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1.
Lancet Oncol ; 2024 Jun 28.
Article in English | MEDLINE | ID: mdl-38950555

ABSTRACT

BACKGROUND: Delta-like ligand 3 (DLL3) is aberrantly expressed on the surface of small-cell lung cancer (SCLC) and neuroendocrine prostate cancer cells. We assessed the safety and feasibility of the DLL3-targeted imaging tracer [89Zr]Zr-DFO-SC16.56 (composed of the anti-DLL3 antibody SC16.56 conjugated to p-SCN-Bn-deferoxamine [DFO] serving as a chelator for zirconium-89) in patients with neuroendocrine-derived cancer. METHODS: We conducted an open-label, first-in-human study of immunoPET-CT imaging with [89Zr]Zr-DFO-SC16.56. The study was done at Memorial Sloan Kettering Cancer Center, New York, NY, USA. Patients aged 18 years or older with a histologically verified neuroendocrine-derived malignancy and an Eastern Cooperative Oncology Group performance status of 0-2 were eligible. An initial cohort of patients with SCLC (cohort 1) received 37-74 MBq [89Zr]Zr-DFO-SC16.56 as a single intravenous infusion at a total mass dose of 2·5 mg and had serial PET-CT scans at 1 h, day 1, day 3, and day 7 post-injection. The primary outcomes of phase 1 of the study (cohort 1) were to estimate terminal clearance half-time, determine whole organ time-integrated activity coefficients, and assess the safety of [89Zr]Zr-DFO-SC16.56. An expansion cohort of additional patients (with SCLC, neuroendocrine prostate cancer, atypical carcinoid tumours, and non-small-cell lung cancer; cohort 2) received a single infusion of [89Zr]Zr-DFO-SC16.56 at the same activity and mass dose as in the initial cohort followed by a single PET-CT scan 3-6 days later. Retrospectively collected tumour biopsy samples were assessed for DLL3 by immunohistochemistry. The primary outcome of phase 2 of the study in cohort 2 was to determine the potential association between tumour uptake of the tracer and intratumoural DLL3 protein expression, as determined by immunohistochemistry. This study is ongoing and is registered with ClinicalTrials.gov, NCT04199741. FINDINGS: Between Feb 11, 2020, and Jan 30, 2023, 12 (67%) men and six (33%) women were enrolled, with a median age of 64 years (range 23-81). Cohort 1 included three patients and cohort 2 included 15 additional patients. Imaging of the three patients with SCLC in cohort 1 showed strong tumour-specific uptake of [89Zr]Zr-DFO-SC16.56 at day 3 and day 7 post-injection. Serum clearance was biphasic with an estimated terminal clearance half-time of 119 h (SD 31). The highest mean absorbed dose was observed in the liver (1·83 mGy/MBq [SD 0·36]), and the mean effective dose was 0·49 mSv/MBq (SD 0·10). In cohort 2, a single immunoPET-CT scan on day 3-6 post-administration could delineate DLL3-avid tumours in 12 (80%) of 15 patients. Tumoural uptake varied between and within patients, and across anatomical sites, with a wide range in maximum standardised uptake value (from 3·3 to 66·7). Tumour uptake by [89Zr]Zr-DFO-SC16.56 was congruent with DLL3 immunohistochemistry in 15 (94%) of 16 patients with evaluable tissue. Two patients with non-avid DLL3 SCLC and neuroendocrine prostate cancer by PET scan showed the lowest DLL3 expression by tumour immunohistochemistry. One (6%) of 18 patients had a grade 1 allergic reaction; no grade 2 or worse adverse events were noted in either cohort. INTERPRETATION: DLL3 PET-CT imaging of patients with neuroendocrine cancers is safe and feasible. These results show the potential utility of [89Zr]Zr-DFO-SC16.56 for non-invasive in-vivo detection of DLL3-expressing malignancies. FUNDING: National Institutes of Health, Prostate Cancer Foundation, and Scannell Foundation.

