Table 1.
Application of AI in Infectious Diseases |
Approaches | Challenges |
---|---|---|
Laboratory and imaging diagnosis |
Digital culture plate reading Pathogen detection and identification via microscopy images Analysis of RT-PCR data Analysis of MALDI-TOF MS, SERS spectra Clinical radiography imaging analysis Feature/factor analysis of clinical laboratory data |
Data standardization among laboratories and centers Availability of big data Data quality and management Risk of bias Legal issues |
Antimicrobial resistance analysis | Detection of MDR pathogens Antimicrobial susceptibility analysis Analysis of genomic, sequencing and spectral data |
|
Antimicrobial discovery | Molecule screening Chemical library mining Design of antimicrobial peptides |
|
Microbiome analysis | Mining of metagenomic, metatranscriptomic and metabolomic data | |
Clinical decision support | Infection prediction and risk stratification Tracking infection epidemiology Tracking human behavior and adherence |