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General context and relevant public datasets available for improving pathways in Paediatric Cancer applying Artificial Intelligence. A review 应用人工智能改善儿科癌症治疗路径的一般背景和相关公共数据集。综述
Pub Date : 2024-10-05 DOI: 10.1016/j.ejcped.2024.100196
Gustavo Hernández-Peñaloza , Silvia Uribe , Francisco Moreno García , Norbert Graf , Federico Álvarez
Due to the promise of transforming healthcare and medicine that Artificial Intelligence (AI) has posed, the number of applications has increased exponentially. These applications range from screening and disease diagnosis to prognosis, treatment planning, and follow-up. In complex topics such as childhood cancer, these techniques are being expanded with the ambition of improving the quality of care by allowing healthcare professionals to make more informed decisions. However, the adequate application of such techniques heavily depends on the data, which creates a set of challenges including collection, bias, and scarcity among others. Furthermore, ethical, legal, and regulatory frameworks increase even more the difficulties to develop AI-powered solutions. In this paper, we present an exhaustive literature review to identify and analyse public datasets targeting two common childhood cancer types, such as neuroblastoma and nephroblastoma. Moreover, the complex context for the development of AI- based software solutions is outlined. It includes the description of the most relevant techniques to address problems associated with data sharing and training. Finally, a set of code snippets is provided to perform exploratory analysis for the available data.
由于人工智能(AI)有望改变医疗保健和医学,因此其应用数量呈指数级增长。这些应用范围从筛查和疾病诊断到预后、治疗计划和随访。在儿童癌症等复杂问题上,这些技术正在不断扩展,目的是通过让医疗专业人员做出更明智的决定来提高医疗质量。然而,这些技术的充分应用在很大程度上取决于数据,而数据的收集、偏差和稀缺性等问题带来了一系列挑战。此外,伦理、法律和监管框架也增加了开发人工智能解决方案的难度。在本文中,我们通过详尽的文献综述,确定并分析了针对神经母细胞瘤和肾母细胞瘤这两种常见儿童癌症类型的公共数据集。此外,我们还概述了开发基于人工智能的软件解决方案的复杂背景。其中包括描述解决数据共享和训练相关问题的最相关技术。最后,还提供了一组代码片段,用于对现有数据进行探索性分析。
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引用次数: 0
Risk of severe esophageal stricture among childhood cancer survivors – A population-based case-cohort study within the Adult Life after Childhood Cancer in Scandinavia (ALiCCS) 儿童癌症幸存者患严重食管狭窄的风险--斯堪的纳维亚半岛儿童癌症后成人生活(ALiCCS)中的一项基于人群的病例队列研究
Pub Date : 2024-10-03 DOI: 10.1016/j.ejcped.2024.100195
Helena K. Hansen , Peter H. Asdahl , Jane Christensen , Camilla Pedersen , Anja Krøyer , Celina S. Pontoppidan , Anna S. Holmqvist , Lars Hjorth , Thomas Wiebe , Thorgerdur Gudmundsdottir , Sofie de fine Licht , Yasmin Lassen-Ramshad , Klaus Seiersen , Morten Jørgensen , Michael RT Laursen , Hilde Øfstaas , Päivi M. Lähteenmäki , Susan A. Smith , Rebecca Howell , Catherine Rechnitzer , Line Kenborg

Purpose

Due to limited data on treatment-related risk factors associated with esophageal stricture in childhood cancer survivors, this study aimed to assess such factors in long-term survivors.

Methods

A case-cohort study was conducted involving 36 cases of five-year childhood cancer survivors with esophageal stricture and a sub-cohort of 540 survivors diagnosed with cancer in 1970–2007 as identified within the Nordic ‘Adult Life after Childhood Cancer in Scandinavia’ program. Individualized treatment details were retrieved from medical records. Radiation doses to each body region and average dose to the esophagus were reconstructed for patients that received radiotherapy. We used a modified Cox proportional hazard model to evaluate associations between esophageal stricture and risk factors by calculating incidence rate ratio (IRR), with 95 % confidence intervals (CIs).

