Accelerate Literature Icon
Want to do a literature review? Try our new Literature Review workflow

Machine Learning-Assisted Rapid Optical Imaging for Label-Free CAR T-Cell Detection in Whole Blood

  • Abstract
  • Literature Map
  • Similar Papers
Abstract
Translate article icon Translate Article Star icon

Chimeric antigen receptor (CAR) T-cell therapy is an effective treatment for hematologic malignancies. However, it is limited by high costs, risk of severe toxicities such as cytokine release syndrome and neurotoxicity, and heterogeneous patient responses. The current therapy monitoring depends largely on subjective symptom assessment, routine laboratory tests, and basic vital signs, without real-time, quantitative evaluation of CAR T-cell expansion or activation in clinical practice. This lack of timely immune monitoring hampers individualized care and contributes to increased treatment costs. To address this need, we present a proof-of-concept, label-free rapid optical imaging (ROI) biosensor with automated machine learning analysis for direct quantification of CAR T-cells from whole blood. This microfluidic platform integrates red blood cell (RBC) removal, CAR T-cell capture, and imaging-based quantification on a single chip, eliminating the need for centrifugation, staining, and operator-dependent interpretation. For validation, 50 μL whole blood samples spiked with Jurkat cells expressing CD19 CARs underwent RBC depletion by agglutination and microfiltration. The remaining blood components were then incubated on a sensor chip functionalized with recombinant CD19 protein. Captured CAR T-cells were imaged by brightfield microscopy and automatically enumerated using a machine learning algorithm trained on fluorescence-validated cells. The CD-19 cells’ capture performance was validated by flow cytometry and fluorescence imaging. The trained machine learning model validated at 88% sensitivity and 96% specificity. Buffer and whole blood calibration curves were established across clinically relevant concentrations (1–1000 cells/µL) with triple replicates. The results showed high correlation (0.975 and 0.990 R2) between the spiked concentration and the detected CAR T-cells, with a 95% certainty limit of detection (LOD) and quantification (LOQ) of 0.6 and 1.1 cells/µL for spiked buffer, and 14 and 67 cells/µL for spiked whole-blood, respectively.

Similar Papers
  • Discussion
  • Cite Count Icon 29
  • 10.1053/j.ajkd.2020.08.017
Acute Kidney Injury After the CAR-T Therapy Tisagenlecleucel
  • Oct 22, 2020
  • American Journal of Kidney Diseases
  • Meghan D Lee + 8 more

Acute Kidney Injury After the CAR-T Therapy Tisagenlecleucel

  • Research Article
  • Cite Count Icon 11
  • 10.1111/bjh.17397
B-cell maturation antigen chimeric antigen receptor T-cell re-expansion in a patient with myeloma following salvage programmed cell death protein 1 inhibitor-based combination therapy.
  • Mar 13, 2021
  • British journal of haematology
  • Luca Bernabei + 14 more

B-cell maturation antigen chimeric antigen receptor T-cell re-expansion in a patient with myeloma following salvage programmed cell death protein 1 inhibitor-based combination therapy.

  • Research Article
  • Cite Count Icon 56
  • 10.1016/j.omtm.2021.03.007
Promoter usage regulating the surface density of CAR molecules may modulate the kinetics of CAR-T cells in vivo
  • Mar 13, 2021
  • Molecular Therapy. Methods & Clinical Development
  • Jin-Yuan Ho + 8 more

Promoter usage regulating the surface density of CAR molecules may modulate the kinetics of CAR-T cells in vivo

  • Abstract
  • Cite Count Icon 1
  • 10.1182/blood-2024-211980
Optimizing the IFNγ Axis Improves CAR T-Cell Potency in AML but Not B-ALL
  • Nov 5, 2024
  • Blood
  • Nat Murren + 7 more

Optimizing the IFNγ Axis Improves CAR T-Cell Potency in AML but Not B-ALL

  • Research Article
  • Cite Count Icon 53
  • 10.1016/s1470-2045(21)00353-3
CAR T-cell therapy for solid tumours
  • Jul 1, 2021
  • The Lancet Oncology
  • The Lancet Oncology

CAR T-cell therapy for solid tumours

  • Research Article
  • Cite Count Icon 1
  • 10.1158/1538-7445.am2024-3993
Abstract 3993: A tunable safety switch for solid tumor CAR T-cell therapy
  • Mar 22, 2024
  • Cancer Research
  • Kyohei Misawa + 5 more