2.
medRxiv ; 2024 Jan 11.
Article in English | MEDLINE | ID: mdl-38260492

ABSTRACT

Background: Delta-like ligand 3 (DLL3) is aberrantly expressed on the cell surface in many neuroendocrine cancers including small cell lung cancer (SCLC) and neuroendocrine prostate cancer (NEPC). Several therapeutic agents targeting DLL3 are in active clinical development. Molecular imaging of DLL3 would enable non-invasive diagnostic assessment to inform the use of DLL3-targeting therapeutics or to assess disease treatment response. Methods: We conducted a first-in-human immuno-positron emission tomography (immunoPET) imaging study of [89Zr]Zr-DFO-SC16.56, composed of the anti-DLL3 antibody SC16.56 conjugated to desferrioxamine (DFO) and the positron-emitting radionuclide zirconium-89, in 18 patients with neuroendocrine cancers. An initial cohort of three patients received 1-2 mCi of [89Zr]Zr-DFO-SC16.56 at a total mass dose of 2·5 mg and underwent serial PET and computed tomography (CT) imaging over the course of one week. Radiotracer clearance, tumor uptake, and radiation dosimetry were estimated. An expansion cohort of 15 additional patients were imaged using the initial activity and mass dose. Retrospectively collected tumor biopsies were assessed for DLL3 by immunohistochemistry (IHC) (n = 16). Findings: Imaging of the initial 3 SCLC patients demonstrated strong tumor-specific uptake of [89Zr]Zr-DFO-SC16.56, with similar tumor: background ratios at days 3, 4, and 7 post-injection. Serum clearance was bi-phasic with an estimated terminal clearance half-time of 119 h. The sites of highest background tracer uptake were blood pool and liver. The normal tissue receiving the highest radiation dose was liver; 1·8 mGy/MBq, and the effective dose was 0.49 mSv/MBq. Tumoral uptake varied both between and within patients, and across anatomic sites, with a wide range in SUVmax (from 3·3 to 66·7). Tumor uptake by [89Zr]Zr-DFO-SC16.56 was associated with protein expression in all cases. Two non-avid DLL3 NEPC cases by PET scanning demonstrated the lowest DLL3 expression by tumor immunohistochemistry. Only one patient had a grade 1 allergic reaction, while no grade ≥2 adverse events noted. Interpretation: DLL3 PET imaging of patients with neuroendocrine cancers is safe and feasible. These results demonstrate the potential utility of [89Zr]Zr-DFO-SC16.56 for non-invasive in vivo detection of DLL3-expressing malignancies. Funding: Supported by NIH R01CA213448 (JTP), R35 CA263816 (CMR), U24 CA213274 (CMR), R35 CA232130 (JSL), and a Prostate Cancer Foundation TACTICAL Award (JSL), Scannell foundation. The Radiochemistry and Molecular Imaging Probes Core Facility is supported by NIH P30 CA08748.

3.
Stud Health Technol Inform ; 302: 18-22, 2023 May 18.
Article in English | MEDLINE | ID: mdl-37203601

ABSTRACT

Process mining is a relatively new method that connects data science and process modelling. In the past years a series of applications with health care production data have been presented in process discovery, conformance check and system enhancement. In this paper we apply process mining on clinical oncological data with the purpose of studying survival outcomes and chemotherapy treatment decision in a real-world cohort of small cell lung cancer patients treated at Karolinska University Hospital (Stockholm, Sweden). The results highlighted the potential role of process mining in oncology to study prognosis and survival outcomes with longitudinal models directly extracted from clinical data derived from healthcare.