Results

An increased rate of esophageal stricture was found in survivors who received total body irradiation (IRR=13.7, 95 %CI 4.6–41.1), chest- and neck-directed radiotherapy (IRR=23.5, 95 %CI 8.5−64.7) and doses of ≥12 Gy to the esophagus (IRR=26.8, 95 % CI=9.0–80.3) compared to non-irradiated survivors. Treatment with chemotherapy was also associated with esophageal stricture (IRR=8.4, 95 % CI=2.9–24.4). Notably, leukemia survivors faced an elevated rate (IRR=3.8, 95 % CI 1.8–8.1) compared with survivors of CNS and other solid tumors.

Conclusions

Our findings indicate an increased risk of esophageal stricture among childhood cancer survivors, with both neck- and chest-directed radiotherapy and chemotherapy as important risk factors.
目的 由于儿童癌症幸存者中与食管狭窄相关的治疗相关风险因素的数据有限,本研究旨在评估长期幸存者中的此类因素。方法 进行了一项病例队列研究,涉及 36 例患有食管狭窄的五年期儿童癌症幸存者,以及北欧 "斯堪的纳维亚儿童癌症后的成人生活 "计划中确定的 1970-2007 年期间诊断为癌症的 540 名幸存者的子队列。从医疗记录中获取了个性化的治疗细节。我们重建了接受放射治疗的患者身体各部位的辐射剂量和食道的平均剂量。通过计算发病率比(IRR)和 95 % 置信区间(CIs),我们使用改良的 Cox 比例危险模型来评估食管狭窄与风险因素之间的关联。7,95 %CI 4.6-41.1)、胸部和颈部定向放疗(IRR=23.5,95 %CI 8.5-64.7)和食管剂量≥12 Gy(IRR=26.8,95 % CI=9.0-80.3)的幸存者的食管狭窄率高于未接受放疗的幸存者。化疗也与食管狭窄有关(IRR=8.4,95 % CI=2.9-24.4)。值得注意的是,与中枢神经系统和其他实体瘤的幸存者相比,白血病幸存者的食管狭窄发生率更高(IRR=3.8,95 % CI=1.8-8.1)。
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引用次数: 0
Young paediatric oncologists and haematologists in Europe – Emerging needs and future perspectives 欧洲年轻儿科肿瘤学家和血液学家--新需求和未来展望
Pub Date : 2024-10-01 DOI: 10.1016/j.ejcped.2024.100192
Matej Jelic , Vasiliki Tzotzola , Daniela Di Carlo , Fabian Knörr , Miguel Vieira Martins , Fiona Poyer , Reineke A. Schoot , Emma Seaford , Maria Otth

Background

The “Young NaPHOS” project was launched in 2021, by Young SIOPE, the group for junior members of the European Society for Paediatric Oncology (SIOPE). The Young NaPHOS project aims to build a network of national representatives of young paediatric haematologists and oncologists to discuss organisational and educational aspects at national and European level, differences in the training paths, and the needs to be addressed in the future.

Methods

From June 2021 until September 2022, three online meetings took place and one online survey was conducted. The meetings focused on presenting the structure and organisational aspects of existing national junior organisations in paediatric haematology and oncology, including their national activities. The survey aimed to investigate the European landscape of national organisations and training paths by inviting 39 young national representatives.

Results

Ten out of 34 responders confirmed the existence of a junior organisation in their country. Diversity was noted among the countries for the existence of such organisations, the organisations’ activities, or the membership criteria. Further, the training path to become a paediatric oncologist/haematologist differs a lot. Young paediatric oncologists also shared common concerns, especially regarding networking, international collaboration, and educational opportunities.

