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Choosing systems

What is an electronic lab notebook (ELN), and what should it do in a GxP lab?

An electronic lab notebook (ELN) is software that replaces the paper notebook: scientists record methods, samples, observations, calculations and results as they work. In a GxP lab its records are regulated, so it must show who entered each value and when, keep changes visible with a reason, hold the complete original data including instrument files, support second-person review and electronic signatures, and be validated for each workflow it runs.

Illustration of a seal resting on four bound volumes, Requirements, Configuration, Verification and Change control, with a red ribbon running through them all.

1What an ELN is.

An electronic lab notebook (ELN) is the software a laboratory uses in place of a bound paper notebook. Scientists record what they did, the samples and materials they used, their observations, calculations and results, as the work happens. No regulation defines an ELN. The rules attach to the records it holds, not to the medium: FDA states that the requirements for record retention and review “do not differ depending on the data format”.¹

Which rules apply depends on the work. FDA’s good laboratory practice regulations, 21 CFR Part 58, cover nonclinical laboratory studies that support or are intended to support applications for research or marketing permits.² Laboratory testing under drug CGMP has to keep the records 21 CFR 211.194 lists.³ When records those rules require are kept electronically, 21 CFR Part 11 sets the controls the system needs.⁴ Early research outside those rules isn’t bound by them, but its knowledge still counts later: ICH Q10 expects product and process knowledge to be managed “from development through the commercial life of the product”.⁵

2What a regulated lab record has to show.

The GLP and GMP regulations set out what a laboratory record must contain and how it must be kept. An ELN used for that work has to make each of these the default rather than a matter of discipline.

What the record must doWhere it is required
Record data directly, promptly and legibly, dated on the day of entry and signed or initialled by the person entering it.21 CFR 58.130(e)
In an automated system, identify the person responsible for direct data input at the time of input.21 CFR 58.130(e)
Make changes without obscuring the original entry, with the reason, the date and the person responsible.21 CFR 58.130(e); EU GMP Chapter 4, 4.9
Identify the sample and the method, and keep a complete record of all data, including graphs, charts and spectra from instruments.21 CFR 211.194(a)(1), (2) and (4)
Record every calculation, with units of measure, conversion factors and equivalency factors.21 CFR 211.194(a)(5)
Show who performed each test and when, and a second person’s review for accuracy, completeness and compliance.21 CFR 211.194(a)(7) and (8)
Record any modification of an established method, with the reason and data showing it is at least as accurate and reliable.21 CFR 211.194(b)
Be made at the time each action is taken.EU GMP Chapter 4, 4.8
Keep raw data in indexed archives, with a named person responsible and entry limited to authorised personnel.21 CFR 58.190

The sources are 21 CFR 58.130⁶, 211.194³, 58.190⁷ and EU GMP Chapter 4.⁸ Part 58 says raw data may include “computer printouts, magnetic media” and “recorded data from automated instruments”.⁹ In the EU, Chapter 4 asks users of electronic records to define which data are raw data, and at least “all data on which quality decisions are based”.⁸

3Where paper notebooks and thin ELNs fall short.

A notebook that holds only what the scientist wrote down isn’t the complete record when the data came from an instrument. FDA says a printout of a dynamic electronic record, such as an FT-IR spectral file that can be reprocessed, “would not satisfy CGMP requirements to retain original records or true copies”.¹ It has said the same of printed chromatograms, which generally leave out the injection sequence, instrument method, integration method and audit trail.¹⁰ MHRA is as direct: where data was captured in a dynamic state and generated electronically, “paper copies cannot be considered as ‘raw data’”.¹¹

The same gap opens in an ELN that keeps a typed summary or a pasted PDF while the original file stays on the instrument PC. FDA doesn’t accept data recorded “on pieces of paper that will be discarded after the data are transcribed to a permanent laboratory notebook”, and notes that a system such as a LIMS can be designed to save automatically after each entry, much as each entry on paper is recorded indelibly at the time.¹ Where a record is part paper and part electronic, MHRA expects it to be “clearly documented what constitutes the whole data set”.¹¹ PIC/S discourages such hybrid systems, which “should be replaced whenever possible”.¹²

4What a GxP ELN should do.

