Minimal Residual Disease Assessment of Remission after Induction Therapy Is Superior to Morphologic Assessment for Risk Stratification in Childhood Acute Lymphoblastic Leukemia: A Report from the Children's Oncology Group (COG)
Bibliographic record
Abstract
Abstract Background: Minimal residual disease (MRD) assessment after initial therapy is integral to modern risk stratification in both precursor B and T lineage acute lymphoblastic leukemia (B-ALL and T-ALL). While MRD is used to determine depth of remission, remission is still defined, both in clinical practice and clinical trials, according to morphological assessment. We aimed to determine the outcomes of children, adolescents and young adults with discordant assessments of remission by morphology vs. by MRD, and in doing so, the extent to which morphologic assessment of remission contributes to risk assessment in this population. Methods: We identified a cohort of patients age 1-30.99 years enrolled on frontline COG trials for B-ALL [standard risk (SR): AALL0331; high risk (HR) AALL0232] and T-ALL (AALL0434) that underwent bone marrow assessment of remission at the end of induction therapy (Day 29). Morphologic response was assessed by local centers and was categorized according to traditional criteria: M1 (<5% leukemic blasts - remission) vs. M2 (5-25%) vs. M3 (>25%). MRD was measured by flow cytometry at one of two central laboratories. We determined predictors of MRD discordance and compared event free survival (EFS) between those with discordant vs. concordant morphology/MRD remission assessments. Results: Day 29 remission assessments and central MRD data were available on 9,350 patients, 7,857 (84%) with B-ALL (AALL0331: N=5049; AALL0232: N=2808) and 1,493 (16%) with T-ALL. Table 1 shows the distribution of end induction marrow morphology vs. flow cytometry results. Few patients with M2/M3 marrows had discordant low MRD values. For example, of 84 patients with M3 morphology, only 2 (2.4%) had MRD <5%. Of 202 patients with M2/M3 morphology, 23 (11.4%) had MRD<1% and 9 (4.5%) had MRD<0.1%. Subsequent analyses of discordance were thus restricted to patients with M1 morphology but flow cytometry consistent with failure to achieve remission (MRD>=5%). Using this definition, discordance was uncommon among subjects with B-ALL (66/7,748; 0.9%) but significantly more common in T-ALL (97/1,400; 6.9%; p<0.0001). Among subjects with B-ALL and M1 morphology, significant predictors of discordance (MRD>=5%) in multivariable regression included variables traditionally associated with poor response: age >=10 years [odds ratio (OR)=1.7, 95th percentile confidence interval (CI) 1.1-2.8; p=0.03), presenting white blood cell count >=50,000/microliter (OR=2.1, CI 1.3-3.6; p=0.004), and unfavorable compared to favorable cytogenetics (OR=31, CI 8.9-109; p<0.0001). In B-ALL, subjects with end induction M1 morphology but discordant MRD (>=5%) had modestly superior 5-year EFS when compared to those with M2 morphology and MRD >=5% (33.1%±6.2% vs. 22.0%±6.9%; p=0.03), but EFS was significantly inferior to those with M1 morphology and concordant MRD (<5%) (33.1%±6.2% vs. 86.8%±0.4%; p<0.0001) (Figure 1). In T-ALL, the 5-year EFS of subjects with M1 morphology/discordant MRD was not significantly different from those with M2 morphology and MRD >=5% (80.3%±7.3% vs. 62.7%±13.5%; p=0.13); outcomes of both groups were superior to their equivalents with B-ALL, in keeping with known slower disease clearance kinetics in T-ALL. Conclusions: Patients in morphologically defined remission but with MRD >=5% have outcomes similar to those who fail to achieve morphological remission. These results suggest that, in addition to measuring depth of remission, MRD should replace morphology in defining remission in subjects with ALL, with consequent implications for risk stratification, treatment assignment and eligibility for experimental agents. Disclosures Loh: Bristol Myers Squibb: Membership on an entity's Board of Directors or advisory committees; Abbvie: Research Funding. Borowitz:HTG Molecular: Consultancy; Bristol-Myers Squibb: Research Funding; MedImmune: Research Funding; BD Biosciences: Research Funding. Wood:Juno: Other: Laboratory Services Agreement; Pfizer: Honoraria, Other: Laboratory Services Agreement; Amgen: Honoraria, Other: Laboratory Services Agreement; Seattle Genetics: Honoraria, Other: Laboratory Services Agreement.
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How this classification was reachedexpand
Full frame machine prediction
Teacher imitationNot calibrated prevalence, not ground truth. Human validation pending. The Gemma side is a direct model label for every work in the frame, read from the title-only record. The Codex side is a classifier learned from the 10,348 direct Codex labels and calibrated to design-weighted sample rates; fields without enough sample support carry no Codex call. Candidate is the union of the two sides; consensus is their intersection. These outputs are machine_predicted_unvalidated and are not human labels.
Distilled classifier scores by category (both heads)
| Category | Codex | Gemma |
|---|---|---|
| Metaresearch | 0.003 | 0.007 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.000 | 0.001 |
| Science and technology studies | 0.000 | 0.000 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.000 | 0.000 |
| Research integrity | 0.000 | 0.000 |
| Insufficient payload (model declined to judge) | 0.000 | 0.000 |
Machine scores (provisional)
The two teacher heads of the student model, read on this work. A score orders the frame for review; it never asserts a category, and the validation status ships verbatim with every row.
Baseline scores from an immature model (maturity gate not passed, 7 training rounds). Scores rank; they never assert a category.
score_only:v0-immature-baseline · verbatim from the scoring run: score_only means the number may rank works, and no category label ships from itClassification
machine, unvalidatedMachine predicted; a candidate call from one source (direct Gemma or distilled Codex), not a consensus.
How this classification was reached, model by model and score by score, is at the end of the page under "How this classification was reached".