Acute Lymphoblastic Leukemia Therapy Research Articles

Exploring the role of PARP1 inhibition in enhancing antibody–drug conjugate therapy for acute leukemias: insights from DNA damage response pathway interactions

BackgroundThe introduction of antibody–drug conjugates represents a significant advancement in targeted therapy of acute myeloid leukemia (AML) and acute lymphoblastic leukemia (ALL). Our study aims to investigate the role of the DNA damage response pathway and the impact of PARP1 inhibition, utilizing talazoparib, on the response of AML and ALL cells to Gemtuzumab ozogamicin (GO) and Inotuzumab ozogamicin (INO), respectively.MethodsAML and ALL cells were treated with GO, INO and γ-calicheamicin in order to induce severe DNA damage and activate the G2/M cell-cycle checkpoint in a dose- and time-dependent manner. The efficacy of PARP1 inhibitors and, in particular, talazoparib in enhancing INO or GO against ALL or AML cells was assessed through measurements of cell viability, cell death, cell cycle progression, DNA damage repair, accumulation of mitotic DNA damage and inhibition of clonogenic capacity.ResultsWe observed that both ALL and AML cell lines activate the G2/M cell-cycle checkpoint in response to γ-calicheamicin-induced DNA damage, highlighting a shared cellular response mechanism. Talazoparib significantly enhanced the efficacy of INO against ALL cell lines, resulting in reduced cell viability, increased cell death, G2/M cell-cycle checkpoint override, accumulation of mitotic DNA damage and inhibition of clonogenic capacity. Strong synergism was observed in primary ALL cells treated with the combination. In contrast, AML cells exhibited a heterogeneous response to talazoparib in combination with GO. Our findings suggest a potential link between the differential responses of ALL and AML cells to the drug combinations and the ability of talazoparibto override G2/M cell-cycle arrest induced by antibody–drug conjugates.ConclusionPARP1 emerges as a key player in the response of ALL cells to INO and represents a promising target for therapeutic intervention in this leukemia setting. Our study sheds light on the intricate interplay between the DNA damage response pathway, PARP1 inhibition, and response of γ-calicheamicin-induced DNA damages in AML and ALL. These findings underscore the importance of targeted therapeutic strategies and pave the way for future research aimed at optimizing leukemia treatment approaches.

Severe toxicities in amazonian populations and the role of precision medicine in acute lymphoblastic leukemia treatment.

Corticosteroids, such as prednisone or dexamethasone, constitute integral components of antineoplastic regimens for Acute Lymphoblastic Leukemia (ALL) therapy, albeit accompanied by significant adverse effects. The multifactorial nature of interindividual variability in drug response, encompassing genetic polymorphisms, underscores the complexity of pharmacotherapy outcomes. However, pharmacogenetic investigations hitherto have predominantly focused on cohorts of European and North American descent, thus limiting the generalizability of findings to populations with minimal representation. Indigenous populations in Brazil, particularly those inhabiting the Amazon region, exhibit a distinctive genetic heritage, predominantly characterized by Native American ancestry. These populations frequently manifest suboptimal therapeutic responses and elevated mortality rates following ALL treatment. Therefore, delineating the molecular signatures of genes implicated in the corticosteroid pathway within these indigenous cohorts assumes paramount importance. This study identified novel variants within genes associated with the glucocorticoid pathway in indigenous Amazonian populations and conducted comparative analyses of variant frequencies across diverse global populations. The findings underscore the genetic uniqueness of indigenous groups and highlight the potential impact of genetic factors on adverse responses to ALL treatment. Precision medicine approaches tailored to the genetic peculiarities of indigenous populations emerge as imperative strategies for optimizing therapeutic efficacy and mitigating treatment-related toxicities in these communities.