CapabilityBasis
An individual login for everyone who enters, changes or reviews data; no shared accounts.FDA data integrity Q&A, question 5
A secure, time-stamped audit trail of entries and changes, with the reason for each GMP-relevant change.21 CFR 11.10(e); Annex 11, section 9
Templates with defined fields, units and calculations, so values are captured once, not retyped.21 CFR 211.194(a)(5); Annex 11, section 6
Templates controlled, versioned and issued like blank forms.FDA data integrity Q&A, question 6
Original instrument files kept with the experiment, preserving their content and meaning.FDA data integrity Q&A, questions 9 and 10
Review and electronic signatures showing the signer, the date and time, and what the signature means.21 CFR 211.194(a)(8); 21 CFR 11.50
Records retrievable and readable for the whole retention period, with copies for inspection.21 CFR 11.10(b) and (c); Annex 11, sections 7 and 17
Validation of the system and of each workflow for its intended use.FDA data integrity Q&A, question 3; Annex 11, Principle and section 1

FDA’s reason for individual logins is that when credentials are shared, “a unique individual cannot be identified”, and it expects blank forms, “electronic worksheets, laboratory notebooks” included, to be controlled by the quality unit or another document control method.¹ Part 11 requires audit trails that don’t obscure what was recorded before, and copies of records in human-readable and electronic form for FDA to inspect.⁴ A signed record must show the signer’s printed name, the date and time and the meaning of the signature.¹³ Annex 11 asks for an additional check on critical data entered by hand, and for stored data to stay accessible, readable and accurate throughout the retention period.¹⁴

Validation covers the workflow, not just the product. FDA treats each CGMP workflow on a system as “an intended use of a computer system to be checked through validation”, with effort “commensurate with the risk”. Its example is an MES: qualifying the platform doesn’t show that a given master record’s calculations are correct, so a notebook template that calculates needs the same check.¹ Annex 11 bases the extent of validation on “a justified and documented risk assessment”.¹⁴ Where one system runs both CGMP and non-CGMP work, FDA expects the potential for the non-CGMP functions to affect CGMP operations to be “assessed and mitigated appropriately”.¹

Where the notebook stops and the laboratory information management system begins is a separate choice, set out in LIMS vs ELN.

5How it runs in Seal.

In Seal the notebook is structured. Each protocol defines its fields, units, calculations and required inputs, and each experiment keeps the protocol version, the values entered and the original results, linked to the samples, reagent lots and equipment it used. A later revision of a protocol doesn’t rewrite earlier runs, and a changed calculation goes through change control with its requirements, verification and approval kept in Seal. See the electronic lab notebook.

The notebook sits on the same platform as the LIMS, batch records and quality system, so a method carries into controlled QC and manufacturing with its evidence rather than being written up again; analytical development shows that path. The ELN comparison lists what to check when choosing one.

