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TIRABRUTINIB FOR THE TREATMENT OF RELAPSED OR REFRACTORY PRIMARY CENTRAL NERVOUS SYSTEM LYMPHOMA: EFFICACY AND SAFETY FROM THE PHASE II PROSPECT STUDY 替拉替尼治疗复发或难治性原发性中枢神经系统淋巴瘤:来自ii期前景研究的有效性和安全性
IF 3.3 4区 医学
Hematological Oncology Pub Date : 2025-06-16 DOI: 10.1002/hon.70093_88
L. Nayak, C. Grommes, A. Kallam, D. Peereboom, P. Ambady, J. Mendez, D. Aregawi, A. Sumrall, A. Omuro, F. Iwamoto, J. Dietrich, Y. Umemura, R. Munker, U. Chukwueke, L. Schaff, S. Prados, A. Takazawa, A. Aoi, T. Batchelor
{"title":"TIRABRUTINIB FOR THE TREATMENT OF RELAPSED OR REFRACTORY PRIMARY CENTRAL NERVOUS SYSTEM LYMPHOMA: EFFICACY AND SAFETY FROM THE PHASE II PROSPECT STUDY","authors":"L. Nayak, C. Grommes, A. Kallam, D. Peereboom, P. Ambady, J. Mendez, D. Aregawi, A. Sumrall, A. Omuro, F. Iwamoto, J. Dietrich, Y. Umemura, R. Munker, U. Chukwueke, L. Schaff, S. Prados, A. Takazawa, A. Aoi, T. Batchelor","doi":"10.1002/hon.70093_88","DOIUrl":"https://doi.org/10.1002/hon.70093_88","url":null,"abstract":"<p><b>Introduction</b>: Primary central nervous system lymphoma (PCNSL) is a rare, aggressive form of non-Hodgkin lymphoma localized to the brain, cerebrospinal fluid, or eyes. For patients with PCNSL, treatment options are limited, standard of care is not well established, and prognosis is poor, particularly in the relapsed or refractory (r/r) setting. Tirabrutinib, a highly potent selective second-generation Bruton’s tyrosine kinase inhibitor, is approved in Japan, Taiwan, and South Korea based on a phase I/II study that demonstrated clinical activity in Japanese patients with r/r PCNSL. There are no currently approved drug therapies for PCNSL in the US or Europe. Here we report results from the PROSPECT study (NCT04947319) conducted in the US.</p><p><b>Methods</b>: In this open-label phase II study, patients with r/r PCNSL received oral tirabrutinib 480 mg as monotherapy once daily until disease progression or unacceptable toxicity. The primary endpoint was overall response rate (ORR) assessed by Independent Review Committee. Secondary endpoints included duration of response (DOR), time to response (TTR), best overall response (BOR), and safety. Overall survival (OS) and progression-free survival (PFS) were exploratory endpoints.</p><p><b>Results</b>: Forty-eight patients were enrolled. Median age was 65.5 y (range, 34–87). With a median follow-up of 11.2 mo as of November 1, 2024 (data cut-off), ORR was 66.7% (<i>n</i> = 32), with a complete response rate (CRR), confirmed (CR) + unconfirmed (CRu), of 43.8% (<i>n</i> = 21) and a partial response rate of 22.9% (<i>n</i> = 11). Median DOR was 9.3 mo (range, 0.0–23.5), and median TTR was 0.95 mo (range, 0.9–3.7). Median OS was not reached (range, 1.0–33.0); median PFS was 6.0 mo (range, 0.0–26.0). Overall incidence of any-grade treatment-emergent adverse events (TEAEs) was 97.9% (<i>n</i> = 47) and grade ≥ 3 was 56.3% (<i>n</i> = 27). Any-grade treatment-related adverse events (TRAEs) were experienced by 75.0% (<i>n</i> = 36), most frequently anemia (18.8%), fatigue (14.6%), neutrophil count decreased (14.6%), pruritus (14.6%), rash (14.6%), and maculo-papular rash (14.6%). Grade ≥ 3 TRAEs were experienced by 27.1% (<i>n</i> = 13), most frequently neutrophil count decreased (8.3%) and rash maculo-papular (4.2%). Deaths related to TEAEs occurred in 2 (4.2%) patients: 1 patient died from seizure and pneumonia, and the other from a fall; these grade 5 TEAEs were considered unrelated to study treatment. At data cutoff, 27.1% (<i>n</i> = 13) of patients remain on tirabrutinib treatment. Main reasons for discontinuation were disease progression (54.2%, <i>n</i> = 26) and death (8.3%, <i>n</i> = 4), and 1 (2.1%) patient discontinued due to an AE; deaths included the 2 patients with grade 5 TEAEs.</p><p><b>Conclusions</b>: With an ORR of 66.7%, CR/CRu rate of 43.8%, median DOR of 9.3 mo, and a manageable safety profile, the PROSPECT trial supports tirabrutinib monotherapy as a potentially effective treat","PeriodicalId":12882,"journal":{"name":"Hematological Oncology","volume":"43 S3","pages":""},"PeriodicalIF":3.3,"publicationDate":"2025-06-16","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://onlinelibrary.wiley.com/doi/epdf/10.1002/hon.70093_88","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"144299699","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":4,"RegionCategory":"医学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"OA","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
WHOLE GENOME SEQUENCING OF SERIAL FL BIOPSIES FROM 96 PATIENTS WITH FOLLICULAR LYMPHOMA REVEAL TREATMENT-SPECIFIC PATTERNS OF TUMOUR EVOLUTION 来自96例滤泡性淋巴瘤患者的全基因组测序显示肿瘤进化的治疗特异性模式
IF 3.3 4区 医学
Hematological Oncology Pub Date : 2025-06-16 DOI: 10.1002/hon.70093_80
L. K. Hilton, M. Fujisawa, E. Tse, C. Sarkozy, A. C. Lo, K. Dreval, B. Meissner, M. Boyle, J. W. Craig, G. W. Slack, P. Farinha, A. Lytle, C. L. Freeman, A. S. Gerrie, D. Villa, K. J. Savage, L. H. Sehn, A. Karsan, R. D. Morin, C. Steidl, D. W. Scott
