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Association of the Extent of Internet Use by Patients With Cancer With Social Support Among Patients and Change in Patient-Reported Treatment Outcomes During Inpatient Rehabilitation: Cross-sectional and Longitudinal Study. 癌症患者互联网使用程度与患者社会支持的关系以及住院康复期间患者报告治疗结果的变化:横断面和纵向研究
IF 2.8 Q3 Medicine Pub Date : 2023-05-17 DOI: 10.2196/39246
Lukas Lange-Drenth, Holger Schulz, Gero Endsin, Christiane Bleich

Background: Given the increasing number of cancer survivors and their rising survival rates, rehabilitation plays an increasingly important role. Social support among patients is an essential element of inpatient and day care rehabilitation. The internet can empower patients with cancer to become more active health care consumers and facilitate information and supportive care needs. By contrast, therapists suspect that high internet use during rehabilitation may severely limit social interactions between patients, thus interfering with the patients' rehabilitation program and jeopardizing treatment success.

Objective: We hypothesized that the extent of internet use would be negatively related to social support among patients with cancer during their clinical stay as well as fewer improvements in patient-reported treatment outcomes from the first to the last day of their clinical stay.

Methods: Patients with cancer participated during their inpatient rehabilitation. Cross-sectional data, such as the extent of participants' internet use and perceived social support among patients, were collected during the last week of their clinic stay. The treatment outcomes, that is, participants' levels of distress, fatigue, and pain, were collected on the first and last day of the clinic stay. We used multiple linear regression analysis to study the association between the extent of internet use and social support among patients with cancer. We used linear mixed model analyses to study the association between the extent of internet use by patients with cancer and the change in patient-reported treatment outcomes.

Results: Of the 323 participants, 279 (86.4%) participants reported that they used the internet. The extent of the internet use (t315=0.78; P=.43) was not significantly associated with the perceived social support among the participants during their clinical stay. In addition, the extent of participants' internet use during their clinical stay was not associated with changes in participants' levels of distress (F1,299=0.12; P=.73), fatigue (F1,299=0.19; P=.67), and pain (F1,303=0.92; P=.34) from the first to the last day of their clinical stay.

Conclusions: The extent of internet use does not seem to be negatively associated with the perceived social support among patients with cancer or with the change in patients' levels of distress, fatigue, or pain from the first to the last day of their clinical stay.

背景:随着癌症幸存者人数的增加和生存率的提高,康复治疗扮演着越来越重要的角色。患者之间的社会支持是住院和日间护理康复的基本要素。互联网可以使癌症患者成为更积极的医疗保健消费者,并促进信息和支持性护理需求。相比之下,治疗师怀疑在康复过程中高度使用互联网可能会严重限制患者之间的社交互动,从而干扰患者的康复计划并危及治疗成功。目的:我们假设互联网的使用程度与癌症患者在临床住院期间的社会支持呈负相关,并且从他们临床住院的第一天到最后一天,患者报告的治疗结果的改善较少。方法:对癌症患者进行住院康复治疗。横断面数据,如参与者的互联网使用程度和患者的感知社会支持,是在他们的诊所停留的最后一周收集的。治疗结果,即参与者的痛苦,疲劳和疼痛水平,在诊所停留的第一天和最后一天收集。我们使用多元线性回归分析来研究癌症患者网络使用程度与社会支持之间的关系。我们使用线性混合模型分析来研究癌症患者使用互联网的程度与患者报告的治疗结果变化之间的关系。结果:在323名参与者中,279名(86.4%)参与者报告说他们使用互联网。互联网使用程度(t315=0.78;P=.43)与临床住院期间参与者感知到的社会支持无显著相关。此外,参与者在临床住院期间使用互联网的程度与参与者的痛苦水平的变化无关(f1299 =0.12;P= 0.73),疲劳(F1,299=0.19;P= 0.67),疼痛(f1303 =0.92;P=.34)。结论:网络使用的程度似乎与癌症患者感知到的社会支持没有负相关,也与患者从临床住院的第一天到最后一天的痛苦、疲劳或疼痛水平的变化没有负相关。
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引用次数: 0
Navigating the Cancer Journey Using Web-Based Information: Grounded Theory Emerging From the Lived Experience of Cancer Patients and Informal Caregivers With Implications for Web-Based Content Design. 使用基于网络的信息导航癌症之旅:基于癌症患者和非正式护理人员生活经验的理论与基于网络的内容设计的含义。
IF 2.8 Q3 Medicine Pub Date : 2023-05-17 DOI: 10.2196/41740
Maclean Thiessen, Shelly Raffin Bouchal, Patricia A Tang, Shane Sinclair