Subject(s)
Lung Neoplasms , Small Cell Lung Carcinoma , Humans , Small Cell Lung Carcinoma/therapy , Prognosis , Delivery of Health Care , Sweden
5.
Clin Transl Sci ; 15(10): 2437-2447, 2022 10.
Article in English | MEDLINE | ID: mdl-35856401

ABSTRACT

In recent studies, small cell lung cancer (SCLC) treatment guidelines based on Veterans' Administration Lung Study Group limited/extensive disease staging and resulted in broad and inseparable prognostic subgroups. Evidence suggests that the eight versions of tumor, node, and metastasis (TNM) staging can play an important role to address this issue. The aim of the present study was to improve the detection of prognostic subgroups from a real-word data (RWD) cohort of patients and analyze their patterns using a development pipeline with thoracic oncologists and machine learning methods. The method detected subgroups of patients informing unsupervised learning (partition around medoids) including the impact of covariates on prognosis (Cox regression and random survival forest). An analysis was carried out using patients with SCLC (n = 636) with stage IIIA-IVB according to TNM classification. The analysis yielded k = 7 compacted and well-separated clusters of patients. Performance status (Eastern Cooperative Oncology Group-Performance Status), lactate dehydrogenase, spreading of metastasis, cancer stage, and CRP were the baselines that characterized the subgroups. The selected clustering method outperformed standard clustering techniques, which were not capable of detecting meaningful subgroups. From the analysis of cluster treatment decisions, we showed the potential of future RWD applications to understand disease, develop individualized therapies, and improve healthcare decision making.


Subject(s)
Lung Neoplasms , Small Cell Lung Carcinoma , Humans , Small Cell Lung Carcinoma/diagnosis , Small Cell Lung Carcinoma/therapy , Small Cell Lung Carcinoma/pathology , Lung Neoplasms/pathology , Neoplasm Staging , Prognosis , Machine Learning , Lactate Dehydrogenases , Risk Assessment , Retrospective Studies
6.
Clin Cancer Res ; 28(7): 1391-1401, 2022 04 01.
Article in English | MEDLINE | ID: mdl-35046060

ABSTRACT

PURPOSE: Small cell lung cancer (SCLC) is an exceptionally lethal form of lung cancer with limited treatment options. Delta-like ligand 3 (DLL3) is an attractive therapeutic target as surface expression is almost exclusive to tumor cells. EXPERIMENTAL DESIGN: We radiolabeled the anti-DLL3 mAb SC16 with the therapeutic radioisotope, Lutetium-177. [177Lu]Lu-DTPA-CHX-A"-SC16 binds to DLL3 on SCLC cells and delivers targeted radiotherapy while minimizing radiation to healthy tissue. RESULTS: [177Lu]Lu-DTPA-CHX-A"-SC16 demonstrated high tumor uptake with DLL3-target specificity in tumor xenografts. Dosimetry analyses of biodistribution studies suggested that the blood and liver were most at risk for toxicity from treatment with high doses of [177Lu]Lu-DTPA-CHX-A"-SC16. In the radioresistant NCI-H82 model, survival studies showed that 500 µCi and 750 µCi doses of [177Lu]Lu-DTPA-CHX-A"-SC16 led to prolonged survival over controls, and 3 of the 8 mice that received high doses of [177Lu]Lu-DTPA-CHX-A"-SC16 had pathologically confirmed complete responses (CR). In the patient-derived xenograft model Lu149, all doses of [177Lu]Lu-DTPA-CHX-A"-SC16 markedly prolonged survival. At the 250 µCi and 500 µCi doses, 5 of 10 and 7 of 9 mice demonstrated pathologically confirmed CRs, respectively. Four of 10 mice that received 750 µCi of [177Lu]Lu-DTPA-CHX-A"-SC16 demonstrated petechiae severe enough to warrant euthanasia, but the remaining 6 mice demonstrated pathologically confirmed CRs. IHC on residual tissues from partial responses confirmed retained DLL3 expression. Hematologic toxicity was dose-dependent and transient, with full recovery within 4 weeks. Hepatotoxicity was not observed. CONCLUSIONS: Together, the compelling antitumor efficacy, pathologic CRs, and mild and transient toxicity profile demonstrate strong potential for clinical translation of [177Lu]Lu-DTPA-CHX-A"-SC16.