On-target off-tumor toxicity, cytokine release syndrome (CRS), and immune effector cell-associated neurotoxicity syndrome (ICANS) are severe immune-related adverse events (irAEs) that are frequently associated with Chimeric Antigen Receptor (CAR) T-cell therapy. Current efforts to manage such therapy-related toxicities involve incorporation of an inducible suicide agent within CAR constructs, such as iCaspase-9 or herpes simplex virus type 1 thymidine kinase that can be selectively activated to produce toxic effects within CAR T cells and attenuate their activity. However, while activation of these agents helps to mitigate or overcome such unwarranted toxicities, the therapeutic benefit of CAR T cells anti-tumor activity is also compromised. Therefore, to continue maintenance of CAR T cells’ therapeutic function while minimizing irAEs, an ideal safety switch should 1) rapidly inhibit the activation and proliferation of CAR T cells exposed to the target antigen, 2) reversibly inhibit activity without inducing CAR T cell elimination and 3) be clinically translatable for safe application in patients. Our laboratory investigated one such safety switch to inhibit CAR T-cell activity while maintaining their therapeutic function. We showed that incorporating a mutant variant of c-KIT D816V (KITv) in the intracellular domain of mesothelin-targeting second-generation CAR T cells (M28z-KITv) improved efficacy in solid tumors with low antigen, or an immunosuppressive environment. Herein, we evaluate the use of Dasatinib, a clinically available multitarget (BCR, SRC, c-KIT) tyrosine kinase inhibitor (TKI), as a tunable safety switch to reversibly inhibit M28z-KITv CAR T-cell functional activity. In cohorts of mice established with lung adenocarcinoma, daily administration of Dasatinib starting on day 1 or day 3 after CAR T-cell administration stabilized tumor growth, which otherwise continued to regress in untreated mice, indicating inhibition of CAR T-cell functional activity. Upon discontinuation of Dasatinib, tumors regressed, indicating reversal of CAR T-cell functional activity. In an experiment conducted to investigate functional persistence of CAR T cells upon long-term exposure to Dasatinib (1 month), we noted uninhibited activity of CAR T cells to rechallenged tumors. Dasatinib, thus may act as a tunable safety switch to regulate M28z-KITv CAR T-cell activity without compromising its therapeutic function. Citation Format: Kyohei Misawa, Meriem Taleb, Srijita Banerjee, William-Ray Vista, Navin K. Chintala, Prasad S. Adusumilli. A tunable safety switch for solid tumor CAR T-cell therapy [abstract]. In: Proceedings of the American Association for Cancer Research Annual Meeting 2024; Part 1 (Regular Abstracts); 2024 Apr 5-10; San Diego, CA. Philadelphia (PA): AACR; Cancer Res 2024;84(6_Suppl):Abstract nr 3993.

  • Discussion
  • 10.1097/cm9.0000000000002579
Toxic epidermal necrosis caused by programmed cell death protein 1 inhibitors in a patient receiving chimeric antigen receptor-T cell therapy.
  • Jun 5, 2023
  • Chinese Medical Journal
  • Chengji Wang + 4 more

Toxic epidermal necrosis caused by programmed cell death protein 1 inhibitors in a patient receiving chimeric antigen receptor-T cell therapy.

  • Abstract
  • Cite Count Icon 2
  • 10.1182/blood-2020-136014
Significant Long-Term Benefits of CAR T-Cell Therapy Followed By a Second Allo-HSCT for Relapsed/Refractory (R/R) B-Cell Acute Lymphoblastic Leukemia (B-ALL) Patients Who Relapsed after an Initial Transplant
  • Nov 5, 2020
  • Blood
  • Jianping Zhang + 12 more

Significant Long-Term Benefits of CAR T-Cell Therapy Followed By a Second Allo-HSCT for Relapsed/Refractory (R/R) B-Cell Acute Lymphoblastic Leukemia (B-ALL) Patients Who Relapsed after an Initial Transplant

  • PDF Download Icon
  • Abstract
  • Cite Count Icon 1
  • 10.1182/blood-2023-185853
Efficient Combinatorial Adaptor-Mediated Targeting of Acute Myeloid Leukemia with CAR T-Cells
  • Nov 28, 2023
  • Blood
  • Laura Volta + 16 more

Efficient Combinatorial Adaptor-Mediated Targeting of Acute Myeloid Leukemia with CAR T-Cells

  • Abstract
  • 10.1182/blood-2022-155886
Cytokine Release Syndrome (CRS) Is Not Required for CAR-T Cell Efficacy in Aggressive Large B-NHL
  • Nov 15, 2022
  • Blood
  • Shakthi Bhaskar + 13 more