{"title":"WHOLE GENOME SEQUENCING OF SERIAL FL BIOPSIES FROM 96 PATIENTS WITH FOLLICULAR LYMPHOMA REVEAL TREATMENT-SPECIFIC PATTERNS OF TUMOUR EVOLUTION","authors":"L. K. Hilton, M. Fujisawa, E. Tse, C. Sarkozy, A. C. Lo, K. Dreval, B. Meissner, M. Boyle, J. W. Craig, G. W. Slack, P. Farinha, A. Lytle, C. L. Freeman, A. S. Gerrie, D. Villa, K. J. Savage, L. H. Sehn, A. Karsan, R. D. Morin, C. Steidl, D. W. Scott","doi":"10.1002/hon.70093_80","DOIUrl":"https://doi.org/10.1002/hon.70093_80","url":null,"abstract":"<p><b>Introduction:</b> Follicular lymphoma (FL) is a heterogeneous disease in terms of clinical course, treatment landscape, and molecular features. Patients presenting with limited stage disease may be treated with radiation therapy (RT), which is effectively curative in over 50% of patients, while those with disseminated disease may be observed or treated with a range of systemic therapies depending on symptoms and extent of disease. Sequencing of serial FL biopsies has demonstrated the existence of a population of cells ancestral to the diagnostic tumour and subsequent FL progression and transformation. We hypothesized that different presentations, and treatments thereof, would have distinct effects on the genomic evolution of FL.</p><p><b>Methods:</b> Paired biopsies and matched constitutional DNA from 96 FL patients who experienced either FL progression (pFL) or histological transformation (tFL) to aggressive lymphoma were profiled with whole genome sequencing (WGS). 21 patients with limited-stage disease received RT with curative intent, and all but 3 relapses occurred outside of the RT field. For the remaining patients with advanced stage, 39 were treated with (immuno)chemotherapy and 36 were observed as the management between biopsies. The median time between biopsies was 2.6 y and was not significantly different between treatment groups. Within the RT group, the second biopsy was tFL in 6 patients (29%), compared to 16 (41%) and 12 (30%) in the systemic therapy and observation cohorts, respectively. Somatic variants were identified with an ensemble variant calling approach.</p><p><b>Results:</b> There were no significant differences in mutation frequencies of any known FL genes when comparing diagnosis versus relapse, pFL versus tFL, or treatment. Mutations in <i>KMT2D</i> and the <i>CREBBP</i> lysine acetyltransferase (KAT) domain were significantly more likely to be ancestral (identical variants in both tumours), while mutations in <i>BCR</i> were more likely to be divergent (exclusive to one tumour; FDR < 0.1; Figure A). We quantified degree of divergence between tumours as the percentage of mutations exclusive to one time point. Both diagnostic and relapsed tumours were significantly more divergent in patients treated with RT, and there were no significant differences in divergence between patients who were observed versus received systemic therapy (<i>p</i> < 0.05; Figure B). Divergence correlated with time between biopsies only in patients treated with RT (R 0.4–0.5, <i>p</i> < 0.05).</p><p><b>Conclusions:</b> Leveraging data from patients who experience lymphoma after curative-intent RT, the inferred ancestral clone is sparser in terms of mutation burden compared to advanced stage patients. These data suggest that the ancestor of relapses in these patients is more likely to be a pre-malignant precursor cell, reflecting the effectiveness of RT in eradicating the fully-developed FL in limited-stage patients.</p><p><b>Resea","PeriodicalId":12882,"journal":{"name":"Hematological Oncology","volume":"43 S3","pages":""},"PeriodicalIF":3.3,"publicationDate":"2025-06-16","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://onlinelibrary.wiley.com/doi/epdf/10.1002/hon.70093_80","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"144299769","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":4,"RegionCategory":"医学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"OA","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
MECHANISMS OF RESISTANCE TO SMALL MOLECULE INHIBITORS 对小分子抑制剂的耐药性机制
IF 3.3 4区 医学
Hematological Oncology Pub Date : 2025-06-16 DOI: 10.1002/hon.70093_67
J. F. Seymour
{"title":"MECHANISMS OF RESISTANCE TO SMALL MOLECULE INHIBITORS","authors":"J. F. Seymour","doi":"10.1002/hon.70093_67","DOIUrl":"https://doi.org/10.1002/hon.70093_67","url":null,"abstract":"<p>The development of targeted small molecule inhibitors of key tumorigenic and survival mechanisms, especially those involved in the B-cell receptor (Bruton Tyrosine Kinase (BTK) and PI3-kinase (PI3K)) and apoptosis (BCL2) pathways, have transformed the treatment landscape for many indolent lymphoproliferative disorders. The relevant approved agents are: Ibrutinib, acalbrutinib and Zanubrutinib as covalent inhibitors, and Pirtobrutinib as a non-covalent inhibitor of BTK, Idelalisib as a PI3K inhibitor and Venetoclax as a BCL2 inhibitor. These agents have had the greatest impact in chronic lymphocytic leukemia (CLL) but also significant utility in mantle-cell lymphoma (MCL), Waldenström macroglobulinemia (WM) and marginal zone lymphoma (MZL). Focusing on CLL as the exemplar disease context, true primary resistance is uncommon and often reveals the presence of a transformed clone (Richter transformation). Emergence of secondary resistance increases with the duration of drug exposure and commonly involves the emergence and ultimate outgrowth of clones with acquired mutations in either the target gene (<i>BTK</i> or <i>BCL2</i>) or alternative activating or bypassing mutations or dysregulation in other pathway member genes