Subject(s)
Lung Neoplasms , Small Cell Lung Carcinoma , Animals , Cell Line, Tumor , Humans , Intracellular Signaling Peptides and Proteins , Ligands , Lung Neoplasms/radiotherapy , Membrane Proteins/genetics , Mice , Radioimmunotherapy , Small Cell Lung Carcinoma/radiotherapy , Tissue Distribution
7.
PLoS One ; 15(10): e0240973, 2020.
Article in English | MEDLINE | ID: mdl-33104707

ABSTRACT

OBJECTIVES: The aim was to analyse the tumor expression of Notch1, Hes1, Ascl1, and DLL3 in Small-Cell Lung Cancer (SCLC) and each such biomarker's potential association with clinical characteristics and prognosis after platinum-doublet chemotherapy (PDCT). MATERIAL AND METHODS: The protein expression of the biomarkers was evaluated using immunohistochemistry. Patients were categorized according to their sensitivity to first line PDCT: with a Progression-free survival (PFS) ≥ 3 months after completion of treatment considered "sensitive" and < 3 months after completion of treatment considered "refractory". PFS and overall survival were computed using Kaplan-Meier curves with 95% confidence interval. RESULTS AND CONCLUSION: The study included 46 patients, with 21 and 25 of the patients having "sensitive" and "refractory" disease, respectively. The majority of patients had a high DLL3 expression (n = 38), while a minority had Notch 1-high expression (n = 10). The chi-square test showed that there was a statistically significant negative association between Notch1 and Ascl1 expression (p = 0.013). The overall survival for patients with Notch1- high vs. low expression was 8.1 vs. 12.4 months, respectively (p = 0.036). Notch1 expression was an independent prognostic factor in the multivariate analysis (p = 0.02). No other biomarker showed any prognostic impact in this highly selected SCLC cohort. DLL3 is highly expressed in the majority of advanced staged SCLC cases, as expected. In the same patient population, Notch1 expression might have a potential prognostic implication, by driving a non-neuroendocrine differentiation process. Given the small number of cases with Notch1 high expression, the results of this study needs to be confirmed on a larger cohort.


Subject(s)
Antineoplastic Agents/therapeutic use , Biomarkers, Tumor/metabolism , Lung Neoplasms/drug therapy , Platinum/therapeutic use , Small Cell Lung Carcinoma/drug therapy , Aged , Antineoplastic Agents/pharmacology , Basic Helix-Loop-Helix Transcription Factors , Female , Gene Expression Regulation, Neoplastic/drug effects , Humans , Intracellular Signaling Peptides and Proteins , Lung Neoplasms/metabolism , Male , Membrane Proteins , Middle Aged , Platinum/pharmacology , Prognosis , Receptor, Notch1 , Small Cell Lung Carcinoma/metabolism , Survival Analysis , Transcription Factor HES-1 , Treatment Outcome
8.
Acta Oncol ; 59(4): 388-394, 2020 Apr.
Article in English | MEDLINE | ID: mdl-31910696

ABSTRACT

Objectives: This real-world study on small-cell lung cancer (SCLC) patients aimed to investigate treatment patterns, outcome of re-challenge with platinum doublet chemotherapy (PDCT), and associations between clinical characteristics and survival outcomes.Material and methods: This retrospective single center cohort study was based on patients diagnosed with SCLC between 2008 and 2016 at the Karolinska University Hospital, Stockholm, Sweden. Patients were divided into two subgroups; limited disease (LD), receiving concomitant chemo- and radiotherapy and extensive disease (ED), receiving palliative PDCT. The progression-free survival (PFS) was defined as the interval between the start of CT and the earliest date of documented progression. 'Refractory relapse' (Rr) and 'Sensitive relapse' (Sr) were defined as relapse occurring < or ≥180 days after start of PDCT, respectively. The results for treatment patterns were reported as numbers and percentages of patients, and descriptive analyses including medians and 95% confidence intervals (CIs). The Cox proportional hazards regression model was applied to assess the relationship between clinical characteristics and overall survival (OS).Results: The study included 544 patients; 408 with ED and 136 patients had LD. The median PFS and OS for ED patients were 5.1 and 7.0, respectively. In the ED subgroup, Sr occurred in 169 patients (41%), with a longer median OS when compared to Rr patients (10.8 vs. 3.6 months). Patients with LD had a median PFS and OS of 12 and 24 months, respectively. Some LD patients did not show a sign of relapse (22%). The majority of LD patients who relapsed had Sr (66%), with a longer median OS when compared to patients with Rr (20.9 vs. 7.8 mo).Conclusions: The survival outcomes for ED and LD SCLC patients correspond to historical data. Patients with Sr after 1st line therapy might benefit from re-challenge with PDCT in the 2nd line setting.