Bivalent CD47 Immunotoxin for Targeted Therapy of T-Cell Acute Lymphoblastic Leukemia

CD47 is overexpressed on the surface of many types of cancer cells, including T-cell acute lymphoblastic leukemia (T-ALL) cells. In this study, we have developed a diphtheria toxin-based bivalent anti-human CD47 immunotoxin (bi-CD47-IT) for the targeted therapy of CD47+ cancers using a unique diphtheria toxin-resistant yeast Pichia pastoris expression system. Bi-CD47-IT demonstrated compelling in vivo efficacy in multiple T-ALL cell line-derived xenograft (CDX) and patient-derived xenograft (PDX) mouse models. Bi-CD47-IT significantly prolonged the median survival of the tumor-bearing mice and highly effectively depleted the T-ALL blast cells in the peripheral blood, spleen, liver, bone marrow, brain, and spinal cord in the T-ALL CDX and PDX mouse models. Bi-CD47-IT cured 60% of tumor-bearing mice in a T-ALL Molt-4 CDX mouse model. Because CD47 is also expressed on normal tissues, including red blood cells and lymphocytes, specificity is a concern. We thus analyzed the in vitro binding avidity and hemagglutination of bi-CD47-IT in human red blood cells, finding no binding or hemagglutination. We further performed a toxicity study of bi-CD47-IT in humanized mice, which showed that bi-CD47-IT transiently depleted the human lymphocytes for ∼4 weeks after the 10-day treatment. No clinical adverse events were observed. As a result, bi-CD47-IT appears to possess the “optimal” binding avidity, with effective binding to human CD47+ T-ALL tumor cells, no binding to human red blood cells and weak binding to human lymphocytes. We believe that bi-CD47-IT is a promising and safe therapeutic drug candidate for the targeted therapy of CD47+ cancers.

T-Cell Receptor Signaling and Dysfunction during Blinatumomab Therapy in Pediatric Acute Lymphoblastic Leukemia

T-Cell Receptor Signaling and Dysfunction during Blinatumomab Therapy in Pediatric Acute Lymphoblastic Leukemia

Clinical Factors Associated with Prolonged Cytopenias after CD19 Chimeric Antigen Receptor T-Cell Therapy for Pediatric B-Cell Acute Lymphoblastic Leukemia

Clinical Factors Associated with Prolonged Cytopenias after CD19 Chimeric Antigen Receptor T-Cell Therapy for Pediatric B-Cell Acute Lymphoblastic Leukemia

Preclinical Development of a Novel Humanized and Fc-Engineered Antibody-Drug Conjugate for the Therapy of T-Cell Acute Lymphoblastic Leukemia

Preclinical Development of a Novel Humanized and Fc-Engineered Antibody-Drug Conjugate for the Therapy of T-Cell Acute Lymphoblastic Leukemia

Induction of Cyp2e1 contributes to asparaginase-induced hepatocyte sensitization to lipotoxicity

One of the leading therapies for acute lymphoblastic leukemia (ALL) is the chemotherapeutic agent PEGylated E. coli-derived-l-asparaginase (PEG-ASNase). Due to the high risk of dose-limiting liver injury, characterized by clinically elevated levels of hepatic transaminases, PEG-ASNase therapy is generally avoided in adult patients. Our preclinical investigations have indicated that PEG-ASNase-induced liver injury is associated with the release of free fatty acids (FFAs) from white adipose tissue (WAT), suggesting potential lipotoxic effects. However, it remains uncertain whether PEG-ASNase directly induces hepatotoxicity or sensitizes hepatocytes to FFA-induced toxicity. Our results show that PEG-ASNase treatment results in hepatocyte apoptosis and lipid peroxidation. Ex vivo and in vitro studies in mouse and human WAT suggest that PEG-ASNase induces the expression of adipose triglyceride lipase (ATGL), activates the lipase, and stimulates adipose tissue lipolysis, suggesting that the FFAs from WAT may contribute to the observed liver injury. Moreover, treatment with PEG-ASNase sensitizes hepatocytes to FFA-induced lipotoxicity. Mechanistically, our RNA-sequencing (RNA-seq) analyses reveal that PEG-ASNase-induced sensitization to lipotoxicity is accompanied by the induction of Cyp2e1. We demonstrated that this sensitization effect is attenuated by both pharmacological and genetic inhibition of Cyp2e1. Our findings suggest that PEG-ASNase therapy induces WAT lipolysis and sensitizes hepatocytes to hepatic lipotoxicity in a Cyp2e1-dependent manner.