which functionally mitigate the inhibitory action of the drug; examples are <i>PLCɣ</i> mutations downstream of BTK, or BCL-Xl or MCL1 as alternative anti-apoptotic molecules overcoming BCL2 inhibition. It is now recognised that there are often multiple sub-clones with a range of these acquired changes present simultaneously in varying proportions. These tumour restricted genomic mechanisms of resistance are often also accompanied by additional cell intrinsic metabolic and proliferation-related changes as well as micro-environmental adaptions assisting tumor cell survival. Another layer of complexity is being revealed with our increasing understanding that within the covalent BTK inhibitor drug class, the spectrum of acquired mutations differs between agents and there is variable cross-resistance of these mutations with the non-covalent inhibitor Pirtobrutinib that may influence treatment sequencing decisions. Although these pathway specific resistance mechanisms do not predict for intrinsic resistance to the other drug class (BTK vs. BCL2 inhibitors), early single-cell data suggest that “double class” resistant disease can involve both compound mutant clones (harboring both BTK and BCL2) mutations, or heterogeneous multi-clonal mechanisms. The mechanisms of acquired resistance to currently approved agents have significant implications both for clinical management and treatment sequencing decisions and the potential utility of novel agents targeting these same pathways (such as BTK-degraders BGB-16673 and NX-5984 and the BCL2 inhibitor sonrotoclax).</p><p><b>Keywords:</b> chronic lymphocytic leukemia (CLL); indolent non-Hodgkin lymphoma</p><p><b>Potential sources of conflict of interest:</b></p><p><b>J. F. Seymour</b></p><p><b>Con","PeriodicalId":12882,"journal":{"name":"Hematological Oncology","volume":"43 S3","pages":""},"PeriodicalIF":3.3,"publicationDate":"2025-06-16","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://onlinelibrary.wiley.com/doi/epdf/10.1002/hon.70093_67","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"144299773","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":4,"RegionCategory":"医学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"OA","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
HIGH EFFICACY OF BRIEF BRAF AND MEK COINHIBITION, ALONE AND COMBINED WITH ANTI-CD20 IMMUNOTHERAPY, IN RELAPSED/REFRACTORY HAIRY CELL LEUKEMIA: A PHASE-2 TRIAL 短期braf和mek共抑制,单独和联合抗cd20免疫治疗复发/难治性毛细胞白血病的高效:一项2期试验
IF 3.3 4区 医学
Hematological Oncology Pub Date : 2025-06-16 DOI: 10.1002/hon.70094_220
L. De Carolis, M. Capponi, F. Falcinelli, C. Stelitano, A. Pulsoni, E. Simonetti, A. Romano, A. Mancini, G. M. D'Elia, J. Olivieri, P. L. Zinzani, M. Varettoni, S. Ferrero, M. Pini, R. Foà, E. Lucchini, M. Frezzato, B. Falini, E. Tiacci
{"title":"HIGH EFFICACY OF BRIEF BRAF AND MEK COINHIBITION, ALONE AND COMBINED WITH ANTI-CD20 IMMUNOTHERAPY, IN RELAPSED/REFRACTORY HAIRY CELL LEUKEMIA: A PHASE-2 TRIAL","authors":"L. De Carolis, M. Capponi, F. Falcinelli, C. Stelitano, A. Pulsoni, E. Simonetti, A. Romano, A. Mancini, G. M. D'Elia, J. Olivieri, P. L. Zinzani, M. Varettoni, S. Ferrero, M. Pini, R. Foà, E. Lucchini, M. Frezzato, B. Falini, E. Tiacci","doi":"10.1002/hon.70094_220","DOIUrl":"https://doi.org/10.1002/hon.70094_220","url":null,"abstract":"<p><b>Introduction:</b> ∼50% of HCL patients (pts) relapse after purine analogs (PA) chemotherapy. Vemurafenib (VEM), an oral inhibitor of the BRAF-V600E kinase mutation (genetic cause of HCL; Tiacci et al. <i>NEJM</i>, 2011), proved active when given for a few months to R/R pts (∼35% complete remissions/CR—Tiacci, Park et al. <i>NEJM</i>, 2015). Still, minimal residual disease/MRD persisted in the bone marrow (BM) even in CR pts and the median progression-free survival (PFS) was ∼1 year. Moreover, BM HCL cells often showed ERK phosphorylation (pERK+) despite ongoing BRAF inhibition by VEM, suggesting bypass MEK/ERK reactivation downstream of BRAF as resistance mechanism. BRAF+MEK coinhibition with dabrafenib + trametinib, given to BRAF inhibitor-naïve pts for an indefinite duration (median ∼3 years), led to 66% CR but still rare MRD-negativity (16%; Kreitman et al. <i>Blood</i>, 2023); such a continuous therapy sustained a high PFS at 2 years (94%) but led to frequent serious toxicities (35% of pts). Adding rituximab/RTX (8 doses) to a short VEM course (8 weeks) yielded 87% CR, frequent MRD-negativity (60%), 78% PFS at ∼3 years of median follow-up, and few clinically relevant toxicities (3% of pts) (Tiacci et al. <i>NEJM</i>, 2021).</p><p>To improve these results, we tested in R/R HCL a brief BRAF+MEK coinhibition (with VEM + cobimetinib/COB) combined to obinutuzumab/OBI (potentially more active than RTX), after establishing the currently unknown efficacy and safety of VEM+COB in HCL.</p><p><b>Methods:</b> We enrolled 19 R/R pts (median age 58 years; median of 3 previous therapies, including BRAF inhibitor ± RTX in 4 pts [21%]) in a phase-2 multicenter trial testing VEM (960 mg bid) + COB (60 mg daily, 21 days on/7days off) for 2–3 cycles (28 days each), followed at disease progression (PD) by another brief course of VEM+COB combined to OBI (8 doses over 6 cycles, starting together with VEM+COB).