Conclusion

This project resulted in the creation of a European network among young paediatric oncologists and haematologists, in spreading ideas and offering support, and identified differences and areas for future action of Young SIOPE.
背景 "Young NaPHOS "项目于 2021 年由 Young SIOPE(欧洲儿科肿瘤学会 (SIOPE) 初级会员团体)发起。Young NaPHOS 项目旨在建立一个由各国年轻儿科血液学和肿瘤学专家代表组成的网络,讨论国家和欧洲层面的组织和教育问题、培训路径的差异以及未来需要解决的问题。方法从 2021 年 6 月到 2022 年 9 月,共举行了三次在线会议,并进行了一次在线调查。会议重点介绍了儿科血液学和肿瘤学现有国家初级组织的结构和组织方面,包括其国家活动。调查旨在通过邀请 39 位年轻的国家代表调查欧洲国家组织和培训途径的情况。各国在此类组织的存在、组织活动或成员标准方面存在差异。此外,成为儿科肿瘤学家/血液学家的培训途径也大不相同。年轻的儿科肿瘤学家也有共同的担忧,尤其是在网络、国际合作和教育机会方面。结论:该项目在年轻的儿科肿瘤学家和血液学家中建立了一个欧洲网络,传播了理念并提供了支持,同时也发现了不同之处以及青年 SIOPE 未来的行动领域。
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引用次数: 0
Response to induction chemotherapy modifies the effect of conventional prognostic factors in high-risk neuroblastoma: A report from the Children’s Oncology Group 对诱导化疗的反应可改变传统预后因素对高危神经母细胞瘤的影响:儿童肿瘤学小组的报告
Pub Date : 2024-09-27 DOI: 10.1016/j.ejcped.2024.100193
Elizabeth Sokol , Brian LaBarre , Navin Pinto , Susan Kreissman , M. Meaghan Granger , Julie R. Park , Rochelle Bagatell , Arlene Naranjo , Steven G. DuBois

Background

Response to induction chemotherapy has been shown to predict outcome in patients with high-risk neuroblastoma (HR-NB), with those achieving a complete response (CR) having superior outcomes.

Methods

We evaluated whether conventional prognostic factors remain prognostic in subsets of patients defined by response to induction. 1244 Patients from four COG high-risk trials were included. End-induction response was coded as CR, partial response (PR) or better, less than PR without progressive disease (PD), and PD. Cox regression models were performed to calculate event-free and overall survival (EFS, OS) hazard ratios, including interaction terms between induction response and prognostic factors including sex, age, stage, primary tumor location, LDH, ferritin, ploidy, MYCN status, ALK status, histology, MKI, grade, and study era.

Results

Among patients who achieved a CR after induction, INSS stage 4 disease and trial era were the only factors that remained significantly associated with inferior OS. For those who achieved less than a PR, adrenal primary site, MYCN amplification, and 1p LOH were associated with inferior outcomes. Multivariable models showed that end-induction response remained prognostic of EFS and OS even after controlling for other factors. Multiple significant statistical interactions were observed between end-induction response and other prognostic factors.

