Home HealthHow Pictor Labs is turning tissue into data to rev...
Health⭐ Featured

How Pictor Labs is turning tissue into data to revolutionize diagnosis

Histopathology — examining tissue under a microscope to diagnose disease — underpins many important decisions in medicine. It’s how clinicians confirm cancer, assess disease progression, and guide treatment plans. Yet the core technology underpinning it hasn’t fundamentally changed in over a century. When a biopsy is sent to the lab for testing, it’s sliced into […] The post How Pictor Labs is turning tissue into data to revolutionize diagnosis appeared first on Insight Partners .

6 April 2026 at 07:45 pm
1 views
How Pictor Labs is turning tissue into data to revolutionize diagnosis

Histopathology, the practice of examining tissue under a microscope to diagnose disease, forms the foundation of many critical medical decisions. It is through this method that clinicians confirm cancer, assess disease progression, and guide treatment plans. However, the core technology behind histopathology has remained largely unchanged for over a century. When a biopsy is sent to the lab for testing, it is sliced into paper-thin sections that are dipped into a sequence of chemical dyes. These dyes "stain" the tissue samples to reveal hidden cellular structures, enabling doctors to determine factors such as cancer type or disease progression.

Despite its importance, the staining process can be extremely slow and resource-intensive. Labs often batch samples together, meaning it can take days to get results to doctors, and even longer for those results to move through reporting systems, consultations, and scheduling before patients can be appropriately treated. Furthermore, conventional staining workflows consume and alter tissue sections, leaving less material available for subsequent crucial steps like molecular diagnostics, genetic sequencing, and other precision medicine processes.

Yair Rivenson, cofounder and CEO of digital pathology startup Pictor Labs, witnessed this inefficiency firsthand while working as a researcher at UCLA in 2019. Alongside cofounder Aydogan Ozcan, Rivenson and Ozcan worked with tissue samples as part of their deep learning microscopy research. The reliance on limited physical tissue samples in an era of digital and AI advancements struck Rivenson as peculiar. "For me," he says, "the question was immediately, why can't we teach a computer to do that? Why do we need the chemistry part?"

Pictor Labs was founded to address this question. The company aims to simulate the staining process, turning cell stains into software. "The information is there," explains Rivenson. "We can basically image the tissue, edit it as it is in its native form, and compute that contrast so that the pathologist can study the same exact tissue in the exact same way that they're currently doing."

By leveraging advanced imaging technologies and machine learning algorithms, Pictor Labs has developed a system that can replicate the staining process without the need for chemical dyes. This innovation not only speeds up the diagnostic process but also preserves the integrity of the tissue samples, ensuring that more material is available for further analysis.

The startup's technology works by capturing high-resolution images of the tissue samples and using these images to train machine learning models. These models learn to identify the cellular structures and patterns that are typically revealed through chemical staining. Once trained, the models can apply similar contrast enhancements to the raw images, making it possible for pathologists to analyze the tissue as they traditionally would with stained samples.

This approach not only eliminates the time-consuming and resource-intensive staining process but also reduces variability in the diagnostic process. Chemical staining can sometimes produce inconsistent results due to variations in dye application or tissue preparation. By relying on software-based staining, Pictor Labs aims to provide more consistent and accurate diagnostic outcomes.

Moreover, the preservation of tissue integrity is a significant advantage of Pictor Labs' technology. Traditional staining methods can degrade the tissue samples, making it difficult to perform additional tests or analyses. With Pictor Labs' approach, pathologists can analyze the tissue samples without altering their structure, allowing for a wider range of diagnostic options and more comprehensive patient care.

The potential impact of Pictor Labs' innovation extends beyond the efficiency of the diagnostic process. By enabling pathologists to analyze tissue samples in a more accurate and consistent manner, the company's technology could lead to earlier and more accurate diagnoses, improved treatment plans, and ultimately better patient outcomes.

As Pictor Labs continues to develop its technology and collaborate with healthcare providers, the company is poised to revolutionize the field of histopathology. By turning tissue into data and leveraging the power of AI, Pictor Labs is set to transform the way diseases are diagnosed and treated, ushering in a new era of precision medicine.