References

  1. 1Data Integrity and Compliance With Drug CGMP: Questions and Answers, Guidance for Industry, FDA, December 2018. https://www.fda.gov/media/119267/download (read 6 November 2026)
  2. 221 CFR 58.1, Scope, eCFR. https://www.ecfr.gov/current/title-21/chapter-I/subchapter-A/part-58/subpart-A/section-58.1 (read 6 November 2026)
  3. 321 CFR 211.194, Laboratory records, eCFR. https://www.ecfr.gov/current/title-21/chapter-I/subchapter-C/part-211/subpart-J/section-211.194 (read 6 November 2026)
  4. 421 CFR 11.10, Controls for closed systems, eCFR. https://www.ecfr.gov/current/title-21/chapter-I/subchapter-A/part-11/subpart-B/section-11.10 (read 6 November 2026)
  5. 5ICH Q10, Pharmaceutical Quality System, ICH, 4 June 2008. https://database.ich.org/sites/default/files/Q10%20Guideline.pdf (read 6 November 2026)
  6. 621 CFR 58.130, Conduct of a nonclinical laboratory study, eCFR. https://www.ecfr.gov/current/title-21/chapter-I/subchapter-A/part-58/subpart-G/section-58.130 (read 6 November 2026)
  7. 721 CFR 58.190, Storage and retrieval of records and data, eCFR. https://www.ecfr.gov/current/title-21/chapter-I/subchapter-A/part-58/subpart-J/section-58.190 (read 6 November 2026)
  8. 8EudraLex Volume 4, Chapter 4: Documentation, European Commission, in operation from 30 June 2011. https://health.ec.europa.eu/system/files/2016-11/chapter4_01-2011_en_0.pdf (read 6 November 2026)
  9. 921 CFR 58.3, Definitions, eCFR. https://www.ecfr.gov/current/title-21/chapter-I/subchapter-A/part-58/subpart-A/section-58.3 (read 6 November 2026)
  10. 10Questions and Answers on Current Good Manufacturing Practice Requirements: Records and Reports, FDA, answer dated 3 August 2010. https://www.fda.gov/drugs/guidances-drugs/questions-and-answers-current-good-manufacturing-practice-requirements-records-and-reports (read 6 November 2026)
  11. 11‘GXP’ Data Integrity Guidance and Definitions, Revision 1, MHRA, March 2018. https://assets.publishing.service.gov.uk/media/5aa2b9ede5274a3e391e37f3/MHRA_GxP_data_integrity_guide_March_edited_Final.pdf (read 6 November 2026)
  12. 12PI 041-1, Good Practices for Data Management and Integrity in Regulated GMP/GDP Environments, PIC/S, 1 July 2021. https://picscheme.org/docview/4234 (read 6 November 2026)
  13. 1321 CFR 11.50, Signature manifestations, eCFR. https://www.ecfr.gov/current/title-21/chapter-I/subchapter-A/part-11/subpart-B/section-11.50 (read 6 November 2026)
  14. 14EudraLex Volume 4, Annex 11: Computerised Systems, European Commission, in operation from 30 June 2011. https://health.ec.europa.eu/system/files/2016-11/annex11_01-2011_en_0.pdf (read 6 November 2026)

AQuestions and answers

How do you move from a paper lab notebook to an ELN?

List what your notebooks record and decide which of it is raw data. Build templates for the methods you repeat most, with fields, units and calculations, and validate them for their intended use. Decide how instrument files reach the record. Keep existing paper notebooks as original records for their retention period, or make verified true copies, and set a date after which new work goes only into the ELN so no record is split across both.

Does an ELN have to comply with 21 CFR Part 11?

When it holds records that FDA’s regulations require, such as GLP study data or CGMP laboratory records, and you rely on the electronic version, yes. Research outside those rules isn’t covered. If one system holds both, FDA expects you to assess the risk that the non-CGMP work affects the CGMP records, and to control it.

Is a free ELN good enough for a GxP lab?

Price matters less than controls and evidence. Check for individual accounts, an audit trail you can review, electronic signatures linked to their records, complete exports, and supplier documentation you can use in validation. EU GMP also expects a formal agreement with any third party that supplies, configures, maintains or retains the system.

Can scanned notebook pages replace the paper originals?

Yes, if each scan is a verified true copy that preserves the content and meaning of the original. Define how copies are checked before any original is destroyed. A scan or printout of data that was generated electronically doesn’t replace the original electronic file.

What is the difference between an ELN and a LIMS?

An ELN records how an experiment or test was carried out: the method, conditions, observations and calculations. A LIMS manages samples, tests, specifications and results across the laboratory. In GxP work they overlap, and where the line falls depends on how the laboratory runs its work.

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