Cerebrospinal fluid attenuates the efficacy of methotrexate against acute lymphoblastic leukemia cells

AbstractTreatment and prophylaxis of the central nervous system (CNS) is a standard component of acute lymphoblastic leukemia (ALL) therapy. However, CNS-directed therapies are a significant cause of morbidity, and CNS relapse remains a cause of treatment failure. CNS-directed ALL therapies must target leukemia cells within cerebrospinal fluid (CSF), a fluid that is compositionally distinct from plasma and has been shown to affect leukemia biology. Herein, we demonstrate that human CSF attenuates the potency and efficacy of antifolate drugs including methotrexate, the primary CNS-directed chemotherapeutic for >6 decades. Importantly, this effect of CSF on leukemia methotrexate sensitivity was reversible. Additional mechanistic studies support that diminished proliferation and activation of the integrated stress response in leukemia cells in the CSF may contribute to this resistance. Our findings suggest potential strategies to enhance methotrexate efficacy in CNS-directed ALL therapy and highlight the need to critically reassess even established standards of care.

Secondary haematological dysplasia after CAR-T-cell therapy foracute lymphoblastic leukaemia in children.

The use of CAR-T is becoming more widespread in the treatment of haematological malignancies. In adults, secondary myelodysplastic syndromes (MDS) after CAR-T have been described. However, there are currently no data on the risk of MDS following CAR-T in children treated for acute lymphoblastic leukaemia (ALL). We studied all children treated with CAR-T cells at Hospital Sant Joan de Déu in Barcelona and those with persistent cytopenias were evaluated at the cytological, cytogenetic, and molecular levels to look for MDS. A total of 106 patients received CAR-T for ALL. Among 40 patients without early relapse or subsequent therapy after CAR-T, four fulfilled the WHO criteria for myelodysplasia. These four patients had received a haematopoietic stem cell transplantation (HSCT) prior to CAR-T and presented cytopenias with severe dysplastic changes in bone marrow after CAR-T. One patient had clonal MDS with high-risk cytogenetics arising from the host cells requiring a HSCT. Three patients had non-progressive dysplasia arising from the donor cells. Two are alive in complete remission with stable cytopenias and one succumbed to ALL relapse. This is the first description of post-CAR-T MDS and haematological dysplasia in children and highlights the need to monitor children with persistent post-CAR-T cytopenias.

Association of SLC19A1 Gene Polymorphisms and Its Regulatory miRNAs with Methotrexate Toxicity in Children with Acute Lymphoblastic Leukemia.

Methotrexate (MTX) is an anti-folate chemotherapeutic agent that is considered to be a gold standard in Acute Lymphoblastic Leukemia (ALL) therapy. Nevertheless, toxicities induced mainly due to high doses of MTX are still a challenge for clinical practice. MTX pharmacogenetics implicate various genes as predictors of MTX toxicity, especially those that participate in MTX intake like solute carrier family 19 member 1 (SLC19A1). The aim of the present study was to evaluate the association between SLC19A1 polymorphisms and its regulatory miRNAs with MTX toxicity in children with ALL. A total of 86 children with ALL were included in this study and were all genotyped for rs2838958, rs1051266 and rs1131596 SLC19A1 polymorphisms as well as the rs56292801 polymorphism of miR-5189. Patients were followed up (48, 72 and 96 h) after treatment with MTX in order to evaluate the presence of MTX-associated adverse events. Our results indicate that there is a statistically significant correlation between the rs1131596 SLC19A1 polymorphism and the development of MTX-induced hepatotoxicity (p = 0.03), but there is no significant association between any of the studied polymorphisms and mucositis or other side effects, such as nausea, emesis, diarrhea, neutropenia, skin rash and infections. In addition, when genotype TT of rs1131596 and genotype AA of rs56292801 are both present in a patient then there is a higher risk of developing severe hepatotoxicity (p = 0.0104).