Background: The internet is an important source of information for many informal caregivers and patients living with cancer. A better understanding of how individuals use the internet to meet their informational needs is important for guiding intervention development.

Objective: The objectives of this study were to develop a theory describing why individuals living with cancer use the internet to find information, characterize the challenges faced with existing web-based content, and provide recommendations for web-based content design.

Methods: Adults (≥18 years) with a history of being patients with cancer or informal caregivers were recruited from Alberta, Canada. After providing informed consent, participants were engaged through digitally recorded one-on-one semistructured interviews, focus groups, a web-based discussion board, and emails. Classic grounded theory guided the study procedures.

Results: A total of 21 participants took part in 23 one-on-one interviews and 5 focus groups. The mean age was 53 (SD 15.3) years. Breast, gynecological, and hematological cancers were the most common cancer types (4/21, 19% each). In total, 67% (14/21) of patients, 29% (6/21) of informal caregivers, and 5% (1/21) of individuals reporting both roles participated. Participants experienced many new challenges in their cancer journey and used the internet to become better oriented to them. For each challenge, internet searching attempted to address one or more of 3 key orientation questions: why the challenge was happening, what to expect, and options for managing it. Better orientation resulted in improved physical and psychosocial well-being. Content that was well laid out, concise, free of distractions, and that addressed the key orientation questions was identified as the most helpful in assisting with orientation. Creators of web-based content are encouraged to 1) clearly identify the cancer challenge and population the content is addressing, as well as the presence of any potentially distressing information; 2) provide versions of the content in different formats, including printer-friendly, audio, video, and alternative languages; 3) state who created the content, including the individuals, organizations, and processes involved; 4) place hyperlinks after the key orientation questions have been addressed; and 5) ensure that the content is optimized for discovery by search engines (ie, Google).

Conclusions: Web-based content plays an essential role for many living with cancer. Clinicians are encouraged to take active steps to help patients and informal caregivers find web-based content that meets their informational needs. Content creators also have a responsibility to ensure that the content they create assists and does not hinder those navigating the cancer journey. Research is needed to better understand the many challenges that individual

背景:互联网是许多非正式护理人员和癌症患者的重要信息来源。更好地了解个人如何使用互联网来满足他们的信息需求,对于指导干预措施的发展非常重要。目的:本研究的目的是发展一种理论,描述为什么癌症患者使用互联网查找信息,描述现有网络内容面临的挑战,并为网络内容设计提供建议。方法:从加拿大阿尔伯塔省招募有癌症病史的成年人(≥18岁)或非正式照顾者。在提供知情同意后,参与者通过数字记录的一对一半结构化访谈、焦点小组、基于网络的讨论板和电子邮件进行参与。经典扎根理论指导了研究过程。结果:共有21名参与者参加了23次一对一访谈和5个焦点小组。平均年龄53岁(SD 15.3)。乳腺癌、妇科和血液癌是最常见的癌症类型(4/21,各占19%)。总共有67%(14/21)的患者、29%(6/21)的非正式护理人员和5%(1/21)的报告两种角色的个人参与了研究。参与者在他们的癌症旅程中经历了许多新的挑战,并利用互联网更好地了解他们。对于每个挑战,互联网搜索试图解决3个关键导向问题中的一个或多个:为什么会发生挑战,期望什么,以及管理它的选择。更好的定向导致了身体和心理健康的改善。布局良好、简洁、不分散注意力、解决关键定向问题的内容被认为是最有助于定向的内容。鼓励网络内容的创作者1)清楚地识别癌症挑战和内容所针对的人群,以及任何潜在的令人不安的信息的存在;2)提供不同格式的内容版本,包括打印友好、音频、视频和替代语言;3)说明内容的创造者,包括所涉及的个人、组织和过程;4)在重点导向问题解决后放置超链接;5)确保内容被搜索引擎(如Google)优化发现。结论:网络内容对许多癌症患者起着至关重要的作用。鼓励临床医生采取积极措施,帮助患者和非正式护理人员找到满足其信息需求的网络内容。内容创作者也有责任确保他们创造的内容能够帮助而不是阻碍那些正在经历癌症之旅的人。需要进行研究,以更好地了解癌症患者面临的许多挑战,包括他们是如何在时间上相关的。此外,如何针对特定的癌症挑战和人群优化基于网络的内容应被视为未来研究的重要领域。
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引用次数: 1
Exploring the Acceptability of Text Messages to Inform and Support Shared Decision-making for Colorectal Cancer Screening: Online Panel Survey. 探讨短信的可接受性,以告知和支持共同决策的大肠癌筛查:在线小组调查。
IF 2.8 Q3 Medicine Pub Date : 2023-05-05 DOI: 10.2196/40917
Soohyun Hwang, Allison J Lazard, Meredith K Reffner Collins, Alison T Brenner, Hillary M Heiling, Allison M Deal, Seth D Crockett, Daniel S Reuland, Jennifer Elston Lafata

