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. 2021 May 25;35(6):e23804. doi: 10.1002/jcla.23804

TABLE 3.

Issues surrounding laboratory medicine management and key solutions.

Issues Current status Key solutions New management problem
Rapid‐launched LDTs Aim to optimal experimental conditions and sufficient clinical practice (time‐consuming) Achieve the minimum clinical application requirements in equipment, personnel, SOP Consensus on minimum clinical application requirements; reliable performance indicators definition (qualitative and quantitative)
Abundant testing demand on LDTs Small‐scale test volumes in reference laboratories or few qualified hospital laboratories Pooling samples to increase molecular testing throughput Evaluate the sensitivity, specificity, reproducibility and verify optimal pooling approach 69 ; Define distinctive screening strategy in different populations and areas
POCT Large‐scale instruments not applicable; Non‐professionals involved Mobile biosafety laboratories 70

Instrument quake‐proof in mobile biosafety laboratories; operator body shape; hardware circuit debugging;

software debugging; daily maintenance

LIS Data outside laboratory disconnection with LIS (manual recording or miss data) Smartphone‐based systems; intelligent connected devices Remote data debugging; software settings
Big data survey Survey data from regular regional meetings or publications Real‐time data sharing from wider regional clinical laboratories; establishment of AI framework Statistical software networking; survey data analysis; specific personnel training; regional organization and local government conduct and support; appropriate analysis methods for AI; limitations of machine learning algorithms
Laboratory material and personnel resources shortage Resources and personnel in separate laboratory or department Emergency resources reserve (acknowledge local healthcare plans, administrative duties, and political context); regional sharing and policy deployment; available staff from other groups, regional clinical laboratory or remote assistance work Need accurate strategy and policy guidance; Identify staff regulations (eg, time on turn, recovery) under urgent situation; consensus on personnel training, SOP, report, and data interpretation