GAP JUNCTION FUNCTION IS ESSENTIAL FOR SURVIVAL OF ACUTE LYMPHOBLASTIC LEUKEMIA CELLS.

Acute lymphoblastic leukemia has an intimate physical relationship with nonmalignant bone marrow stromal cells. We have recently demonstrated that stromal cells contribute to the survival of leukemia cells and that there is a bidirectional transfer of intracellular material between them. Understanding the mechanisms of stromal support of leukemia may provide insights into new therapies. To test the hypothesis that gap junctions are formed between acute lymphoblastic leukemia cells and nonmalignant stromal cells, and that gap junction function is essential for the survival of leukemia cells. We employed a well-characterized in vitro model of human bone marrow stromal cells and primary human B lymphoblastic leukemia cells and measured leukemia cell survival in coculture using flow cytometry. We measured the effects of gap junction antagonist peptides, carbenoxolone (a drug known to interfere with the gap junction function), and several leukemia chemotherapy drugs including methotrexate upon leukemia cell survival. We demonstrated that stromal cells need to be alive and metabolically active to keep leukemia cells alive. Physical contact between stromal and leukemia cells leads to an increase in gap junction proteins in leukemia cells. Gap junction inhibitory peptides impaired leukemia cell survival as did carbenoxolone, a nonpeptide inhibitor of the gap junction function. Stromal cell survival was not affected. We observed a very modest enhancement of methotrexate antileukemia activity by low-dose carbenoxolone but no significant interactions with dexamethasone, vincristine, mercaptopurine, or doxorubicin. These studies demonstrate that acute lymphoblastic cell survival is impaired by interference with the gap junction function. The development of drugs targeting gap junctions may provide a novel approach to the therapy of acute lymphoblastic leukemia.

Assessment of transfusion-induced iron overload with T2*MRI in survivors of childhood acute lymphoblastic leukemia: A case control study

IntroductionChildhood acute lymphoblastic leukemia survivors receiving multiple packed red blood transfusions may be at risk of vital organ iron deposition causing long-term complications. This study was undertaken to assess the prevalence and severity of iron overload in the liver and heart by magnetic resonance imaging. MethodsA case-control study was conducted on 60 acute lymphoblastic leukemia survivors aged from 6 to 18 years and 60 healthy, age- and sex-matched children as a control group. The hematological profile, and serum ferritin was assessed and the iron content of the liver and heart was measured by T2* magnetic resonance imaging. ResultsTwenty-six (43.3 %) and two (3.3 %) patients had elevated liver and myocardial iron concentrations, respectively. The statistics show a significantly positive correlation between liver T2* magnetic resonance and serum ferritin. The total volume of blood transfused and duration of follow up were associated with elevated liver iron concentrations (p-values = 0.036 and 0.028 respectively). Myocardial T2* magnetic resonance lacked correlation with serum ferritin and transfusion therapy ConclusionLiver iron overload was detected in children and adolescents after acute lymphoblastic leukemia therapy. The risk of iron overload was related mainly to the transfusion burden during therapy. These patients need monitoring after therapy to assess their need for future chelation therapy.

Cerebral Sinus Venous Thrombosis in Pediatric Acute Lymphoblastic Leukemia: Incidence, Clinical Characteristics, and Long-term Neurologic Outcomes.