</p><p><b>Results:</b> VEM+COB toxicity was as expected and manageable. Clinical events (i.e., not laboratory-only abnormalities) were mostly grade 1–2, consisting mainly in rash due to either drug; arthralgia and photosensitivity due to VEM; and diarrhoea, oral aphthosis and serous retinopathy due to COB.</p><p>17/19 pts responded (89%), and 13 of 18 evaluable pts had a CR (72%; 1/13 MRD-). BM pERK+ HCL cells were detected in only 1/9 (11%) evaluable pts. Median PFS was long, 42 months, and a sizable pts subset (4/19, 21%) is free from PD at > 5 years.</p><p>Of 12 pts with PD, 5 have not (or not yet) received VEM+COBI+OBI for various reasons, while 7 were treated with this short regimen 22–79 months after VEM+COB. All 7 pts (100%) obtained MRD- CR, and are free from cytopenia recurrence at 4–51 months (<i>n</i> = 6 pts) or had a cytopenia relapse at 44 months (<i>n</i> = 1 pt); only 2 clinically relevant toxicities were recorded.</p><p><b>Conclusions:</b> Brief BRAF+MEK coinhibition with VEM+COB, especially if boosted by anti-CD20 immunotherapy throu","PeriodicalId":12882,"journal":{"name":"Hematological Oncology","volume":"43 S3","pages":""},"PeriodicalIF":3.3,"publicationDate":"2025-06-16","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://onlinelibrary.wiley.com/doi/epdf/10.1002/hon.70094_220","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"144299914","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":4,"RegionCategory":"医学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"OA","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
ANALYSIS OF COVID-19 INFECTIONS WITH FIXED-DURATION ACALABRUTINIB-VENETOCLAX COMBINATIONS IN TREATMENT-NAIVE CHRONIC LYMPHOCYTIC LEUKEMIA IN THE PHASE 3 AMPLIFY TRIAL 在3期放大试验中,阿卡鲁替尼-维托克拉克斯联合治疗初治慢性淋巴细胞白血病的固定时间COVID-19感染分析
IF 3.3 4区 医学
Hematological Oncology Pub Date : 2025-06-16 DOI: 10.1002/hon.70094_218
J. R. Brown, A. P. Kater, W. Jurczak, P. Ghia, B. Eichhorst, A. C. Peters, M. A. Pavlovsky, M. Yağcı, D. Lysak, K. Miller, T. Fujimori, S. Rule, M. de Borja, J. F. Seymour
{"title":"ANALYSIS OF COVID-19 INFECTIONS WITH FIXED-DURATION ACALABRUTINIB-VENETOCLAX COMBINATIONS IN TREATMENT-NAIVE CHRONIC LYMPHOCYTIC LEUKEMIA IN THE PHASE 3 AMPLIFY TRIAL","authors":"J. R. Brown, A. P. Kater, W. Jurczak, P. Ghia, B. Eichhorst, A. C. Peters, M. A. Pavlovsky, M. Yağcı, D. Lysak, K. Miller, T. Fujimori, S. Rule, M. de Borja, J. F. Seymour","doi":"10.1002/hon.70094_218","DOIUrl":"https://doi.org/10.1002/hon.70094_218","url":null,"abstract":"<p><b>Introduction:</b> An interim analysis of the ongoing phase 3 AMPLIFY trial (NCT03836261) showed significant progression-free survival benefit with both fixed-duration acalabrutinib-venetoclax combinations (± obinutuzumab; AV and AVO) versus investigator’s choice of fludarabine-cyclophosphamide-rituximab (FCR) or bendamustine-rituximab (BR) in patients (pts) with treatment (tx)-naive (TN) chronic lymphocytic leukemia (CLL), with initial data on COVID-19 adverse events (AEs) reported (Brown JR, et al., <i>NEJM</i>. 2025). We sought to further characterize COVID-19 AEs in AMPLIFY.</p><p><b>Methods:</b> Pts with TN CLL aged ≥ 18 y with ECOG ≤ 2 and without del(17p) or <i>TP53</i> mutation were randomized 1:1:1 to receive AV (oral acalabrutinib 100 mg BID [cycles (C) 1–14]; oral venetoclax QD [C3–14 with 5-wk dose ramp-up]), AVO (AV dosing as above, + intravenous obinutuzumab 1000 mg C2 [days 1, 8, and 15] and 3−7 [day 1]), or investigator’s choice of FCR or BR (C1−6). We report incidences of COVID-19 infections and deaths (during the tx-emergent period [up to earliest of 30 d after last dose or start of subsequent therapy] and up to the time of interim analysis [30 Apr 2024]), COVID-19 vaccination status, and COVID-19 deaths by pandemic waves.</p><p><b>Results:</b> In total, 867 pts were randomized from 2019 to 2021, including 291, 286, and 290 in the AV, AVO, FCR/BR arms, respectively, among whom 53.3% (AV), 50.0% (AVO), and 38.6% (FCR/BR) had ≥ 1 COVID-19 vaccination, most commonly tozinameran (Pfizer) in 35.4%, 31.5%, and 23.4% of pts. Among the 867 randomized pts, 321 had ≥ 1 COVID-19 event anytime during the trial, including 109 (37.5%), 131 (45.8%), and 81 (27.9%) pts in the AV, AVO, and FCR/BR arms, respectively, of whom 58.7%, 52.7%, and 12.3% experienced ≥ 1 event during the tx-emergent period. Median age among pts with ≥ 1 COVID-19 event was 60 y (23.1% > 65 y) versus 61 y (26.8% > 65 y) in the overall study population. Among study-treated pts (≥ 1 dose received), COVID-19 AEs were grade ≥ 3 in 29/291 (10.0%), 65/284 (22.9%), and 38/259 (14.7%) pts in the AV, AVO, and FCR/BR arms, respectively. COVID-19 AEs led to permanent discontinuation of ≥ 1 study tx in the regimen in 2.4% (AV), 8.1% (AVO), and 1.2% (FCR/BR) of pts. Death due to COVID-19 any time during the trial occurred in 10 (3.4%), 25 (8.7%), and 21 (7.2%) pts in the AV, AVO, and FCR/BR arms, respectively (of which 80.0%, 60.0%, and 33.3%, respectively, occurred during the tx-emergent period). Vaccination rates among all pts who died from COVID-19 were 0% (AV), 24.0% (AVO), and 9.5% (FCR/BR). COVID-19 death rates were highest during the second pandemic wave, with the highest rates in the AVO and FCR/BR arms (Figure).</p><p><b>Conclusions:</b> In this post hoc analysis, COVID-19–associated deaths occurred most frequently in the AVO and FCR/BR arms, followed by the AV arm. Vaccination rates were lower among pts with COVID-19 death versus overall. COVID-19 deaths were most","PeriodicalId":12882,"journal":{"name":"Hematological Oncology","volume":"43 S3","pages":""},"PeriodicalIF":3.3,"publicationDate":"2025-06-16","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://onlinelibrary.wiley.com/doi/epdf/10.1002/hon.70094_218","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"144299922","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":4,"RegionCategory":"医学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"OA","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
