An extensible big data software architecture managing a research resource of real-world clinical radiology data linked to other health data from the whole Scottish population

AIM

To enable a world-leading research dataset of routinely collected clinical images linked to other routinely collected data from the whole Scottish national population. This includes more than 30 million different radiological examinations from a population of 5.4 million and >2 PB of data collected since 2010.

METHODS

Scotland has a central archive of radiological data used to directly provide clinical care to patients. We have developed an architecture and platform to securely extract a copy of those data, link it to other clinical or social datasets, remove personal data to protect privacy, and make the resulting data available to researchers in a controlled Safe Haven environment.

RESULTS

An extensive software platform has been developed to host, extract, and link data from cohorts to answer research questions. The platform has been tested on 5 different test cases and is currently being further enhanced to support 3 exemplar research projects.

CONCLUSIONS

The data available are from a range of radiological modalities and scanner types and were collected under different environmental conditions. These real-world, heterogenous data are valuable for training algorithms to support clinical decision making, especially for deep learning where large data volumes are required. The resource is now available for international research access. The platform and data can support new health research using artificial intelligence and machine learning technologies, as well as enabling discovery science.

A phase II monocentric study of oxaliplatin in combination with gemcitabine (GEMOX) in patients with advanced/metastatic transitional cell carcinoma (TCC) of the urothelial tract

BACKGROUND

The aim of the study was to evaluate the activity and the safety of the gemcitabine-oxaliplatin (GEMOX) combination as first-line treatment in advanced/metastatic transitional cell carcinoma (TCC) of the urothelial tract.

MATERIALS AND METHODS

Patients with metastatic or unresectable TCC, PS < or =2, creatinine < or =1.5 upper limit of normal range (UNL) and measurable disease according to RECIST criteria were treated with a combination of gemcitabine (1500 mg/m(2)) followed by oxaliplatin (85 mg/m(2)) on day 1 and 15 of a 28-day cycle.

RESULTS

A total of 123 cycles were administered to 30 patients (median 4, range 1-8). Three complete responses (CR) and 11 partial responses (PR) were observed. Overall response rate (ORR) was 47% (95% CI 28% to 66%). Median overall survival (OS) was 15 months (95% CI 8-31). Grade 3 and 4 neutropenia were reported in three and one patient, respectively; grade 3 anaemia in three patients; grade 3 and 4 thrombocytopenia in two and one patient, respectively; grade 1, 2 and 3 peripheral neuropathy in 14, 11 and two patients, respectively; grade 2 and 3 fatigue in 13 and seven patients respectively.

CONCLUSIONS

The GEMOX combination is active in advanced/metastatic TCC with minimal toxicity and needs to be evaluated in a selected population of unfit patients and compared with other non-cisplatin-containing regimens.