To describe the incidence, clinical characteristics, and long-term outcomes of cerebral sinus venous thrombosis in children with acute lymphoblastic leukemia. This was a retrospective cohort study comprising pediatric patients with newly diagnosed or first-relapse acute lymphoblastic leukemia who developed cerebral sinus venous thrombosis at Texas Children's Hospital from 2002 to 2019. Nineteen cases (1.7%) with cerebral sinus venous thrombosis were identified in all pediatric patients with acute lymphoblastic leukemia (n = 1129). Increased risk of cerebral sinus venous thrombosis was observed with age >10 years (P = .006). Twelve cases (63%) occurred during the induction, 4 (21%) during maintenance, and 3 (16%) during the consolidation phases of leukemia therapy. Seizures (10/19) and headaches (9/19) were the most common presenting symptoms. After treatment with anticoagulation therapy, we observed full resolution of thrombosis in 10 (53%) and partial resolution in 8 patients (42%). Long-term neurologic outcomes at follow-up in the 14 patients who survived included normal neurologic examinations (n = 10), epilepsy (n = 3), and focal neurologic deficits (n = 2). The death occurred in 5 individuals. Cerebral sinus venous thrombosis is a notable complication of pediatric acute lymphoblastic leukemia therapy. Older age (>10 years) was a risk factor for developing cerebral sinus venous thrombosis. Despite variable patient presentations and treatment durations, favorable clinical outcomes were observed in most patients after the treatment with anticoagulation for a minimum of 3 months.

Minimal Residual Disease in Pediatric Acute Lymphoblastic Leukemia

Background and ObjectiveThe detection of minimal residual disease at the end of initial therapy in Acute Lymphoblastic Leukemia to assess risk stratification is gaining clinical significance. While minimal residual disease assesses the extent of remission, remission is still defined by bone marrow morphology. The aim of this study is to determine the significance of minimal residual disease. Methods: In this cross-sectional study conducted at Zheen Oncology Center and Azadi hospital in Duhok, Iraq, data was collected from 46 patients’ records. Residual disease was detected by flow cytometry. On day 29 of induction therapy, a bone marrow sample was obtained for morphology and flow cytometry. The presence or absence of MRD was determined by using 8-color flow cytometry. Results: The median age of the study was 7 years and the male to female ratio was 1.7:1. B-cell lymphoblastic leukemia accounted for 80.43% and T-cell was 19.57%. Bloodounts at diagnosis revealed a mean white blood cell count of 74.32 x /L, mean hemoglobin level of 8.75, g/dL, and a mean platelet count of 97.84 x L. Minimal residual diease positive results were seen in 29 cases; 21 cases were of B-cell leukemia (56.75) and 8 (88.88) cases were T-cell leukemia. Minimal residual disease negative results were achieved in 17 cases; 43.24% were of B-cell origin (p value <0.001), 11.11% were of T-cell origin (p value 0.008). Remission was achieved in 81.08 cases of B-cell (p value 0.103), and 66.66 of T-cell (p value 0.403). 16.21% of B-cell leukemia passed away (p value <0.001) and 33.33% of T-cell leukemia (p value 0.065). Conclusion: Flow cytometry should be done in addition to bone marrow morphology.

Antimetabolite dose intensity and adverse outcomes in children with acute lymphoblastic leukemia: a COG-AALL03N1 report