PRELIMINARY RESULTS OF THE ONGOING MULTICENTER, PHASE 2 STUDY OF RETREATMENT WITH VENETOCLAX PLUS OBINUTUZUMAB (ReVenG) IN PATIENTS WITH RECURRENT CLL 正在进行的多中心二期临床研究的初步结果,该研究用维妥乐加奥比妥单抗(ReVenG)治疗复发性细胞白血病患者
IF 3.3 4区 医学
Hematological Oncology Pub Date : 2025-06-16 DOI: 10.1002/hon.70094_211
M. S. Davids, S. Robrecht, E. Tausch, S. Stilgenbauer, M. Choi, A. Skarbnik, C. Chyn Chua, L. Sivcheva, K. Kreuzer, M. Ritgen, T. Gaska, D. Heintel, C. Arrais-Rodrigues, R. Santucci Alves Da Silva, T. Illmer, Z. Liu, B. Chyla, W. Sinai, M. V. Pai, M. Porro Lurà, M. Hallek, B. Eichhorst, O. Al-Sawaf, K. Fischer
{"title":"PRELIMINARY RESULTS OF THE ONGOING MULTICENTER, PHASE 2 STUDY OF RETREATMENT WITH VENETOCLAX PLUS OBINUTUZUMAB (ReVenG) IN PATIENTS WITH RECURRENT CLL","authors":"M. S. Davids, S. Robrecht, E. Tausch, S. Stilgenbauer, M. Choi, A. Skarbnik, C. Chyn Chua, L. Sivcheva, K. Kreuzer, M. Ritgen, T. Gaska, D. Heintel, C. Arrais-Rodrigues, R. Santucci Alves Da Silva, T. Illmer, Z. Liu, B. Chyla, W. Sinai, M. V. Pai, M. Porro Lurà, M. Hallek, B. Eichhorst, O. Al-Sawaf, K. Fischer","doi":"10.1002/hon.70094_211","DOIUrl":"https://doi.org/10.1002/hon.70094_211","url":null,"abstract":"<p><b>Introduction:</b> Venetoclax (Ven)-based retreatment of patients (pts) with recurrent CLL after frontline Ven has not previously been studied prospectively. Here, we report an exploratory, interim analysis of the ongoing ReVenG trial, the first prospective study of Ven-Obinutuzumab (Obi) retreatment.</p><p><b>Methods:</b> CLL pts are eligible for this study (NCT04895436) if they received first-line (1L), time-limited Ven-based therapy, achieved response of ≥ 12 months (mo.) after completing therapy, then progressed and met iwCLL treatment criteria. Cohort-1 (Co-1, main cohort) includes pts with progressive (PD) > 2 years after completing 1L treatment (planned <i>N</i> = 60), and cohort-2 (Co-2, exploratory cohort) includes pts with PD 1 to 2 years post 1L therapy (planned <i>N</i> = 15). Both cohorts receive 6 cycles of Ven-Obi, with Co-1 receiving 12 total cycles of Ven, and Co-2 receiving at least 24 cycles of Ven. The primary endpoint is overall response rate (ORR) 3 mo. after the end of combination therapy (EOCT + 3 mo.) for Co-1. Key secondary endpoints include safety, additional response and MRD endpoints, and PFS.</p><p><b>Results:</b> At data cut-off of 18 October 2024, 25 of 75 pts (33%) were enrolled, 22 in Co-1 and 3 in Co-2. The median age was 67 years (range 41–84), with 76% Binet stage B or C. 32% had lymph nodes ≥ 5 cm at study entry. Median time to starting study treatment after last dose of 1L treatment was 53.3 mo. (range 19–90). 8/21 (38%) were either <i>TP53</i>mut and/or del(17p), and 18/21 (86%) tested were IGHV unmutated Of the 21 pts assessed at time of PD after FD treatment with Ven in 1L, none had acquired a mutation in <i>BCL-2</i>. With regard to efficacy in Co-1, all 15 pts who have reached EOCT + 3 mo. to date have achieved response, including 3 pts with CR/CRi, 2 pts in PR with radiographic CR awaiting marrow biopsy, and 10 pts with PR. At EOCT + 3 mo., 11 of 13 pts with samples available had undetectable MRD in the peripheral blood by NGS (<i>n</i> = 2 at 10<sup>−4</sup>, <i>n</i> = 3 at 10<sup>−5</sup>, <i>n</i> = 6 at 10<sup>−6</sup>). 7 pts have reached end of treatment + 3 mo., including 3 in CR and 4 in PR. With a median follow-up time on study of 10.3 mo., one pt has progressed, and all 25 pts are alive. In the safety analysis in all 25 pts, the most common AEs were neutropenia (44%, including 28% Gr 3/4), diarrhea (28%), nausea (24%) and infusion related reaction (24%). Serious AEs occurred in 32% of pts, including 1 pt each with sinusitis, pancytopenia, lower respiratory tract infection, COVID-19, and sepsis. There were no Gr 4 infections, fatal AEs, or tumor lysis syndrome (TLS). 3 pts (12%) had dose reduction of Ven due to AEs, including 1 each due to neutropenia, diarrhea, and nausea, and none discontinued Ven due to toxicity.</p><p><b>Conclusions:</b> In this interim analysis of the initial pts on ReVenG, efficacy was observed, and the safety of Ven-Obi in these relapsed pts was similar to prio","PeriodicalId":12882,"journal":{"name":"Hematological Oncology","volume":"43 S3","pages":""},"PeriodicalIF":3.3,"publicationDate":"2025-06-16","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://onlinelibrary.wiley.com/doi/epdf/10.1002/hon.70094_211","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"144299960","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":4,"RegionCategory":"医学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"OA","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