Conclusion

The impact of conventional prognostic factors is not static in patients with HR-NB. Instead, response to induction chemotherapy modifies the effect of conventional prognostic factors. These data can help to further refine prognosis for patients with variable responses to induction and help to identify candidates who might benefit from treatment other than standard post-induction therapy.
背景诱导化疗反应已被证明可预测高危神经母细胞瘤(HR-NB)患者的预后,其中获得完全反应(CR)的患者预后更佳。我们纳入了来自四项COG高风险试验的1244名患者。诱导末期反应分为CR、部分反应(PR)或更好、小于PR但无进展性疾病(PD)和PD。采用Cox回归模型计算无事件生存率和总生存率(EFS、OS)危险比,包括诱导反应与性别、年龄、分期、原发肿瘤位置、LDH、铁蛋白、倍体、MYCN状态、ALK状态、组织学、MKI、分级和研究年代等预后因素之间的交互项。在获得PR以下的患者中,肾上腺原发部位、MYCN扩增和1p LOH与不良预后相关。多变量模型显示,即使在控制了其他因素后,诱导末期反应仍是EFS和OS的预后因素。结论 常规预后因素对HR-NB患者的影响并非一成不变。相反,诱导化疗反应会改变传统预后因素的影响。这些数据有助于进一步完善对诱导化疗反应不一的患者的预后,并帮助确定可能从诱导化疗后标准治疗以外的治疗中获益的患者。
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引用次数: 0
A review calling for research directed at early detection of childhood cancers: The clinical, scientific, and economic arguments for population screening and surveillance 呼吁开展儿童癌症早期检测研究的综述:人群筛查和监测的临床、科学和经济论据
Pub Date : 2024-09-26 DOI: 10.1016/j.ejcped.2024.100191
John Apps , Timothy A. Ritzmann , JoFen Liu , Dhurgshaarna Shanmugavadivel , Christina Halsey , Kathy Pritchard Jones , Rifat Atun , Kathy Oliver , Kavita Vedhara , Ashley Ball-Gamble , Neil Ranasinghe , Angela Polanco , Jenny Adamski , Adam L. Green , David A. Walker
Childhood cancers are increasingly recognised as disorders of tissue growth and development, through early life into adulthood. A rising proportion are currently considered to be related to a familial predisposition or associated with identified genetic mutations in predisposition genes. Their threat to life and risk of associated serious disability at diagnosis and need for complex life saving therapies makes them a research priority. Inadequate progress has been made in diagnosing childhood cancers earlier within global health systems, which means that their clinical presentations are either missed altogether or constitute high risk emergencies. Whilst knowledge of tumour biology has improved dramatically over the last decade due to the expansion in research technologies directed at innovative approaches to prognostication and treatment. A concerted research initiative to apply this knowledge to making the diagnosis of childhood cancers at earlier points in tumourgenesis has not developed. The risk for a child getting a cancer by the age of 5 is equivalent to the risks of the conditions selected as part of newborn population screening for rare inherited health conditions and is nearly 3 times that at age 18 years. We are proposing that research directed at accelerating cancer diagnosis for children by focussing upon feasibility and acceptability of linking targeted surveillance with population screening for all childhood cancers. This would be supported by enhanced public and professional awareness of a child’s risks of cancer and the range of clinical presentations. We suggest this must now be a top priority for research because of the potential for improving outcomes for treatment of all types of cancer and reducing the burden of disability and late effects of therapy.
越来越多的人认识到,儿童癌症是一种从生命早期到成年期的组织生长和发育障碍。目前,越来越多的儿童癌症被认为与家族遗传倾向有关,或与已发现的易感基因突变有关。这些疾病对生命构成威胁,确诊时有可能导致严重残疾,需要复杂的救生疗法,因此成为研究的重点。全球卫生系统在早期诊断儿童癌症方面进展不足,这意味着这些癌症的临床表现要么被完全遗漏,要么构成高风险急症。过去十年来,由于针对预后和治疗创新方法的研究技术不断扩展,人们对肿瘤生物学的认识有了显著提高。但是,将这些知识应用于在肿瘤发生的早期阶段对儿童癌症进行诊断的协调一致的研究计划还没有发展起来。儿童在 5 岁前罹患癌症的风险与新生儿罕见遗传性疾病筛查所选疾病的风险相当,是 18 岁时的近 3 倍。我们建议开展旨在加快儿童癌症诊断的研究,重点关注将目标监测与所有儿童癌症的人群筛查联系起来的可行性和可接受性。这将得到公众和专业人士对儿童患癌风险和各种临床表现的进一步认识的支持。我们建议现在必须将此作为研究的重中之重,因为这有可能改善所有类型癌症的治疗效果,减轻残疾负担和治疗的后期影响。
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引用次数: 0
Intermittent micafungin dosing schedule in pediatric oncology patients ‐ safe for outpatient parenteral antimicrobial therapy? 儿科肿瘤患者的间歇性米卡芬净用药计划--门诊肠外抗菌治疗安全吗?
Pub Date : 2024-09-08 DOI: 10.1016/j.ejcped.2024.100189
Jade A. Fox , Nicolette Graham , Rachael Lawson , Sonya Stacey , Julia E. Clark

Introduction

Antifungal prophylaxis is an important preventative strategy for high-risk pediatric oncology patients. When triazoles are contraindicated, micafungin is an alternative to polyenes, due to improved tolerability and limited drug-drug interactions. An intermittent dosing schedule is advantageous for outpatient parenteral antimicrobial therapy (OPAT), but studies assessing safety in pediatric patients are limited.

Methods

This single-centre, retrospective, observational study compared the safety and tolerability of daily (1 mg/kg) and intermittent (3 mg/kg) dosing of amphotericin B liposomal (AmB) and micafungin in children under 18 years, with high-risk leukemia. Results
Of 51 patients, with 76 individual dosing schedules, hepatoxicity and nephrotoxicity were comparable across all four dosing schedules. Severity of hypokalemia was significantly higher amongst patients receiving AmB (p = 0.041), with higher rates of intravenous electrolyte supplementation required. Infusion-related reactions occurred only in the AmB group (22 %). Intermittent administration and dosing of micafungin was well tolerated, with similar effects on liver function and reduced rates of hypokalemia.

