System and method for immune activity determination
A system and method for determining a trajectory parameter of particles, comprising receiving a plurality of particles at a microfluidic channel, applying a force to each particle of the microfluidic channel, acquiring a dataset of each particle, measuring a trajectory of the particle, and determining a trajectory parameter of the particles.
1. A method comprising:
receiving a plurality of blood cells from a patient;
for each blood cell of the plurality of blood cells, determining biophysical parameters based on an oscillation of the blood cell as the blood cell is deformed, wherein the oscillation occurs while the blood cell is moving along a channel, wherein the oscillation occurs in a direction perpendicular to a longitudinal axis of the channel;
computing an index from the biophysical parameters using a logistic regression; and
within at most a threshold time of receiving the plurality of blood cells, determining an immune activation of the patient based on the index.
2. The method of claim 1 , wherein, for each blood cell of the plurality of blood cells, determining the biophysical parameters comprises:
deforming the blood cell within a deformation region of a microfluidic chip; and
extracting features from a plurality of images acquired before the blood cell enters and as the blood cell passes through the deformation region.
3. The method of claim 1 , wherein, for each blood cell of the plurality of blood cells, the biophysical parameters are determined from a trajectory of the blood cell as the blood cell is deformed.
4. The method of claim 3 , wherein, for each blood cell of the plurality of blood cells, the oscillation comprises an oscillation of a reference point of the blood cell, wherein the biophysical parameters comprise an amplitude of the oscillation of the reference point of the blood cell as the blood cell is deformed.
5. The method of claim 4 , wherein the reference point comprises a centroid of the blood cell.
6. The method of claim 3 , wherein, for each blood cell of the plurality of blood cells, the biophysical parameters further comprise structural parameters of the blood cell.
7. The method of claim 6 , wherein the structural parameters comprise a cell size or a cell aspect ratio.
8. The method of claim 6 , wherein the structural parameters comprise structural parameters before and as the blood cell is deformed.
9. The method of claim 1 , wherein the logistic regression is trained to classify the immune activation based on measurements from a high acuity patient cohort.
10. The method of claim 1 , wherein the threshold time is at most 10 minutes.
11. The method of claim 1 , wherein the immune activation comprises a sepsis condition.
12. A method comprising:
receiving a plurality of blood cells from a patient;
for each blood cell of the plurality of blood cells, determining biophysical parameters based on an oscillation of the blood cell, the oscillation occurring while the blood cell is in motion, wherein the oscillation occurs in a direction orthogonal to a direction of the motion; and
within at most a threshold time of receiving the plurality of blood cells, determining an immune activation of the patient based on the biophysical parameters for the plurality of blood cells.
13. The method of claim 12 , wherein, for each blood cell of the plurality of blood cells, the biophysical parameters are determined based on an amplitude of the oscillation of the blood cell.
14. The method of claim 12 , wherein, for each blood cell of the plurality of blood cells, the oscillation of the blood cell comprises an oscillation of a centroid of the blood cell.
15. The method of claim 12 , wherein the biophysical parameters are determined without using a first cycle of the oscillation.