Background: While online portals may be helpful to engage patients in shared decision-making at the time of cancer screening, because of known disparities in patient portal use, sole reliance on portals to support cancer screening decision-making could exacerbate well-known disparities in this health care area. Innovative approaches are needed to engage patients in health care decision-making and to support equitable shared decision-making.

Objective: We assessed the acceptability of text messages to engage sociodemographically diverse individuals in colorectal cancer (CRC) screening decisions and support shared decision-making in practice.

Methods: We developed a brief text message program offering educational information consisting of components of shared decision-making regarding CRC screening (eg, for whom screening is recommended, screening test options, and pros/cons of options). The program and postprogram survey were offered to members of an online panel. The outcome of interest was program acceptability measured by observed program engagement, participant-reported acceptability, and willingness to use similar programs (behavioral intent). We evaluated acceptability among historically marginalized categories of people defined by income, literacy, and race.

Results: Of the 289 participants, 115 reported having a low income, 146 were Black/African American, and 102 had less than extreme confidence in their health literacy. With one exception, we found equal or greater acceptability, regardless of measure, within each of the marginalized categories of people compared to their counterparts. The exception was that participants reporting an income below US $50,000 were less likely to engage with sufficient content of the program to learn that there was a choice among different CRC screening tests (difference -10.4%, 95% CI -20.1 to -0.8). Of note, Black/African American participants reported being more likely to sign up to receive text messages from their doctor's office compared to white participants (difference 18.7%, 95% CI 7.0-30.3).

Conclusions: Study findings demonstrate general acceptance of text messages to inform and support CRC screening shared decision-making.

背景:虽然在线门户网站可能有助于患者在癌症筛查时参与共同决策,但由于已知患者门户网站使用的差异,仅依赖门户网站来支持癌症筛查决策可能会加剧这一卫生保健领域众所周知的差异。需要采取创新办法,使患者参与保健决策并支持公平的共同决策。目的:我们评估短信在结肠直肠癌(CRC)筛查决策中的可接受性,并在实践中支持共同决策。方法:我们开发了一个简短的短信程序,提供有关CRC筛查的共同决策组成部分的教育信息(例如,建议对谁进行筛查,筛查测试选项和选项的利弊)。课程和课程后的调查是提供给在线小组成员的。兴趣的结果是通过观察到的项目参与、参与者报告的可接受性和使用类似项目的意愿(行为意图)来衡量项目的可接受性。我们评估了历史上被收入、文化和种族界定的边缘化人群的可接受性。结果:在289名参与者中,115人报告收入较低,146人是黑人/非裔美国人,102人对自己的健康素养信心不足。除了一个例外,我们发现,在每一个被边缘化的人群中,无论以何种方式,与他们的同行相比,他们的可接受性是相同的,甚至更高。唯一的例外是,报告收入低于5万美元的参与者不太可能参与到项目的足够内容中,以了解在不同的CRC筛查测试中有选择(差异-10.4%,95% CI -20.1至-0.8)。值得注意的是,与白人参与者相比,黑人/非裔美国人参与者更有可能注册接收来自医生办公室的短信(差异18.7%,95% CI 7.0-30.3)。结论:研究结果表明,人们普遍接受短信来告知和支持CRC筛查共同决策。
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引用次数: 0
The Patient Experience of Acute Lymphoblastic Leukemia and Its Treatment: Social Media Review. 急性淋巴细胞白血病及其治疗的患者体验:社交媒体回顾。
IF 2.8 Q3 Medicine Pub Date : 2023-05-01 DOI: 10.2196/39852
Rebecca Crawford, Slaven Sikirica, Ross Morrison, Joseph C Cappelleri, Alexander Russell-Smith, Richa Shah, Helen Chadwick, Lynda Doward

