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Record W2670680731 · doi:10.1182/blood.v128.22.758.758

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)

2016· article· en· W2670680731 on OpenAlexaff
Sumit Gupta, Meenakshi Devidas, Si Chen, Cindy Wang, Mignon L. Loh, Elizabeth A. Raetz, Patrick A. Brown, Andrew J. Carroll, Nyla A. Heerema, Julie M. Gastier‐Foster, Kimberly P. Dunsmore, Eric Larsen, Kelly W. Maloney, Leonard A. Mattano, Stuart S. Winter, Naomi Winick, William L. Carroll, Stephen P. Hunger, Michael J. Borowitz, Brent L. Wood

Bibliographic record

VenueBlood · 2016
Typearticle
Languageen
FieldMedicine
TopicAcute Lymphoblastic Leukemia research
Canadian institutionsHospital for Sick ChildrenUniversity of Toronto
Fundersnot available
KeywordsMinimal residual diseaseMedicineInternal medicineOncologyPopulationCohortCogBone marrowClinical trialComplete remissionAcute lymphocytic leukemiaLeukemiaChemotherapyLymphoblastic Leukemia

Abstract

fetched live from OpenAlex

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.

Fetched live from OpenAlex and de-inverted. Abstracts are not stored in this database: the inverted indexes are 8.6 GB of the frame’s 9.3 GB of text, and the host has 13 GB free.

How this classification was reachedexpand

Full frame machine prediction

Teacher imitation

Not 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.

metaresearch head score (Codex)0.003
metaresearch head score (Gemma)0.007
Version: metacan-v3-hybrid-931329e0061cValidation status: machine_predicted_unvalidated
Candidate categoriesnone
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Observational · Consensus signal: Observational
GenreCandidate signal: Empirical · Consensus signal: Empirical
Teacher disagreement score0.003
Threshold uncertainty score0.015

Distilled classifier scores by category (both heads)

CategoryCodexGemma
Metaresearch0.0030.007
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0000.000
Bibliometrics0.0000.001
Science and technology studies0.0000.000
Scholarly communication0.0000.000
Open science0.0000.000
Research integrity0.0000.000
Insufficient payload (model declined to judge)0.0000.000

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.

Opus teacher head0.017
GPT teacher head0.323
Teacher spread0.307 · how far apart the two teachers sit on this one work
Validation statusscore_only:v0-immature-baseline · verbatim from the scoring run: score_only means the number may rank works, and no category label ships from it

Classification

machine, unvalidated

Machine predicted; a candidate call from one source (direct Gemma or distilled Codex), not a consensus.

The models applied no category: nothing in the taxonomy fit this work.
Study designObservational
Domainnot available
GenreEmpirical

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".

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Citations2
Published2016
Admission routes1
Has abstractyes

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