AbstractThe association between antimetabolite dose intensity (DI) and adverse events among children receiving maintenance therapy for acute lymphoblastic leukemia (ALL) remains unclear, especially in the context of antimetabolite adherence. Using Children’s Oncology Group AALL03N1 data, we examined the association between high DI during the first 4 study months and (i) treatment-related toxicities during the subsequent 2 study months; and (ii) relapse risk. Patients were classified into a high DI phenotype (either 6-mercaptopurine [6-MP] or methotrexate [MTX] DI ≥110% during the first 4 study months, or 6-MPDI or MTXDI 100%-110% at study enrollment and ≥25% increase over the 4 study months) and normal DI phenotype (all others). Only patients with wild-type TPMT and NUDT15 were included. 6-MP adherence data were available for 63.7% of study participants and used to stratify as adherent (median adherence ≥85%) and nonadherent (median adherence <85%) participants. Multivariable analyses were adjusted for sociodemographic and clinical prognosticators. Of the 644 patients, 29.3% were exposed to high DI. High DI was associated with a 2.1-fold greater odds of hematologic toxicity (95% confidence interval [CI] = 1.4-3.1; reference: normal DI) in the entire cohort and 2.9-fold higher among adherers (95% CI = 1.6-5.1); odds were comparable among nonadherers (2.1-fold; 95% CI = 0.4-10.1). Although high DI was not associated with relapse in the entire cohort (adjusted hazard ratio [aHR] = 1.4; 95% CI = 0.8-2.4), it was associated with a greater hazard of relapse among adherent participants (aHR = 2.4; 95% CI = 1.0-5.5) but not among nonadherent participants (aHR = 0.9; 95% CI = 0.2-3.8). Dose escalation above protocol doses during maintenance therapy for ALL should be done cautiously after assessing adherence to prescribed therapy.

ALL-475 Asparaginase-Associated Pancreatitis in Egyptian Children Receiving Total XV Therapy for Acute Lymphoblastic Leukemia (ALL)

ALL-475 Asparaginase-Associated Pancreatitis in Egyptian Children Receiving Total XV Therapy for Acute Lymphoblastic Leukemia (ALL)

Genetic polymorphisms and their association with methotrexate polyglutamates during maintenance treatment in Korean children and young adults with acute lymphoblastic leukemia

The aim of this study was to investigate the impact of genetic polymorphisms on methotrexate (MTX) metabolism in Korean children and young adults with acute lymphoblastic leukemia, specifically focusing on MTX polyglutamates (MTX-PGs) in erythrocytes, which have been rarely studied. Korean children and young adult patients undergoing maintenance therapy for acute lymphoblastic leukemia, who were receiving weekly oral MTX doses of 20 mg/m²/week, were prospectively included. We investigated erythrocyte MTX-PG (PG1 to PG5) levels, MTX-PG/MTX dose ratios, and 222 genetic polymorphisms spanning 78 genes and three intergenic areas related to MTX transport, folate cycle metabolism, purine/pyrimidine pathways, and non-pathway genes (including TPMT and NUDT15 genotypes) to explore their association with MTX metabolism. MTX-PG levels were associated with MTX dose (p < 0.05), and MTX-PG3 comprised the majority of the total MTX-PGs, with a median of 39.3 %. Various polymorphisms within the same gene demonstrated differing associations with each type of MTX-PG, underscoring the complexity of MTX pharmacogenetics. Among the polymorphisms examined, 14 across 13 genes showed significant associations with MTX-PG2–5 levels, even after adjusting for the false discovery rate (ABCC5, ATG16L1, CEP72, FSTL5, GMPS, HTR3A, IMPDH1, NT5C2, SLC28A3, SLCO1B3, SUCLA2, TPMT, and TYMS). This study enhances our understanding of genetic polymorphisms in MTX metabolism and therapeutic monitoring for MTX maintenance, promoting personalized medicine in acute lymphoblastic leukemia patients.

The characterization and the impact of CSF pleocytosis during blinatumomab therapy for adult acute lymphoblastic leukemia

Reactive pleocytosis in the CSF has been observed with blinatumomab but has not been well-described. We performed a retrospective study of 88 patients who received intrathecal chemotherapy (IT) while on blinatumomab with CSF analyzed to determine if pleocytosis had an impact efficacy and safety. Blinatumomab was used for relapsed/refractory 62.5%, MRD-positive 31.8%, and consolidation in MRD-negative 5.7%. The incidence of pleocytosis in CSF was 51% and was more frequent after day 15 (55.8% vs. 18.2%, p = 0.025). Pleocytosis did not impact CR, clearance of MRD positivity, PFS and OS rates. Lower incidence of non-CNS extramedullary relapse was seen (3.7% vs. 30.8%, p = 0.011) with pleocytosis in CSF. Analysis of CSF by flow cytometry showed median CD4:CD8 ratio of 1.34. In conclusion, CSF pleocytosis is prevalent with blinatumomab but only demonstrated lower rates of non-CNS extramedullary relapse but no impact on CNS relapse or neurotoxicity.