Background: Adult patients with acute lymphoblastic leukemia (ALL) report substantial disease- and treatment-related impacts on their health-related quality of life (HRQOL). Patient-reported information (PRI) shared on social media may provide a distinct opportunity to understand the patient experience outside of formal research contexts and help inform the development of novel therapies.

Objective: This qualitative social media review aimed to assess PRI shared on social media websites to gain a better understanding of the symptom, HRQOL, and treatment impacts on individuals with ALL.

Methods: We identified English-language posts on 3 patient advocacy websites (Patient Power, The Patient Story, and Leukaemia Care) and YouTube that included PRI about experiences with ALL or ALL treatments shared by adults (aged ≥18 years) with a self-reported ALL diagnosis. Patients' demographic and disease characteristics were extracted from posts (where available), and the posts were analyzed thematically. A network analysis was conducted to delineate possible associations among ALL symptoms, HRQOL impacts, and treatment-related symptoms and impacts.

Results: Of the 935 social media posts identified, 63 (7%) met the review criteria, including 40 (63%) videos, 5 (8%) comments posted in response to videos, and 18 (29%) blog posts. The 63 posts were contributed by 41 patients comprised of 21 (51%) males, 18 females (44%), and 2 (5%) whose gender was not reported. Among the patients, 13 (32%) contributed >1 source of data. Fatigue (n=20, 49%), shortness of breath (n=13, 32%), and bruising (n=12, 29%) were the symptoms prior to treatment most frequently discussed by patients. Patients also reported impacts on personal relationships (n=26, 63%), psychological and emotional well-being (n=25, 61%), and work (n=16, 39%). Although inpatient treatment reportedly restricted patients' independence and social functioning, it also provided a few patients with a sense of safety. Patients frequently relied on their doctors to drive their treatment decisions but were also influenced by family members. The network analysis indicated that disease-related symptoms were primarily associated with patients' physical functioning, activities of daily living, and ability to work, while treatment-related symptoms were primarily associated with emotional well-being.

Conclusions: This social media review explored PRI through a thematic analysis of patient-contributed content on patient advocacy websites and YouTube to identify and contextualize emergent themes in patient experiences with ALL and its treatments. To our knowledge, this is the first study to leverage this novel tool to generate new insights into patients' experiences with ALL. Patients' social media posts suggest that inpatient care for ALL is associated with restricted independence and social functioning. However, i

