TY - JOUR
T1 - On the Channel Capacity of High-Throughput Proteomic Microarrays
AU - Khan, Hassan Aqeel
AU - Chakrabartty, Shantanu
PY - 2015/3
Y1 - 2015/3
N2 - This paper examines the information transmission capacity of a high-density protein microarray based on an equivalent model of a multi-analyte molecular communication system. The capacity of the microarray is computed by taking into account the performance limiting factors such as channel diffusion characteristics, the channel noise and the saturation properties of the receptor probes. Our modeling study shows that using receptor probes with specific combinatorial properties can significantly improve the system capacity by facilitating joint detection of multiple analytes. This is in contrast to the conventional wisdom prevalent in the design of proteomic assays where the receptors are synthesized to be target specific with minimal levels of cross-reactivity with non-specific targets. It is envisioned that the availability of capacity bounds will provide a more systematic approach for designing the receptors (antibodies, aptamers, or enzymes) since their binding properties can be optimized to maximize the assay throughput.
AB - This paper examines the information transmission capacity of a high-density protein microarray based on an equivalent model of a multi-analyte molecular communication system. The capacity of the microarray is computed by taking into account the performance limiting factors such as channel diffusion characteristics, the channel noise and the saturation properties of the receptor probes. Our modeling study shows that using receptor probes with specific combinatorial properties can significantly improve the system capacity by facilitating joint detection of multiple analytes. This is in contrast to the conventional wisdom prevalent in the design of proteomic assays where the receptors are synthesized to be target specific with minimal levels of cross-reactivity with non-specific targets. It is envisioned that the availability of capacity bounds will provide a more systematic approach for designing the receptors (antibodies, aptamers, or enzymes) since their binding properties can be optimized to maximize the assay throughput.
KW - Arrays
KW - Biological system modeling
KW - Mathematical model
KW - Noise
KW - Probes
KW - Proteins
KW - Proteomics
UR - http://www.scopus.com/inward/record.url?scp=85027458401&partnerID=8YFLogxK
UR - https://ieeexplore.ieee.org/document/7181708
U2 - 10.1109/TMBMC.2015.2465516
DO - 10.1109/TMBMC.2015.2465516
M3 - Article
AN - SCOPUS:85027458401
VL - 1
SP - 50
EP - 61
JO - IEEE Transactions on Molecular, Biological, and Multi-Scale Communications
JF - IEEE Transactions on Molecular, Biological, and Multi-Scale Communications
IS - 1
M1 - 7181708
ER -