Conclusion

This study supports the positive safety profile of intermittent micafungin compared with AmB and describes successful OPAT implementation. Prospective studies assessing efficacy are needed to validate these findings.
导言抗真菌预防是儿科肿瘤高危患者的重要预防策略。在禁用三唑类药物的情况下,米卡芬净因其更好的耐受性和有限的药物相互作用,成为多烯类药物的替代品。这项单中心、回顾性、观察性研究比较了18岁以下高危白血病患儿每天(1毫克/千克)和间歇(3毫克/千克)服用两性霉素B脂质体(AmB)和米卡芬净的安全性和耐受性。结果 在 51 名患者的 76 种给药方案中,四种给药方案的肝毒性和肾毒性相当。接受氨溴索治疗的患者低钾血症的严重程度明显更高(p = 0.041),需要静脉补充电解质的比例也更高。输液相关反应仅发生在 AmB 组(22%)。间歇性给药和给药米卡芬净的耐受性良好,对肝功能的影响相似,低钾血症发生率降低。需要对疗效进行前瞻性研究来验证这些发现。
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引用次数: 0
Approved medicines for paediatric solid tumours in Europe: Lessons from the life cycle of a paediatric investigation plan 欧洲儿科实体瘤获批药物:儿科调查计划生命周期的经验教训
Pub Date : 2024-09-08 DOI: 10.1016/j.ejcped.2024.100190
Erica Brivio , Dominik Karres , Giovanni Lesa , Franca Ligas

Background

Despite the positive changes brought by the Paediatric Regulation in the European Union (EU) in 2007, drug development in children remains challenging.

Methods

To better understand the issues encountered to reach an authorisation for paediatric patients, we reviewed the pathway of the 11 Paediatric Investigational Plans (PIPs) with indications targeting paediatric solid tumours granted by the Committee for Medicinal Products for Human Use (CHMP) between 2007 and 2022.

Results

On average 5,5 years were necessary to reach approval after a PIP was agreed. All the PIPs underwent at least one modification (median 3 modifications per PIP). The use of single arm trials, in the context of refractory/relapsed disease in absence of standard of care treatment, was supportive for granting a paediatric indication in the majority of the cases. In 6 out of 11 approved products, extrapolation from adults was used. For 2/11 the approval focused on an older population first compared to the initial age group agreed in the PIP due to the development of a suitable formulation for younger children still ongoing at the time of first approval. Scientific advice sought on paediatric development use of extrapolation from adults, major objections raised by CHMP and post-marketing requirements were examined.

Conclusion

Analysing the process necessary to reach an authorisation for paediatric patients, we highlight the major challenges faced in the paediatric approval process and the positive examples of successful drug development that reached final approval. Our analysis is expected to provide useful insights to drug developers, investigators and regulators.

背景尽管 2007 年欧盟(EU)的儿科法规带来了积极的变化,但儿童药物的开发仍然充满挑战。方法为了更好地了解儿科患者获得授权所遇到的问题,我们回顾了 2007 年至 2022 年间人用药产品委员会(CHMP)批准的 11 个适应症为儿科实体瘤的儿科研究计划(PIP)的路径。所有 PIP 至少经过一次修改(每个 PIP 的修改次数中位数为 3 次)。在没有标准疗法的情况下,对难治性/复发性疾病进行单臂试验,在大多数情况下都有助于批准儿科适应症。在 11 个获批产品中,有 6 个采用了成人外推法。其中 2/11 个产品的批准首先针对的是年龄较大的人群,而不是 PIP 中最初商定的年龄组,原因是在首次批准时,针对年龄较小儿童的合适制剂的开发工作仍在进行中。结论通过分析儿科患者获得授权的必要过程,我们强调了儿科审批过程中面临的主要挑战,以及获得最终批准的成功药物开发的正面例子。我们的分析有望为药物开发人员、研究人员和监管人员提供有益的启示。
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引用次数: 0
Common core variables for childhood cancer data integration 儿童癌症数据整合的共同核心变量
Pub Date : 2024-08-31 DOI: 10.1016/j.ejcped.2024.100186
Daniela Di Carlo , Ruth Ladenstein , Norbert Graf , Johannes Hans Merks , Gustavo Hernández-Peñaloza , Pamela Kearns , Gianni Bisogno