Subject(s)
Antineoplastic Combined Chemotherapy Protocols/therapeutic use , Lung Neoplasms/mortality , Neoplasm Recurrence, Local/mortality , Small Cell Lung Carcinoma/mortality , Aged , Carboplatin/administration & dosage , Combined Modality Therapy , Etoposide/administration & dosage , Female , Follow-Up Studies , Humans , Irinotecan/administration & dosage , Lung Neoplasms/epidemiology , Lung Neoplasms/therapy , Male , Neoplasm Recurrence, Local/epidemiology , Neoplasm Recurrence, Local/pathology , Neoplasm Recurrence, Local/therapy , Retrospective Studies , Small Cell Lung Carcinoma/epidemiology , Small Cell Lung Carcinoma/pathology , Small Cell Lung Carcinoma/therapy , Survival Rate , Sweden/epidemiology , Treatment Outcome
9.
Lung Cancer ; 139: 111-117, 2020 01.
Article in English | MEDLINE | ID: mdl-31760352

ABSTRACT

OBJECTIVES: To examine if educational status is associated with outcome in patients with Small Cell Lung Cancer (SCLC). The study also investigated differences in patterns of management (lead times and treatment intensity) between educational levels. MATERIAL AND METHODS: This nationwide cohort study was based on data from Lung Cancer Data Base Sweden (LCBaSe) generated by record linkages between the Swedish National Lung Cancer Register and several other population-based registers. Educational level was categorized by number of years of schooling: low (≤ 9 years), medium (10-12 years) and high (≥ 13 years). Risk of death expressed as hazard ratios (HR) with 95 % confidence interval (CI) were estimated in multi-variable analyses adjusted for age, sex, disease stage at diagnosis, household size and performance status (PS). Analyses stratified by sex and stage were also performed. RESULTS AND CONCLUSIONS: The study population encompassed 4256 patients with an SCLC diagnosis between 2002 and 2011. Higher education was associated with a significantly lower risk of death in univariable and multivariable models. The univariable HR comparing high to low level of education was 0.84 (95 % CI: 0.75-0.93), an estimate that was attenuated following adjustments (HR 0.88; 95 % CI: 0.80-0.98). Compared to men with a low level of education, the risk of death was significantly lower in men with a high education; HR 0.84 (95 % CI: 0.73-0.98). In Limited Disease (LD), the prognosis was significantly better in both men and women with high compared low education (HR 0.76; 95 % CI: 0.58-0.98). In Swedish men with SCLC, and among patients with LD-SCLC, a low level of education was associated with a poorer prognosis compared to patients with high education.


Subject(s)
Educational Status , Lung Neoplasms/mortality , Registries/statistics & numerical data , Small Cell Lung Carcinoma/mortality , Aged , Cohort Studies , Disease Management , Female , Follow-Up Studies , Humans , Lung Neoplasms/epidemiology , Lung Neoplasms/pathology , Lung Neoplasms/therapy , Male , Population Groups , Prognosis , Small Cell Lung Carcinoma/epidemiology , Small Cell Lung Carcinoma/pathology , Small Cell Lung Carcinoma/therapy , Survival Rate , Sweden/epidemiology
11.
Lung Cancer ; 120: 75-81, 2018 06.
Article in English | MEDLINE | ID: mdl-29748020