Cytokine Release Syndrome (CRS) Is Not Required for CAR-T Cell Efficacy in Aggressive Large B-NHL

  • Abstract
  • 10.1182/blood-2023-187776
Mitochondrial Isocitrate Dehydrogenase Inhibition Enhances CAR T-Cell Function By Restraining Antioxidant Metabolism and Histone Acetylation
  • Nov 28, 2023
  • Blood
  • Xiaohui Si + 6 more

Mitochondrial Isocitrate Dehydrogenase Inhibition Enhances CAR T-Cell Function By Restraining Antioxidant Metabolism and Histone Acetylation

  • Research Article
  • Cite Count Icon 1
  • 10.1182/blood-2024-205259
Natural Killer-Cell Recovery in Patients Receiving CD19 CAR T-Cell Therapy: Dynamics and Clinical Significance
  • Nov 5, 2024
  • Blood
  • Xindi Wang + 4 more

Natural Killer-Cell Recovery in Patients Receiving CD19 CAR T-Cell Therapy: Dynamics and Clinical Significance

  • Dissertation
  • 10.26686/wgtn.17148182.v1
A Phase 1 Dose Escalation Trial of Third Generation Chimeric Antigen Receptor (CAR) T-Cell Therapy for Relapsed and Refractory B-Cell Non Hodgkin Lymphoma
  • Jan 1, 2020
  • Philip George

<p>Anti-CD19 Chimeric Antigen Receptor (CAR) T-cell therapy is shifting the treatment paradigm internationally for selected patients with relapsed and refractory B-cell Non- Hodgkin Lymphoma. Despite high response rates with durable responses achieved in a significant proportion of patients, over 50% of patients will have progressed at one year following treatment with the currently licensed anti-CD19 CAR T-cell therapies. This modality of therapy is also associated with acute and potentially life-threatening toxicities, requiring strict risk mitigation strategies. In this thesis, the design, preparation and implementation of a new third generation anti-CD19 CAR T-cell Phase 1 trial entitled ENABLE, for patients with relapsed and refractory B-cell Non-Hodgkin Lymphoma, is described in detail. Following a literature review of CAR T-cell therapy in patients with B-cell Non-Hodgkin Lymphoma, the rationale for the ENABLE trial design is discussed, along with regulatory and clinical requirements for setting up CAR T-cell therapy in New Zealand. The importance of international collaboration to inform aspects of study design, CAR T-cell product manufacturing and developing CAR T-cell toxicity management protocols, has been demonstrated. The early clinical experience on the ENABLE trial is presented along with provisional safety, pharmacokinetic and efficacy data from the first participant treated. This is the first time that CAR T-cell therapy has been administered in New Zealand, demonstrating CAR T-cell expansion in vivo; but also highlighting the complexities of the CAR T-cell product manufacturing process and the importance of evaluating feasibility of CAR T-cell manufacturing, as a key secondary endpoint of the study. Further clinical experience on the ENABLE trial is crucial to develop the potential for CAR T-Cell therapy to be a safe, feasible and effective option for selected New Zealand patients in the future.</p>

  • Dissertation
  • 10.26686/wgtn.17148182
A Phase 1 Dose Escalation Trial of Third Generation Chimeric Antigen Receptor (CAR) T-Cell Therapy for Relapsed and Refractory B-Cell Non Hodgkin Lymphoma
  • Jan 1, 2020
  • Philip George

<p>Anti-CD19 Chimeric Antigen Receptor (CAR) T-cell therapy is shifting the treatment paradigm internationally for selected patients with relapsed and refractory B-cell Non- Hodgkin Lymphoma. Despite high response rates with durable responses achieved in a significant proportion of patients, over 50% of patients will have progressed at one year following treatment with the currently licensed anti-CD19 CAR T-cell therapies. This modality of therapy is also associated with acute and potentially life-threatening toxicities, requiring strict risk mitigation strategies. In this thesis, the design, preparation and implementation of a new third generation anti-CD19 CAR T-cell Phase 1 trial entitled ENABLE, for patients with relapsed and refractory B-cell Non-Hodgkin Lymphoma, is described in detail. Following a literature review of CAR T-cell therapy in patients with B-cell Non-Hodgkin Lymphoma, the rationale for the ENABLE trial design is discussed, along with regulatory and clinical requirements for setting up CAR T-cell therapy in New Zealand. The importance of international collaboration to inform aspects of study design, CAR T-cell product manufacturing and developing CAR T-cell toxicity management protocols, has been demonstrated. The early clinical experience on the ENABLE trial is presented along with provisional safety, pharmacokinetic and efficacy data from the first participant treated. This is the first time that CAR T-cell therapy has been administered in New Zealand, demonstrating CAR T-cell expansion in vivo; but also highlighting the complexities of the CAR T-cell product manufacturing process and the importance of evaluating feasibility of CAR T-cell manufacturing, as a key secondary endpoint of the study. Further clinical experience on the ENABLE trial is crucial to develop the potential for CAR T-Cell therapy to be a safe, feasible and effective option for selected New Zealand patients in the future.</p>