Introduction

Data-driven research has improved paediatric cancer outcomes for children. However, challenges in sharing data between institutions prevent the use of artificial intelligence (AI) to address substantial unmet needs in children diagnosed with cancer. Harmonising collected data can enable the application of AI for a greater understanding of paediatric cancers. The main goal of the paper was to analyse the currently used childhood cancer databases to identify a core of variables able to capture the most relevant data on the diagnosis and treatment of children and adolescents with cancer.

Methods

We arbitrarily identified different types of existing databases dedicated to collecting data of patients with solid tumours, Umbrella, FAR-RMS; PARTNER; ERN PAEDCAN Registry; INSTRUCT and INRG; the common data elements for Rare Disease by Joint Research Centre. The different elements of the CRFs were analysed and ranked “essential” and “good to have”. Domains that included a group of variables structurally connected were identified. Each variable was defined by name, data type, description, and permissible values.

Results

We identified six structural domains: Patient registration, Personal information, Disease History, Diagnosis, Treatment, and Follow-up and Events. For each of them, “essential” and “good to have” variables were defined.

Discussion

Data harmonisation is essential for enhancing integration and comparability in research. By standardizing data formats and variables, researchers can facilitate data sharing, collaboration, and analysis across multiple studies and datasets. Embracing data harmonization practices will advance application of AI, scientific knowledge, improve research reproducibility, and contribute to evidence-based decision-making in various fields.

导言:数据驱动的研究改善了儿童癌症的治疗效果。然而,机构间共享数据方面的挑战阻碍了人工智能(AI)的应用,无法满足确诊癌症儿童的大量需求。统一所收集的数据可以使人工智能的应用更深入地了解儿科癌症。本文的主要目的是分析目前使用的儿童癌症数据库,以确定能够捕捉儿童和青少年癌症患者诊断和治疗最相关数据的核心变量。方法我们任意确定了现有的专门收集实体瘤患者数据的不同类型数据库:Umbrella、FAR-RMS、PARTNER、ERN PAEDCAN Registry、INSTRUCT 和 INRG;以及联合研究中心的罕见病通用数据元素。对通用报告格式的不同要素进行了分析,并将其分为 "必需 "和 "适合 "两个等级。确定了包含一组结构相连变量的领域。每个变量的定义包括名称、数据类型、描述和允许值:我们确定了六个结构域:患者登记、个人信息、病史、诊断、治疗以及随访和事件。讨论数据协调对于提高研究的整合性和可比性至关重要。通过标准化数据格式和变量,研究人员可以促进多项研究和数据集之间的数据共享、协作和分析。采用数据统一做法将推动人工智能和科学知识的应用,提高研究的可重复性,并有助于各领域的循证决策。
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引用次数: 0
Cross-border access to early phase clinical trials for children with cancer in the Nordic region 北欧地区儿童癌症早期临床试验的跨境准入问题
Pub Date : 2024-08-30 DOI: 10.1016/j.ejcped.2024.100188
Sierra Alef-Defoe , Solenne Carof , Nanna Maria Hammer , Sylvain Besle , Hanne Baekgaard Larsen , Britt Pinkowski Tersbøl , Karsten Nysom

Introduction

As 15 % of childhood cancers are still incurable, early phase clinical trials are essential in developing better therapies for children with cancer. Accessing relevant trials can be challenging, exacerbated by increasingly specialized therapies which are not available in every country. Copenhagen houses the main early phase trial center for children with cancer in the Nordic region, with about half of trial participants coming from abroad. We explored factors facilitating cross-border access to early phase pediatric cancer trials in Copenhagen.

Methods and materials

Interviews were conducted with 11 family members from five families and nineteen healthcare providers on socio-cultural aspects of traveling for the trial. A thematic analysis was conducted.

