establish coding potential, structure, amplification performance or biological function.

Assembly gaps, quality scores and per-position likelihoods require richer records than a sequence string.

Follow the numbers

Bound GC content in an ambiguous DNA record

  1. The DNA record ACGTRYSWNN contains ten retained symbols.
  2. A, C, G and T contribute exact identities; six positions retain IUPAC sets.
  3. C, G and S are certainly G/C and set the minimum.
  4. C, G, R, Y, S and both N positions can be G/C and set the maximum.
  5. The result reports both percentages instead of an arbitrary midpoint.

The interval is a possible-composition bound, not a confidence interval or expected value.

Quick guide

How to use this calculator

  1. Declare DNA or RNA before entering the record.
  2. Review exact symbol counts and the retained ambiguity count.
  3. Use the GC interval whenever ambiguity prevents one exact percentage.

Calculation method

Calculation and interpretation

Replace isolated length and composition counters with one inspectable sequence ledger that preserves uncertainty.

Length is the retained symbol count. GC minimum counts symbols whose every possible base is G/C; GC maximum counts symbols with at least one G/C possibility.

Worked example

Bound GC content in an ambiguous DNA record

The interval is a possible-composition bound, not a confidence interval or expected value.

Length is the retained symbol count. GC minimum counts symbols whose every possible base is G/C; GC maximum counts symbols with at least one G/C possibility.

Supported inputs

Precision and limits

One sequence record

One raw sequence or one FASTA record is accepted; alignments and multiple records are excluded.

No ambiguity probabilities

IUPAC sets receive no assumed frequency distribution or quality weighting.

No assembly interpretation

Coordinates, gaps, strand placement and reference mapping are not inferred.

No functional inference

Composition does not identify genes, motifs, expression or structure.

Numerical support

Complete statistics are retained for up to 200,000 nucleotide symbols.

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