MONITORING CIRUCLATING TUMOR DNA IMPROVES EARLY RELAPSE DETECTION AFTER STANDARD OF CARE 2L+ AXI-CEL IN LBCL: A PROSPECTIVE STUDY 一项前瞻性研究:监测循环肿瘤DNA可提高lbcl患者2l +轴细胞标准治疗后早期复发检测
IF 3.3 4区 医学
Hematological Oncology Pub Date : 2025-06-16 DOI: 10.1002/hon.70094_427
S. Ananth, J. Mallampet, B. Chang, N. Agarwal, K. Kong, B. Sahaf, C. Lohman, N. Hossain, J. C. Cancilla, A. Bukhari, E. Dean, J. Speigel, I. Kirsch, A. Jacob, H. Simmons, L. W. Lee, J. Bacigalupi, C. Mackall, A. Rapoport, M. D. Jain, S. Dahiya, F. L. Locke, D. Miklos, M. Frank
{"title":"MONITORING CIRUCLATING TUMOR DNA IMPROVES EARLY RELAPSE DETECTION AFTER STANDARD OF CARE 2L+ AXI-CEL IN LBCL: A PROSPECTIVE STUDY","authors":"S. Ananth, J. Mallampet, B. Chang, N. Agarwal, K. Kong, B. Sahaf, C. Lohman, N. Hossain, J. C. Cancilla, A. Bukhari, E. Dean, J. Speigel, I. Kirsch, A. Jacob, H. Simmons, L. W. Lee, J. Bacigalupi, C. Mackall, A. Rapoport, M. D. Jain, S. Dahiya, F. L. Locke, D. Miklos, M. Frank","doi":"10.1002/hon.70094_427","DOIUrl":"https://doi.org/10.1002/hon.70094_427","url":null,"abstract":"<p><b>Introduction:</b> Large B-cell lymphoma (LBCL) circulating tumor DNA (ctDNA)-based measurable residual disease (MRD) assessment is a prognostic tool for outcomes following CD19-CAR T-cell therapy and frontline treatment. CtDNA can risk stratify and predict outcomes providing additive benefit to standard PET-CT assessments for 3L+ Axicabtagene Ciloleucel (axi-cel, Frank et al., <i>JCO</i> 2021). The role for ctDNA monitoring for 2L axi-cel is unknown. Here, we present a prospective ctDNA analysis of 2L+ axi-cel patients with 6+ months (mo) of follow-up and compare this analysis to prior 3L+ data.</p><p><b>Method:</b> Plasma was collected from patients with LBCL receiving standard-of-care axi-cel at pre-lymphodepletion (PLD), days 14, and 28, totaling 222 plasma samples. (VDJ) clonotype (Clono-Seq) was identified from archival paraffin-embedded tissue to track MRD. PET-CT scans were performed before and at 1, 3, 6, and 12 mo post axi-cel; responses assessed per Lugano criteria (Deauville 1–3 was considered PET-negative). Any detectable ctDNA was considered detectable MRD. Significance for PFS was determined by log-rank <i>p</i> values and prognostic value of ctDNA was evaluated by a Cox proportional hazards model.</p><p><b>Results:</b> Patients in 2L+ (<i>n</i> = 84 enrolled 2022–2024) versus 3L+ (<i>n</i> = 64, enrolled 2018–2019) were median age of 65 (23–83) versus 59 (19–76), 61% versus 56% male, 55% versus 60% had elevated LDH, 73% versus 72% Stage 3/4, median 1 (1–5) versus 3 (1–7) prior lines (60% vs. 3% only 1 prior line; 12 % vs. 58% for 3+ prior lines). 60% (<i>n</i> = 50) versus 55% (<i>n</i> = 35) of 2L+ versus 3L+ patients received bridging. Median follow-up for 2L+ versus 3L+ was 18 versus 11 mo. Polatuzumab-based bridging (48% vs. 0%) was more common in 2L+; similar rates received radiation (36% vs. 26%). 2L+ versus 3L+ showed lower median PLD ctDNA levels (1.606307 [0–35,248] versus 63 [0–17,903] LG/mL) and a higher proportion of patients with undetectable MRD (uMRD) (38% vs. 26%) (Panel A). Lower levels of ctDNA suggests improved disease control and more effective bridging therapy in the 2L+ era.</p><p>For 2L+, ctDNA levels were prognostic before and at all time points in the early post-CAR-T setting. UMRD was associated with improved outcomes at all timepoints, including PLD (<i>p</i> = 0.04, HR 2.866, 1.287–6.382), Day 14 (<i>p</i> < 0.0001, HR 5.302, 2.342–12.00) and Day 28 (<i>p</i> = 0.001, HR 5.778, 2.606–12.81) (Panel A). PLD MRD levels did not associate with CRS or ICANS grade (not shown). MRD status at Day 14 and 28 stratified patients after 2L+ axi-cel (Panel B-C); uMRD was significantly associated with improved PFS. Patients with Day 28 radiographic PR/SD with uMRD (<i>n</i> = 12) versus detectable MRD (dMRD, <i>n</i> = 10) had improved PFS; 92% versus 40% of uMRD versus dMRD patients had durable remissions (panel D).</p><p><b>Conclusion:</b> This prospective study shows ctDNA assessments can predict for progres","PeriodicalId":12882,"journal":{"name":"Hematological Oncology","volume":"43 S3","pages":""},"PeriodicalIF":3.3,"publicationDate":"2025-06-16","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://onlinelibrary.wiley.com/doi/epdf/10.1002/hon.70094_427","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"144299984","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":4,"RegionCategory":"医学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"OA","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
FOLLICULAR LYMPHOMA TRANSFORMATION: REAL-WORLD ANALYSIS INCLUDING EFFECT OF RITUXIMAB/OBINUTUZUMAB 滤泡性淋巴瘤转化:现实世界分析,包括利妥昔单抗/比单抗的效果
IF 3.3 4区 医学
Hematological Oncology Pub Date : 2025-06-16 DOI: 10.1002/hon.70094_226
D. Shpitzer, C. Perry, I. Avivi
