Microscale Multiplexed Antigen-Specific Antibody Fc Profiling for Point-of-Care Diagnosis of Tuberculosis
Ali, S. M.; Peddireddy, S. P.; Hashim, A.; Rafat, N.; Panigrahi, A.; Stone, L.; de Kock, M.; Das, J.; Day, C. L.; Sarkar, A.
Show abstract
Accurate, affordable tuberculosis (TB) diagnostics that do not require sputum samples are urgently needed for TB control and elimination. Prior serological TB tests have failed due to low accuracy in diagnosing active TB (ATB) in endemic areas where baseline seropositivity, due to latent infection (LTBI) or vaccination, is common. We combined high-throughput sample-sparing antibody-omics with machine learning to profile Fab and Fc features of Mycobacterium tuberculosis (Mtb)-specific antibodies in plasma from adults with ATB or latent infection (LTBI). A five-feature Fc-centric signature dominated by enhanced Fc{gamma}R3B binding, distinguished ATB from LTBI (AuRoC>0.9). To translate this signature for point-of-care use, we engineered a multimeric, enzyme-labelled Fc{gamma}R3B probe and integrated it with a microscale silver-metallization assay on a low-cost platform, yielding a cellphone-based optical readout from <10 {micro}L of blood. A further optimized three-feature signature measured on this platform correctly classified ATB from LTBI and endemic controls in two independent cohorts (AuRoC>0.9), exceeding World Health Organization (WHO) target levels for rapid TB triage tests. This work establishes Fc-centric antibody profiling as a viable biomarker discovery route and delivers a multiplexed, sample-sparing, inexpensive test suitable for deployment in resource-limited settings.
Matching journals
The top 8 journals account for 50% of the predicted probability mass.
Similar papers in this journal
- NULISA: a novel proteomic liquid biopsy platform with attomolar sensitivity and high multiplexing 94%
- A translational multiplex serology approach to profile the prevalence of anti-SARS-CoV-2 antibodies in home-sampled blood 93%
- Metabolic Preference Assay for Rapid Diagnosis of Bloodstream Infections 93%
Similar papers in this journal
Similar papers in this journal
- Accurate SARS-CoV-2 seroprevalence surveys require robust multi-antigen assays 93%
- A needle in a haystack: metagenomic DNA sequencing to quantify Mycobacterium tuberculosis DNA and diagnose tuberculosis 93%
- Serological fingerprints link antiviral activity of therapeutic antibodies to affinity and concentration 93%
Similar papers in this journal
- Minimal Correlation but Complementary Diagnostic Utility for Plasma Cell-free RNA and Proteins 91%
- Gravity-based microfiltration reveals unexpected prevalence of circulating tumor cell clusters in ovarian and colorectal cancer 90%
- Comparative analyses of all FDA EUA-approved rapid antigen tests and RT-PCR for COVID-19 quarantine and surveillance-based isolation 90%
Similar papers in this journal
- Highly sensitive and specific multiplex antibody assays to quantify immunoglobulins M, A and G against SARS-CoV-2 antigens 93%
- Diagnostic performance of host protein signatures as a triage test for active pulmonary TB 93%
- A multiplex Mtb-specific FluoroSpot assay measuring IFNγ, TNF, and IL2-secreting cells can improve accuracy and differentiation across the tuberculosis spectrum 92%
"Similar papers" are the closest papers from that journal in the model's embedding space. They show what the match is built on, but the ranking comes mostly from a classifier over the whole training set, not from these examples alone.