ABSTRACT

BACKGROUND: The purpose of this study was to evaluate on a Swedish cohort of small cell lung cancer (SCLC) patients whether the 8th TNM staging system can provide additional prognostic information in comparison with the previous 6th and 7th TNM versions and the older 2-stage LD vs ED system. METHODS: We reviewed the medical records of patients (pts) with SCLC diagnosed between January 2008 and February 2016 in the Stockholm and Gotland region. Each patient file was revised and reclassified from the VASGL system to the 6th, 7th and 8th TNM system respectively. We assessed overall survival (OS) according to the T, N, M-descriptor and compared LD/ED with the 6th, -7th, -8th editions of TNM. Four separate multivariate models adjusted for basic patient characteristics were performed. RESULTS: In total, 706 pts were eligible for the study. Median OS was 7.7 months. Differences in survival between less advanced stages (IA-IIB) were difficult to assess since there were few patients (n = 32). The majority of patients (78%) migrated to new stage categories in the 8th TNM edition; IIIC, IVA and IVB. In the 8th TNM edition subjects with M1a disease had a similar prognosis to patients with multiple metastatic diseases, M1c. Conversely, subjects with a single metastasis had a similar prognosis to M0-disease. On multivariate analysis, stage was an independent prognostic factor independently of the classification system used. CONCLUSION: In this cohort, the 8th TNM classification system seems to provide more accurate prognostic information in patients with SCLC when compared to the previous TNM versions. There were few cases with Stages I and II and therefore no robust conclusions can be drawn in this category. The reason single metastatic lesions (M1b) had a better prognosis when compared to M1c could be due to a more aggressive treatment approach in these patients.


Subject(s)
Carcinoma, Small Cell/diagnosis , Lung Neoplasms/diagnosis , Neoplasm Staging/classification , Aged , Carcinoma, Small Cell/mortality , Carcinoma, Small Cell/pathology , Cohort Studies , Female , Follow-Up Studies , Humans , Lung Neoplasms/mortality , Lung Neoplasms/pathology , Male , Prognosis , Retrospective Studies , Survival Analysis , Sweden
12.
Acta Oncol ; 57(2): 231-238, 2018 Feb.
Article in English | MEDLINE | ID: mdl-28984492

ABSTRACT

BACKGROUND: Whole-brain radiotherapy (WBRT) has been the standard of care for multiple NSCLC brain metastases but due to its toxicity and lack of survival benefit, its use in the palliative setting is being questioned. PATIENT AND METHODS: This was a single institution cohort study including brain metastasized lung cancer patients who received WBRT at Karolinska University Hospital. Information about Recursive Partitioning Analysis (RPA) and Graded Prognostic Assessment (GPA) scores, demographics, histopathological results and received oncological therapy were collected. Predictors of overall survival (OS) from the time of received WBRT were identified by Cox regression analyses. OS between GPA and RPA classes were compared by pairwise log rank test. A subgroup OS analysis was performed stratified by RPA class. RESULTS: The cohort consisted of 280 patients. RPA 1 and 2 classes had better OS compared to class 3, patients with GPA <1.5 points had better OS compared to GPA≥ 1.5 points and age >70 years was associated with worse OS (p< .0001 for all comparisons). In RPA class 2 subgroup analysis GPA ≥1.5 points, age ≤70 years and CNS surgery before salvage WBRT were independent positive prognostic factors. CONCLUSIONS: RPA class 3 patients should not receive WBRT, whereas RPA class 1 patients should receive WBRT if clinically indicated. RPA class 2 patients with age ≤70 years and GPA ≥1.5 points should be treated as RPA 1. WBRT should be omitted in RPA 2 patients with age >70. In RPA 2 patients with age ≤70 years and GPA <1.5 points WBRT could be a reasonable option.


Subject(s)
Brain Neoplasms/radiotherapy , Carcinoma, Non-Small-Cell Lung/radiotherapy , Cranial Irradiation/methods , Lung Neoplasms/pathology , Aged , Aged, 80 and over , Brain Neoplasms/mortality , Brain Neoplasms/secondary , Carcinoma, Non-Small-Cell Lung/mortality , Carcinoma, Non-Small-Cell Lung/secondary , Cohort Studies , Female , Humans , Lung Neoplasms/mortality , Lung Neoplasms/radiotherapy , Male , Middle Aged , Prognosis , Retrospective Studies , Treatment Outcome
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