📰 Related News
The Rise and Sudden Fall of OpenAI’s Sora
The Rise and Sudden Fall of OpenAI’s Sora
OpenAI’s abrupt decision to shut down its AI video generation app, Sora, just 103 days after launch has sparked widespread debate about the company’s strategic direction and financial health. Despite a $1 billion partnership with Disney and a viral debut that…
13 Apr
St. Luke’s stays on track with massive expansion
St. Luke’s stays on track with massive expansion
St. Luke’s Medical Center continues to absorb higher costs brought about by the ongoing Middle East crisis as much as it can, with the company staying on track with massive investments for expansion and technology upgrades.
7 Apr
Granulated Lime vs. Bulk Lime: What’s the Difference?
Granulated Lime vs. Bulk Lime: What’s the Difference?
Understanding the type of lime required for your soil can significantly impact your crop yield and overall soil health.
7 Apr
Can surgery used to treat fluid accumulation also help with Alzheimer’s? A Singapore trial is exploring this possibility
Can surgery used to treat fluid accumulation also help with Alzheimer’s? A Singapore trial is exploring this possibility
Early results from a small clinical trial at Changi General Hospital suggest the technique could lead to improvements in memory, mood and cognition.
7 Apr
Famers hear how to ‘Look after your health and your herd’ at latest meeting of Grassland Club
Famers hear how to ‘Look after your health and your herd’ at latest meeting of Grassland Club
The members of Fermanagh Grassland Club were in for a treat in March when eminent qualified doctor and vet, Professor Patrick Wall, Dublin, was the speaker at their meeting in the Killyhevlin Hotel, Enniskillen.
7 Apr
ICMSA: HSA rules on telescopic telehandlers ‘way over the top’
ICMSA: HSA rules on telescopic telehandlers ‘way over the top’
The vast majority of farmers are completely unaware that training is now required under Health and Safety Authority (HSA) telescopic telehandlers rules, according to farm organisation. Pat O’Brien, chairperson of the farm business committee for the Irish Creamery Milk Suppliers Association (ICMSA) has criticised requirements for training from the Health and Safety Authority (HSA). Under […] The post ICMSA: HSA rules on telescopic telehandlers ‘way over the top’ appeared first on Agriland.ie .
7 Apr
ICSA: ‘Additional support’ needed for bluetongue vaccination
ICSA: ‘Additional support’ needed for bluetongue vaccination
Bluetongue vaccination must be supported as “an additional measure” and not at the expense of core animal health actions, the Irish Cattle and Sheep Farmers’ Association (ICSA) has warned. Last month the Minister for Agriculture, Food and the Marine, Martin Heydon said that vaccination against bluetongue virus would be included as an “option” for farmers […] The post ICSA: ‘Additional support’ needed for bluetongue vaccination appeared first on Agriland.ie .
7 Apr
AWS Weekly Roundup: Amazon Connect Health, Bedrock AgentCore Policy, GameDay Europe, and more (March 9, 2026)
AWS Weekly Roundup: Amazon Connect Health, Bedrock AgentCore Policy, GameDay Europe, and more (March 9, 2026)
Fiti AWS Student Community Kenya! Last week was an incredible whirlwind: a round of meetups, hands-on workshops, and career discussions across Kenya that culminated with the AWS Student Community Day at Meru University of Science and Technology, with keynotes from my colleagues Veliswa and Tiffany, and sessions on everything from GitOps to cloud-native engineering, and […]
7 Apr
Farm accident survivor welcomes requirements for use of telehandlers
Farm accident survivor welcomes requirements for use of telehandlers
A farm accident survivor originally from Co. Sligo has welcomed the stringent requirements outlined by the Health & Safety Authority for the use of telehandlers, sometimes called teleporters. It follows comments made earlier this week by the Irish Creamery Milk Suppliers’ Association (ICMSA) claiming that the requirements were “over the top”. Such commentary has been […] The post Farm accident survivor welcomes requirements for use of telehandlers appeared first on Agriland.ie .
7 Apr
Sabah bans export and import of some local freshwater fish, including koi, after virus outbreak
Sabah bans export and import of some local freshwater fish, including koi, after virus outbreak
Mr Jamawi said such actions violated biosecurity principles and caused infections among native species.
7 Apr