  • Addendum
  • Cite Count Icon 6
  • 10.1111/bjh.18378
Addendum to British Society for Haematology Guideline for the management of mantle cell lymphoma, 2018 (Br. J. Haematol. 2018; 182: 46-62): Risk assessment of potential CAR T candidates receiving a covalent Bruton tyrosine kinase inhibitor for relapsed/refractory disease.
  • Jul 27, 2022
  • British journal of haematology
  • Maeve A O'Reilly + 7 more

The BSH guideline for the management of mantle cell lymphoma (MCL)1 is under review. Pending full revision of the document, the advent of chimeric antigen receptor (CAR) T-cell therapy at third-line has prompted this addendum, the focus of which is to provide additional guidance for haematologists on the selection, investigation and surveillance of MCL patients considered potential candidates for future CAR T-cell therapy. The management of patients with MCL who progress or are intolerant to a covalent Bruton tyrosine kinase inhibitor (cBTKi) remains a significant clinical challenge.2 Tecartus, an autologous CD19-targeting CAR T-cell therapy, has been granted conditional marketing authorisation by the European Medicines Agency (EMA) for relapsed or refractory MCL after two lines of therapy, including a BTKi. The ZUMA-2 study reported impressive initial responses (overall response 93%, complete response 67%) with 37% of evaluable patients in ongoing response at a median follow-up of 35.6 months.3, 4 Overall initial responses in high-risk disease such as pleomorphic/blastoid morphology, TP53 mutations or Ki-67 proliferation index ≥50% appeared comparable but small numbers preclude valid conclusions. Significant adverse events of grade 3 or higher included cytokine release syndrome (15%), neurological events (31%) and infection (32%).3 Real-world reporting, enriched for patients with poor prognostic features, has demonstrated similar initial rates of response and toxicity.5, 6 Subsequent to approval by the National Institute for Health and Care Excellence (NICE) in February 2021, 12 centres across the UK deliver this therapy with a review of each case in England and Wales by the National CAR T Clinical Panel (NCCP) using uniform criteria (Table 1). MCL patients managed in the UK in the pre-CAR T-cell therapy era and progressing on ibrutinib represented a poor prognostic group with a post-ibrutinib median overall survival (OS) of 1.4 months for all patients and 0.4 months for those unable to receive further systemic therapy (57%).7 The latter, with a predominance of older patients, inferior Eastern Cooperative Oncology Group (ECOG) performance status (PS) and blastoid histology (32%), had achieved a median median progression-free survival (PFS) of only 3.4 months with ibrutinib, highlighting a subset with resistant and rapidly progressive disease.7 An additional pooled trial analysis and extended follow-up of 370 patients receiving ibrutinib monotherapy at relapse established that disease bulk of 5 cm or larger, raised lactate dehydrogenase (LDH), high-risk Mantle Cell Lymphoma International Prognostic Index (MIPI) score, progression of disease within 24 months of front-line therapy (POD24) and blastoid histology predict for shorter PFS and OS.8, 9 Patients from this same cohort harbouring a TP53 mutation also demonstrate poor outcomes, with a median PFS of only 4.0 months.10 Overall, the above combined population of high-risk patients represent approximately 1/3 of all MCL patients receiving ibrutinib. A significant proportion within these described cohorts will now fulfil eligibility for Tecartus. A prior history of MCL in the CNS is not an exclusion Medical co-morbidities at discretion of CAR T-cell centre Pleural effusion and ascites not an exclusion Bone marrow function: Platelets ≥75 × 109/l Neutrophils ≥1 × 109/l Lymphocytes ≥0.1 × 109/l Lower acceptable, particularly if confirmed bone marrow involvement with MCL The advent of Tecartus as third-line therapy, with the potential for durable remissions in eligible patients, warrants a review of our national approach of the investigation and surveillance of MCL at first relapse, with the goal of anticipating and capturing early refractory disease or progression on second-line ibrutinib in potential CAR T candidates with high-risk disease. Accumulating unpublished real-world UK experience with Tecartus demonstrates that pace and burden of disease are the key factors associated with failure of CAR-eligible patients reaching T-cell harvest and/or CAR T-cell infusion. A higher rate of drop-out has been observed in patients with inferior ECOG PS, blastoid histology and bulk larger than 5 