Results

Three major themes were identified: proximity to a trial center, facilitation of referral and logistics, and families’ and providers’ perceptions. Both geographic proximity and socio-cultural proximity facilitated access. Provider networks facilitated referrals and sponsors paid for travel, improving feasibility for families. Finally, families’ feelings of hope and providers’ positive perceptions of experimental therapy also promoted access to early phase trials.

Conclusions

Our findings highlight the importance of fully supporting families through logistics, expenses, and challenges associated with traveling to a clinical trial, the value of robust provider networks in facilitating referrals, and the need for awareness of potential socio-cultural bias in referring patients. While factors like geography and attitude also mitigate access, many barriers can be overcome by comprehensive support for families, improving access to early phase trials for children with cancer.

导言:目前仍有 15% 的儿童癌症无法治愈,因此早期临床试验对于开发更好的儿童癌症疗法至关重要。但要获得相关试验的机会却很困难,而越来越多的专业治疗方法并非在每个国家都能获得,这就更加剧了这一问题。哥本哈根是北欧地区主要的儿童癌症早期试验中心,约有一半的试验参与者来自国外。我们探讨了促进跨境参加哥本哈根儿童癌症早期试验的因素。方法和材料我们对来自五个家庭的 11 名家庭成员和 19 名医疗服务提供者进行了访谈,内容涉及旅行参加试验的社会文化方面。结果确定了三大主题:与试验中心的距离、转诊和物流的便利性以及家庭和医疗服务提供者的看法。地理位置的接近和社会文化的接近都为获得试验提供了便利。服务提供者网络为转介提供了便利,赞助商支付了旅费,提高了家庭的可行性。最后,家庭的希望感和医疗服务提供者对试验疗法的积极看法也促进了早期阶段试验的获得。结论我们的研究结果强调了全力支持家庭克服与前往临床试验相关的后勤、费用和挑战的重要性,强大的医疗服务提供者网络在促进转诊方面的价值,以及在转诊患者时需要意识到潜在的社会文化偏见。虽然地理位置和态度等因素也会影响临床试验的获得,但通过为家庭提供全面支持,可以克服许多障碍,从而提高儿童癌症患者获得早期临床试验的机会。
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引用次数: 0
Clinical use-cases and implementation guidelines for the development of valuable AI 开发有价值人工智能的临床应用案例和实施指南
Pub Date : 2024-08-29 DOI: 10.1016/j.ejcped.2024.100187
Karina C. Borja Jiménez , Patrick Kemmeren , Marry van den Heuvel-Ebrink , Ronald de Krijger , Martha Grootenhuis , Marita Partanen , Norbert Graf , Shuping Wen , Alexander Leemans , Daniel L. Oberski , Reineke A. Schoot , Johannes H.M. Merks
Contributing to UNICA4EU’s vision to upscale and wide-scale the application of AI technology to pediatric cancer care, this paper provides guidelines for the development of an AI-based ecosystem and its potential implementation into clinical practice. We also provide clinical use cases (UC) that depict scenarios at different stages of the patient journey and showcase how data collected through different methods and techniques interact and could synergize with AI tools to improve diagnosis and risk stratification, facilitate clinical decision making, and help to adequately monitor patients’ quality of life (QoL). Pediatric oncologists and AI specialists crafted each UC considering current standards, unmet needs, and advancements in both precision medicine and AI to address identified challenges. UC depict transferable methods and processes applicable to other diseases, and show how different techniques could ideally converge at different stages, representing a use case on its own.
UNICA4EU 的愿景是提升和扩大人工智能技术在儿科癌症护理中的应用,本文为开发基于人工智能的生态系统及其在临床实践中的潜在应用提供了指导。我们还提供了临床用例 (UC),描述了患者治疗过程中不同阶段的场景,展示了通过不同方法和技术收集的数据如何与人工智能工具相互作用、协同增效,以改善诊断和风险分层,促进临床决策,并帮助充分监控患者的生活质量 (QoL)。儿科肿瘤专家和人工智能专家在制定每项 UC 时,都会考虑到当前的标准、未满足的需求以及精准医疗和人工智能的进步,以应对已确定的挑战。UC 描述了适用于其他疾病的可转移方法和流程,并展示了不同技术如何在不同阶段理想地融合,这本身就是一个用例。
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引用次数: 0
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EJC paediatric oncology
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