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Digital Pathology

Digital Pathology and AI: What It Means for Indian Labs

16 June 2026

U
Written by Unimeditrek Editorial Team
Last updated 30 June 2026
In short

Whole-slide imaging and AI assist are moving from research into routine practice, enabling tele-pathology, second opinions and quantification — but their output is only as good as the glass slide underneath.

For doctors

WSI enables remote reporting, archival, image analysis (mitoses, Ki-67, IHC quantification) and AI triage. Adoption in India is rising for tele-consultation and education. Algorithmic performance degrades sharply with sectioning and staining artefacts, so analogue quality remains foundational.

For patients

Labs can now scan slides into high-resolution images, letting experts review your case remotely and get a faster second opinion.

From microscope to monitor

Digital pathology captures a glass slide as a high-resolution whole-slide image (WSI) that can be reviewed on screen, shared instantly and analysed by software. For Indian labs, the immediate value is tele-pathology — connecting district labs to expert centres — plus archival and teaching.

Where AI helps today

  • Quantification: Ki-67 indices, mitotic counts, IHC scoring.
  • Triage and screening assistance (e.g. flagging suspicious areas).
  • Standardising measurements that are tedious or variable by eye.

The catch nobody mentions

AI and WSI amplify whatever is on the slide. Folds, knife chatter, uneven staining and processing artefacts confuse algorithms just as they hinder the human eye. Garbage in, garbage out applies literally.

Slide quality is the foundation

Before investing in scanners and algorithms, labs benefit most from consistent tissue processing, clean microtomy and reproducible staining. High-quality, artefact-free sections are what make digital and AI workflows trustworthy.

Key takeaways
  • WSI enables tele-pathology, archival and AI-assisted quantification.
  • AI performance collapses on poor-quality sections.
  • Consistent processing, microtomy and staining are prerequisites.
  • Start with analogue quality, then digitise.

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FAQs

Will AI replace pathologists?
No. Current tools assist with quantification and triage; diagnosis and integration of clinical context remain with the pathologist.
Do we need perfect slides for scanning?
High-quality sections dramatically improve both human and AI reading; artefacts undermine both.
Disclaimer. This content is for educational purposes only and is not a substitute for professional medical advice, diagnosis or treatment. Patients should consult their doctor for medical decisions.
This summary is based on publicly available source metadata and original analysis. Readers should refer to the original publication for full scientific details.
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