cm. Such disease characteristics mirror those associated with shorter responses on ibrutinib, again reflective of a particularly poor prognostic group. With the requisite time delays built into CAR T-cell delivery (referral to a CAR centre, T-cell harvest and manufacture) CAR T-cell return can take up to eight weeks. This raises the question of the feasibility of CAR T-cell therapy in those with high-risk MCL and florid progression on second-line therapy. Theoretically, earlier referral at the first sign of ibrutinib failure may mitigate some of the risk of drop-out, improving the accessibility of CAR T-cell therapy to such patients. We recommend that all patients considered potential candidates for future CAR T-cell therapy are assessed for cBTKi failure risk and discussed with a CAR T-cell centre at first relapse according to that risk. Referral for second-line CAR T could be considered in the context of a clinical trial. Risk assessment pre-cBTKi should include up-to-date imaging and Simplified MIPI (sMIPI) status. If patients relapse with a lymphocytosis, peripheral blood should be analysed for TP53 mutations. Where practical, a repeat biopsy should be sought to assess Ki-67 proliferation index, blastoid transformation and TP53 mutation analysis if blood sampling is not possible. This information, constitutional symptoms and disease burden should be used to formulate an impression of risk of early failure of cBTKi. High-risk patients should be followed closely; at least four-weekly face-to-face appointments in the first three months. Patients with significant constitutional symptoms showing no improvement after four weeks of ibrutinib should be considered for early re-imaging. All high-risk patients should have first imaging response assessment no later than 12 weeks. Best response of stable or progressive disease should prompt an urgent referral to a CAR T-cell centre. A repeat biopsy at progression post-BTKi should not be necessary unless imaging findings are inconclusive or an alternative diagnosis is suspected. Abrupt cessation of ibrutinib at this stage should be avoided due to risk of tumour flare.11 Stabilisation of disease may be required prior to T-cell harvest and where possible, bendamustine should be omitted due to its potential impact on T-cell fitness.4 A proposed surveillance strategy is demonstrated in Figure 1. Strong predictors of long-term durable remission post CAR T-cell therapy in MCL are incompletely explored. The evidence to date is limited by small numbers and short follow-up. In a real-world dataset (n = 33), low-risk smIPI score was associated with a superior PFS.5 In high-grade B-cell non-Hodgkin lymphoma markers of disease activity (i.e., bulk, LDH), 3+ extranodal sites and inferior ECOG PS correlate with inferior survival and immediate CAR T-related toxicity post-infusion.12-15 Extrapolating this experience to MCL, adequate disease control pre-CAR T infusion may be critical to improve the drop-out rate but also to optimise the chances of durable remission and improve tolerability of Tecartus. All authors contributed to the preparation and appraisal of this manuscript. Maeve A. O'Reilly and Toby A. Eyre led on the concept and design of this document. All authors approved the final submitted version. The authors would like to thank Dr Andrew McMillan for his contribution to this work. No funding received. Maeve A. O'Reilly: advisory boards, travel and honoraria from Kite/Gilead and Novartis. Robin Sanderson: Novartis and Kite/Gilead: advisory boards, honoraria, travel. William Wilson: no conflict of interest. Sunil Iyengar: Abbvie: conference support; Beigene: advisory board; Janssen: speaker fees; Kite: advisory board, speaker fees; Takeda: advisory board, speaker fees, conference support. Jonathan Lambert: Kite: advisory boards, education, conference fees; BMS/Takeda: conference fees. Rory McCulloch: Janssen: honorarium. Toby A. Eyre: Roche: education honorarium, advisory board honorarium, travel; Gilead/Kite: Honorarium; Research support; advisory board; Janssen: Honorarium; Abbvie: honorarium; travel. AstraZeneca: honorarium, research funding, travel; Loxo Oncology: advisory board honorarium, trial steering committee; Beigene: advisory board honorarium, research funding; Incyte: advisory board honorarium; Secura Bio: advisory board honorarium. Not applicable. Not applicable.

Save Icon
Up Arrow
Open/Close
Notes

Save Important notes in documents

Highlight text to save as a note, or write notes directly

You can also access these Documents in Paperpal, our AI writing tool

Powered by our AI Writing Assistant