A Novel Superpixel Approach to the Tumoral Microenvironment in Colorectal Cancer.

Colorectal cancer (CRC) is the most common malignancy of the gastrointestinal tract. The stroma and the tumoral microenvironment (TME) represent ecosystem-like biological networks and are new frontiers in CRC. The present study demonstrates the use of a novel machine learning-based superpixel approach for whole slide images to unravel this biology. Findings of significance include the association of low proportionated stromal area, high immature stromal percentage, and high myxoid stromal ratio (MSR) with worse prognostic outcomes in CRC. Overall, stromal computational markers outperformed all others at predicting clinical outcomes. MSR may be able to prognosticate patients independent of pathological stage, representing an optimal way to effectively prognosticate CRC patients which circumvents the need for more extensive molecular and/or computational profiling. The superpixel approaches to the TME demonstrated here can be performed by a trained pathologist and recorded during synoptic cancer reporting with appropriate quality assurance. Future clinical trials will have the ultimate say in determining whether we can better tailor the need for adjuvant therapy in patients with CRC.

Gross Dissection Time Values of Pathologists' Assistants Using Standardized Metrics.

OBJECTIVES: A validated and objective method to quantify the gross dissection time of pathologists' assistants (PAs) does not exist. We propose a method to calculate standardized work units (dissection time values [DTVs]) to monitor PA productivity. METHODS: The Current Procedural Terminology system specifies six levels of specimen complexity encompassing 176 unique specimen types. Using our institutional dictionary, we designated all specimen types into a priori five levels of complexity based on expected dissection time. We hypothesized that expected time could be matched prospectively with the actual measured dissection time for all specimens. Dissection time data were collected prospectively for 12,775 specimens at two tertiary academic medical centers, and work effort was converted to a numeric DTV equivalent (number of minutes to dissect single specimen/420 minutes in a working day). RESULTS: For 44 of 155 specimen types, measured dissection time for the five "levels" was lower than expected dissection (P < .0001). Accordingly, those 44 specimen types were reclassified to a lower level. CONCLUSIONS: A numeric standard of the work effort for dissection time for 155 specimen types was developed, validated, and then used prospectively to monitor grossing efficiency of PA workforce.

Consolidation of the North Shore-LIJ Health System anatomic pathology services: the challenge of subspecialization, operations, quality management, staffing, and education.

OBJECTIVES: To describe our experience, both in meeting challenges and in reporting outcomes, of the consolidation of anatomic pathology services in the North Shore-LIJ Health System in February 2011. METHODS: We addressed issues of governance, personnel, physical plant, quality programming, connectivity, and education. CONCLUSIONS: The highly regulated nature of the laboratory industry and the fact that patient care necessarily never pauses require that such a consolidation take place without a break in service or degradation in turnaround time and quality while engaging personnel at all levels in the extra duties related to consolidation. Subspecialization has allowed us to better meet the needs of our in-system health care community while increasing our access to the competitive outreach marketplace.