In this work, we built an optical setup and defined experimental protocols to assess responses of C. elegans neurons expressing calcium indicators while exposing them to timely controlled stimuli. We then applied this setup to assess the accuracy of C. elegans in discriminating between a group of women affected by breast cancer and a group of healthy donors. To do this we first ran a series of preliminary tests that defined the experimental parameters and protocols to run high-throughput experiments and then tested the response of the AWC neurons to the removal of urine samples collected from both groups. The results obtained prove the impressive accuracy of the AWC neuron to respond with activation upon removal of samples collected from patients affected by breast cancer of both lobular and ductal forms, at different stages. This ability can be quantified by a variable that measures the activation rate of the neuron in response to the stimulus, the neuronal activation index, or NAI. The accuracy associated with the NAI is of 97.22%, which stays the same also when considered in conjunction with the chemotaxis index, CI, through the linear combination defined by the first component of a PCA applied to the plane(NAI, CI).
C. elegans based strategy for high-throughput early cancer detection through urine analysis / Lanza, Enrico. - (2020 Jan 27).
C. elegans based strategy for high-throughput early cancer detection through urine analysis
LANZA, ENRICO
27/01/2020
Abstract
In this work, we built an optical setup and defined experimental protocols to assess responses of C. elegans neurons expressing calcium indicators while exposing them to timely controlled stimuli. We then applied this setup to assess the accuracy of C. elegans in discriminating between a group of women affected by breast cancer and a group of healthy donors. To do this we first ran a series of preliminary tests that defined the experimental parameters and protocols to run high-throughput experiments and then tested the response of the AWC neurons to the removal of urine samples collected from both groups. The results obtained prove the impressive accuracy of the AWC neuron to respond with activation upon removal of samples collected from patients affected by breast cancer of both lobular and ductal forms, at different stages. This ability can be quantified by a variable that measures the activation rate of the neuron in response to the stimulus, the neuronal activation index, or NAI. The accuracy associated with the NAI is of 97.22%, which stays the same also when considered in conjunction with the chemotaxis index, CI, through the linear combination defined by the first component of a PCA applied to the plane(NAI, CI).File | Dimensione | Formato | |
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Tesi_dottorato_Lanza.pdf
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