{"title":"FOLLICULAR LYMPHOMA TRANSFORMATION: REAL-WORLD ANALYSIS INCLUDING EFFECT OF RITUXIMAB/OBINUTUZUMAB","authors":"D. Shpitzer, C. Perry, I. Avivi","doi":"10.1002/hon.70094_226","DOIUrl":"https://doi.org/10.1002/hon.70094_226","url":null,"abstract":"<p><b>Background</b>: Follicular lymphoma (FL) carries a 2–3% annual risk of transformation to aggressive lymphoma. While most studies focus on transformed FL (T-FL) in previously treated patients (pts), limited data exist on transformation without prior therapy. Additionally, the impact of Obinutuzumab (O) versus Rituximab (R) on T-FL risk is not well documented.</p><p><b>Aims</b>: To provide real-world data (RWD) on FL pts with and without prior anti-FL therapy exposure who developed T-FL, investigating risk factors, treatment patterns, and outcomes.</p><p><b>Methods</b>: We retrospectively reviewed electronic medical records of 1145 FL pts, diagnosed between 2010–2023, age ≥ 18 years, and recorded within Maccabi Healthcare Services. T-FL was defined as a subsequent diagnosis of diffuse large B-cell lymphoma (DLCL) without prior DLCL history. We analyzed transformation risk factors, impact of comorbidities, treatment regimens, and overall survival (OS).</p><p><b>Results</b>: Of 1145 FL pts, 9% (<i>n</i> = 104) developed T-FL over a median follow-up of 71 months (m), reflecting a 1.43% annual transformation rate. Median time to transformation was 42 m. No significant differences were found in age (63 vs. 61 years, <i>p</i> = 0.1) or gender (males 48% vs. 47%, <i>p</i> = 0.8) between T-FL and non-T-FL pts. Charlson Comorbidity Index (CCI) was higher in T-FL pts (median 4 vs. 3, <i>p</i> = 0.005).</p><p>Among 103 T-FL cases, 47% (<i>n</i> = 49) were treatment-naïve, and 53% (<i>n</i> = 54) had prior therapy (26 at diagnosis, 28 after watch-and-wait or local radiotherapy). Median treatment lines among treated pts was 1 (range 1–3). First-line regimens included R-CHOP/CVP (33%, <i>n</i> = 213, predominantly CHOP), R-bendamustine (B) (28%, <i>n</i> = 181), R-monotherapy (11%, <i>n</i> = 71), OB (20%, <i>n</i> = 133), and O-CHOP/CVP (9%, <i>n</i> = 57).</p><p>Median time from initiation of first-line therapy to T-FL in previously treated pts was 23 m, with no significant difference between those treated at diagnosis and those initially managed with watch-and-wait (24 vs. 21 m, <i>p</i> = 0.08). Multivariate analysis revealed that O- vs. R-based regimens (HR 0.43, <i>p</i> = 0.025) and maintenance therapy (HR 0.41, <i>p</i> < 0.001) were associated with reduced transformation risk, whereas B-containing regimens were linked to an increased risk of T-FL (HR 1.52, <i>p</i> = 0.017).</p><p>Median OS from FL diagnosis was shorter in T-FL pts (154 m vs. not reached, <i>p</i> < 0.001), with a median OS since T-FL of 125 m. Previously treated T-FL pts had shorter OS than treatment-naïve pts (34.6 m vs. not reached, <i>p</i> = 0.001). Prior anti-FL therapy (HR 2.23, <i>p</i> < 0.001), male gender (HR 1.77, <i>p</i> = 0.006), and older age at transformation (HR 1.03, <i>p</i> = 0.02) were linked to shorter OS.</p><p><b>Conclusions</b>: Our RWD on T-FL demonstrates several key findings: O-based regimens significantly reduce transformation risk in FL; B-c","PeriodicalId":12882,"journal":{"name":"Hematological Oncology","volume":"43 S3","pages":""},"PeriodicalIF":3.3,"publicationDate":"2025-06-16","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://onlinelibrary.wiley.com/doi/epdf/10.1002/hon.70094_226","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"144299963","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":4,"RegionCategory":"医学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"OA","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
POLATUZUMAB VEDOTIN, RITUXIMAB, GEMCITABINE AND OXALIPLATIN (POLA-R-GEMOX) FOR RELAPSED/REFRACTORY (R/R) DIFFUSE LARGE B-CELL LYMPHOMA (DLBCL): PHASE III POLARGO TRIAL Polatuzumab vedotin, rituximab,吉西他滨和奥沙利铂(pola-r-gemox)治疗复发/难治性(r / r)弥漫性大b细胞淋巴瘤(dlbcl): iii期polargo试验
IF 3.3 4区 医学
Hematological Oncology Pub Date : 2025-06-16 DOI: 10.1002/hon.70093_7
J. Sancho, Z. Li, T. P. Vassilakopoulos, A. Viardot, A. McMillan, M. Sinan Dal, J. Pereira, J. S. Kim, L. Qiu, C. L. Batlevi, R. Ibrahim, J. Hernandez, B. McCall, Y. Jiang, M. Yan, W. Harris, L. Musick, C. Haioun, M. Matasar
{"title":"POLATUZUMAB VEDOTIN, RITUXIMAB, GEMCITABINE AND OXALIPLATIN (POLA-R-GEMOX) FOR RELAPSED/REFRACTORY (R/R) DIFFUSE LARGE B-CELL LYMPHOMA (DLBCL): PHASE III POLARGO TRIAL","authors":"J. Sancho, Z. Li, T. P. Vassilakopoulos, A. Viardot, A. McMillan, M. Sinan Dal, J. Pereira, J. S. Kim, L. Qiu, C. L. Batlevi, R. Ibrahim, J. Hernandez, B. McCall, Y. Jiang, M. Yan, W. Harris, L. Musick, C. Haioun, M. Matasar","doi":"10.1002/hon.70093_7","DOIUrl":"https://doi.org/10.1002/hon.70093_7","url":null,"abstract":"<p><b>Introduction:</b> Polatuzumab vedotin is approved in frontline and R/R DLBCL; the latter involving combination with bendamustine and rituximab (Tilly et al. 2022; Sehn et al. 2019). Alternative treatments are needed for patients (pts) with R/R DLBCL. We present efficacy and safety results from the randomized cohort of the POLARGO trial (NCT04182204) evaluating Pola-R-GemOx versus R-GemOx in pts with R/R DLBCL after ≥ 1 prior therapy.</p><p><b>Methods:</b> Following a Pola-R-GemOx safety run-in (<i>n</i> = 15), pts with R/R DLBCL (not otherwise specified [NOS] or transformed indolent lymphoma) ineligible for autologous stem cell transplant were randomized 1:1 to receive polatuzumab vedotin (1.8 mg/kg) plus R-GemOx (R, 375 mg/m<sup>2</sup>; Gem, 1000 mg/m<sup>2</sup>; Ox, 100 mg/m<sup>2</sup>) or R-GemOx alone every 21 days for ≤ 8 cycles. Primary endpoint was overall survival (OS). Secondary endpoints included investigator-assessed progression-free survival (PFS), and independent review committee-assessed objective response rate (ORR) and complete response rate (CRR) at end of treatment (EOT) by PET-CT.