背景:急性淋巴细胞白血病(ALL)成人患者报告称,疾病和治疗对其健康相关生活质量(HRQOL)产生了重大影响。在社交媒体上分享的患者报告信息(PRI)可提供一个独特的机会,让我们了解患者在正式研究背景之外的经历,并帮助开发新型疗法:本社交媒体定性综述旨在评估社交媒体网站上分享的 PRI,以更好地了解症状、HRQOL 和治疗对 ALL 患者的影响:我们识别了 3 个患者权益网站(Patient Power、The Patient Story 和 Leukaemia Care)和 YouTube 上的英文帖子,这些帖子包含由自我报告确诊为 ALL 的成年人(年龄≥18 岁)分享的关于 ALL 或 ALL 治疗经验的 PRI。从帖子中提取了患者的人口统计学特征和疾病特征(如有),并对帖子进行了专题分析。我们进行了网络分析,以确定ALL症状、HRQOL影响以及治疗相关症状和影响之间可能存在的关联:在确定的 935 篇社交媒体帖子中,有 63 篇(7%)符合审查标准,其中包括 40 篇(63%)视频、5 篇(8%)针对视频发表的评论以及 18 篇(29%)博文。这 63 篇帖子由 41 名患者发表,其中男性 21 人(51%),女性 18 人(44%),还有 2 人(5%)未报告性别。其中,13 名患者(32%)提供了多于一个数据源。疲劳(20 人,占 49%)、呼吸急促(13 人,占 32%)和瘀伤(12 人,占 29%)是患者最常讨论的治疗前症状。患者还报告了对人际关系(26 人,占 63%)、心理和情绪健康(25 人,占 61%)以及工作(16 人,占 39%)的影响。虽然住院治疗限制了患者的独立性和社会功能,但也为少数患者提供了安全感。患者经常依赖医生做出治疗决定,但也会受到家人的影响。网络分析表明,与疾病相关的症状主要与患者的身体功能、日常生活活动和工作能力相关,而与治疗相关的症状主要与患者的情绪健康相关:本社交媒体综述通过对患者在患者权益网站和 YouTube 上发表的内容进行主题分析来探索 PRI,以确定患者在 ALL 及其治疗经历中出现的主题,并将其与背景情况联系起来。据我们所知,这是第一项利用这种新型工具对患者的 ALL 患者经历产生新见解的研究。患者在社交媒体上发表的帖子表明,ALL 患者的住院治疗与独立性和社会功能受限有关。不过,住院治疗也为一些患者提供了安全感。像本研究这样用患者自己的语言记录他们经历的研究是我们进一步了解ALL患者治疗结果的宝贵工具。
{"title":"The Patient Experience of Acute Lymphoblastic Leukemia and Its Treatment: Social Media Review.","authors":"Rebecca Crawford, Slaven Sikirica, Ross Morrison, Joseph C Cappelleri, Alexander Russell-Smith, Richa Shah, Helen Chadwick, Lynda Doward","doi":"10.2196/39852","DOIUrl":"10.2196/39852","url":null,"abstract":"<p><strong>Background: </strong>Adult patients with acute lymphoblastic leukemia (ALL) report substantial disease- and treatment-related impacts on their health-related quality of life (HRQOL). Patient-reported information (PRI) shared on social media may provide a distinct opportunity to understand the patient experience outside of formal research contexts and help inform the development of novel therapies.</p><p><strong>Objective: </strong>This qualitative social media review aimed to assess PRI shared on social media websites to gain a better understanding of the symptom, HRQOL, and treatment impacts on individuals with ALL.</p><p><strong>Methods: </strong>We identified English-language posts on 3 patient advocacy websites (Patient Power, The Patient Story, and Leukaemia Care) and YouTube that included PRI about experiences with ALL or ALL treatments shared by adults (aged ≥18 years) with a self-reported ALL diagnosis. Patients' demographic and disease characteristics were extracted from posts (where available), and the posts were analyzed thematically. A network analysis was conducted to delineate possible associations among ALL symptoms, HRQOL impacts, and treatment-related symptoms and impacts.</p><p><strong>Results: </strong>Of the 935 social media posts identified, 63 (7%) met the review criteria, including 40 (63%) videos, 5 (8%) comments posted in response to videos, and 18 (29%) blog posts. The 63 posts were contributed by 41 patients comprised of 21 (51%) males, 18 females (44%), and 2 (5%) whose gender was not reported. Among the patients, 13 (32%) contributed >1 source of data. Fatigue (n=20, 49%), shortness of breath (n=13, 32%), and bruising (n=12, 29%) were the symptoms prior to treatment most frequently discussed by patients. Patients also reported impacts on personal relationships (n=26, 63%), psychological and emotional well-being (n=25, 61%), and work (n=16, 39%). Although inpatient treatment reportedly restricted patients' independence and social functioning, it also provided a few patients with a sense of safety. Patients frequently relied on their doctors to drive their treatment decisions but were also influenced by family members. The network analysis indicated that disease-related symptoms were primarily associated with patients' physical functioning, activities of daily living, and ability to work, while treatment-related symptoms were primarily associated with emotional well-being.</p><p><strong>Conclusions: </strong>This social media review explored PRI through a thematic analysis of patient-contributed content on patient advocacy websites and YouTube to identify and contextualize emergent themes in patient experiences with ALL and its treatments. To our knowledge, this is the first study to leverage this novel tool to generate new insights into patients' experiences with ALL. Patients' social media posts suggest that inpatient care for ALL is associated with restricted independence and social functioning. However, i","PeriodicalId":45538,"journal":{"name":"JMIR Cancer","volume":null,"pages":null},"PeriodicalIF":2.8,"publicationDate":"2023-05-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://www.ncbi.nlm.nih.gov/pmc/articles/PMC10186186/pdf/","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"9484304","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"OA","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Features of Cancer mHealth Apps and Evidence for Patient Preferences: Scoping Literature Review. 癌症移动健康应用程序的特点和患者偏好的证据:范围文献综述。
IF 2.8 Q3 Medicine Pub Date : 2023-04-28 DOI: 10.2196/37330
Shannon Vaffis, Soluna Whaley, David Rhys Axon, Elizabeth Hall-Lipsy, Ana Hincapie, Marion Slack, Terri Warholak