Treatment results of lymphoblastic lymphomas from progenitor cells according to ALL IC-BFM 2002/2009 protocols: monocenter clinical trial

Introduction. The acute lymphoblastic leukemia (ALL) therapy programs developed by the BFM group (Berlin-Frankfurt-Munster) are used to treat lymphoblastic lymphomas from precursor cells (LBL) and are the most effective treatment methods in the world.Aim. To assess the treatment results of LBL in children according to the ALL IC-BFM 2002/2009 protocols in a clinical trial of a single center.Materials and methods. From 2002 to 2022 a retrospective and prospective study included 70 patients aged 2 to 17 years with newly diagnosed LBL, with a median age of 9.4 years. There were 1.5 times more male patients than female (43:27). LBL from T-cells progenitor (T-LBL) was diagnosed in 61 patients (87 %), and LBL from B-cells progenitor (B-LBL) — in 9 (13 %). 59 (84.3 %) patients were included in the intermediate risk (IR) group and 11 (15.7 %) patients — in high-risk (HR) group. There were no patients in the study cohort who met the criteria of the standard risk group (SR).Results. The 10-year OS in the group of patients treated according to the ALL IC-BFM 2002/2009 protocols was 95.4 ± 2.6 %; the 10-year RFS — 91.9 ± 4.9 %; the 10-year EFS — 86.7 ± 5.6 %. When analyzing survival rates depending on the prognostic risk group, the 10-year OS for patients of the intermediate risk group was 96.6 ± 2.6 %, and for patients of the high-risk group — 90.9 ± 8.7 %.Conclusions. The obtained results confirm the high effectiveness of the ALL IC-BFM 2002/2009 protocols in the treatment of LBL.

Prediction of Response to FDA-Approved Targeted Therapy and Immunotherapy in Acute Lymphoblastic Leukemia (ALL).

Acute lymphoblastic leukemia (ALL) represents the predominant cancer in pediatric populations, though its occurrence in adults is relatively rare. Pre-treatment risk stratification is crucial for predicting prognosis. Important factors for assessment include patient age, white blood cell (WBC) count at diagnosis, extramedullary involvement, immunophenotype, and cytogenetic aberrations. Minimal residual disease (MRD), primarily assessed by flow cytometry following remission, plays a substantial role in guiding management plans. Over the past decade, significant advancements in ALL outcomes have been witnessed. Conventional chemotherapy has remarkably reduced mortality rates; however, its intensive nature raises safety concerns and has led to the emergence of treatment-resistant cases with recurrence of relapses. Consequently, The U.S. Food and Drug Administration (FDA) has approved several novel treatments for relapsed/refractory ALL due to their demonstrated efficacy, as indicated by improved complete remission and survival rates. These treatments include tyrosine kinase inhibitors (TKIs), the anti-CD19 monoclonal antibody blinatumomab, anti-CD22 inotuzumab ozogamicin, anti-CD20 rituximab, and chimeric antigen receptor (CAR) T-cell therapy. Identifying the variables that influence treatment decisions is a pressing necessity for tailoring therapy based on heterogeneous patient characteristics. Key predictive factors identified in various observational studies and clinical trials include prelymphodepletion disease burden, complex genetic abnormalities, and MRD. Furthermore, the development of serious adverse events following treatment could be anticipated through predictive models, allowing for appropriate prophylactic measures to be considered. The ultimate aim is to incorporate the concept of precision medicine in the field of ALL through valid prediction platform to facilitate the selection of the most suitable treatment approach.