</p><p><b>Results:</b> In total, 270 pts with DLBCL were enrolled (median age 66 [range 20–89] years), including 176 (65.2%) pts after 1 prior therapy. Of 246 pts with DLBCL NOS, 143 (58.1%) had primary refractory disease. As of Nov 29, 2024, in the randomized cohort (<i>N</i> = 255; median OS follow-up 24.6 months), a statistically significant OS benefit was observed with Pola-R-GemOx (<i>n</i> = 129) versus R-GemOx (<i>n</i> = 126; hazard ratio [HR] 0.60, 95% confidence interval [CI] 0.43–0.83; <i>p</i> = 0.0017; Figure). Median OS was 19.5 months (95% CI: 13.3–not evaluable) for Pola-R-GemOx versus 12.5 months (95% CI: 8.9–15.8) for R-GemOx. OS benefit was consistent across most subgroups, including ABC (HR 0.53, 95% CI: 0.3–0.9) and GCB (HR 0.54, 95% CI: 0.3–0.9) subtypes by gene expression profiling. Key secondary endpoints are shown in the Table. In the safety-evaluable pts (Pola-R-GemOx, <i>n</i> = 128; R-GemOx, <i>n</i> = 125), median number of cycles received was higher with Pola-R-GemOx versus R-GemOx (7.5 versus 4.0) and Grade (Gr) 3–4 adverse event (AE) rates were similar (57.0% versus 58.4%), with higher rates of thrombocytopenia (34.4% versus 26.4%) and infections (14.1% versus 8.0%) with Pola-R-GemOx. Peripheral neuropathy (PN) was more common with Pola-R-GemOx versus R-GemOx (57.0% versus 28.8%); primarily Gr 1 (37.5% versus 23.2%). Five pts had Gr 3 PN in the Pola-R-GemOx arm. Treatment discontinuation rates due to AEs were higher with Pola-R-GemOx (23.4%) versus R-GemOx (8.0%). Gr 5 AEs were higher with Pola-R-GemOx versus R-GemOx (11.7% versus 4.0%), primarily driven by infections including COVID-19.</p><p><b>Conclusion:</b> Pola-R-GemOx demonstrated a statistically significant and clinically meaningful benefit in OS and PFS, with a 40% reduction in risk of death relative to R-GemOx. Pola-R-GemOx is an alternative treatment ","PeriodicalId":12882,"journal":{"name":"Hematological Oncology","volume":"43 S3","pages":""},"PeriodicalIF":3.3,"publicationDate":"2025-06-16","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://onlinelibrary.wiley.com/doi/epdf/10.1002/hon.70093_7","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"144300090","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":4,"RegionCategory":"医学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"OA","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
THE ROLE OF ARTIFICIAL INTELLIGENCE IN PATHOLOGIC DIAGNOSIS 人工智能在病理诊断中的作用
IF 3.3 4区 医学
Hematological Oncology Pub Date : 2025-06-16 DOI: 10.1002/hon.70093_8
P. Brousset
{"title":"THE ROLE OF ARTIFICIAL INTELLIGENCE IN PATHOLOGIC DIAGNOSIS","authors":"P. Brousset","doi":"10.1002/hon.70093_8","DOIUrl":"https://doi.org/10.1002/hon.70093_8","url":null,"abstract":"<p>Over the last ten years, there have been thousands of papers describing the potential role of artificial intelligence (AI) algorithms in medical decision making. The impact of AI breakthroughs seems to be major in the field of medical image analysis in which such algos are supposed to do a better job than medical doctors, especially in radiology. Although the use of AI in medicine will increase over time, today the use of AI algos in medical decision assistance is quite limited. Radiology images are directly obtained from a machine whereas histopathology images are converted (digitized) from colored tissue sections on glass slides. The latter represent a tremendous source of heterogeneity explained by inter laboratory variations of tissue section processing. So far, most of the algos proposing automatic analysis of histopathology images are based on convolutional neural networks (CNN) which are extremely sensitive to variations of image heterogeneity and thus prone to overfitting. In other words, an algo trained on pictures produced in lab A is unable to recognize the same pictures obtained from lab B. In this presentation, different alternatives to circumvent CNN (deep learning) limitations will be presented. One of the strategy is to use large scale AI models so called foundation models (FM) based on transformer architectures which are trained on huge amounts of pictures. Another approach, less costly in terms of data input for training, is to use cartesian genetic programming (CGP) algos which, in addition, fill the gap of explainability of decision making. The final goal is to come out with AI solutions proposing a robust (accurate) assistance in picture analysis that can be run in every pathology laboratory regardless of tissue processing variations.</p><p><b>Keywords:</b> bioinformatics; computational and systems biology; pathology and classification of lymphomas</p><p>No potential sources of conflict of interest.</p>","PeriodicalId":12882,"journal":{"name":"Hematological Oncology","volume":"43 S3","pages":""},"PeriodicalIF":3.3,"publicationDate":"2025-06-16","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://onlinelibrary.wiley.com/doi/epdf/10.1002/hon.70093_8","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"144300092","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":4,"RegionCategory":"医学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"OA","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
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