Vibrio parahaemolyticus is a major cause of seafood-associated gastroenteritis and aquatic animal diseases, posing persistent threats to public health and aquaculture. Rapid and accurate on-site quantitative detection is essential for risk assessment and early intervention. Although qPCR and digital PCR provide reliable quantification, their reliance on complex instrumentation limits field deployment. RPA-CRISPR-based isothermal assays offer a low-equipment alternative; however, existing approaches lack robust methodological strategies to achieve standard-curve-based quantitative reliability under field-deployable conditions. Here, we propose a methodological framework that enables in-run calibration and variance control for quantitative isothermal amplification by integrating reaction-volume locking and simultaneous standard-curve generation, implemented here within a closed centrifugal microfluidic system. A multi-unit microfluidic platform preloaded with gradient concentration standard plasmids allows concurrent construction of standard curves and sample analysis in a single run, reducing the impact of environmental and batch-to-batch variability. Signal generation was achieved using a one-pot RPA-CRISPR/Cas12a assay, in which balanced amplification and cleavage kinetics were obtained by screening crRNAs targeting suboptimal PAM sites and optimizing reaction conditions. The platform achieved a detection limit of 6.08 copies/μL and a linear quantitative range of 10-10copies/μL (R > 0.96), with performance comparable to qPCR (AUC = 0.984), and acceptable intra- and inter-assay variability under the tested conditions, with relative standard deviations of 2.63-6.07 %, at a cost of approximately $3.30 per test. Validation using spiked and real seafood samples demonstrated reliable on-site quantification. This work establishes a transferable quantitative methodology for RPA-CRISPR-based isothermal assays, advancing field-deployable pathogen detection in aquaculture and food safety. 0 4 2