Background: Cancer is increasingly being treated as a chronic disease rather than an acute one-time illness. Additionally, oral anticancer therapies, as opposed to intravenous chemotherapy, are now available for an increasing number of cancer indications. Mobile health (mHealth) apps for use on mobile devices (eg, smartphones or tablets) are designed to help patients with medication adherence, symptom tracking, and disease management. Several previous literature reviews have been conducted regarding mHealth apps for cancer. However, these studies did not address patient preferences for the features of cancer mHealth apps.

Objective: The primary aim was to review the scientific literature that describes the features and functions of mHealth apps designed for cancer self-management.

Methods: As the purpose of this review was to explore the depth and breadth of research on mHealth app features for cancer self-management, a scoping review methodology was adopted. Four databases were used for this review: PubMed/MEDLINE, Embase, CINAHL, and PsycINFO. Citation and reference searches were conducted for manuscripts meeting the inclusion criteria. A gray literature search was also conducted. Data extracted from manuscripts included author, title, publication date, study type, sampling type, cancer type, treatment, age of participants, features, availability (free or subscription), design input, and patient preferences. Finally, the features listed for each app were compared, highlighting similarities across platforms as well as features unique to each app.

Results: After the removal of duplicates, 522 manuscripts remained for the title and abstract review, with 51 undergoing full-text review. A total of 7 manuscripts (referred to as studies hereafter) were included in the final scoping review. App features described in each study varied from 2 to 11, with a median of 4 features per app. The most reported feature was a symptom or side effect tracker, which was reported in 6 studies. Two apps specified the inclusion of patients and health care providers during the design, while 1 app noted that IT and communications experts provided design input. The utility of the apps for end users was measured in several ways, including acceptability (measuring the end users' experience), usability (assessing the functionality and performance by observing real users completing tasks), or qualitative data (reports from end users collected from interviews or focus groups).

Conclusions: This review explored the literature on cancer mHealth apps. Popular features within these mHealth apps include symptom trackers, cancer education, and medication trackers. However, these apps and features are often developed with little input from patients. Additionally, there is little information regarding patient preferences for the features of existing apps. While the number of

背景:癌症越来越被视为一种慢性疾病,而不是一种急性的一次性疾病。此外,口服抗癌疗法,而不是静脉化疗,现在可用于越来越多的癌症适应症。在移动设备(如智能手机或平板电脑)上使用的移动健康(mHealth)应用程序旨在帮助患者坚持服药、跟踪症状和管理疾病。之前有几篇文献综述是关于移动健康应用程序治疗癌症的。然而,这些研究并没有解决患者对癌症移动健康应用程序功能的偏好。目的:主要目的是回顾描述为癌症自我管理而设计的移动健康应用程序的特征和功能的科学文献。方法:由于本综述的目的是探索移动健康应用程序功能用于癌症自我管理的研究的深度和广度,因此采用了范围审查方法。本综述使用了四个数据库:PubMed/MEDLINE、Embase、CINAHL和PsycINFO。对符合纳入标准的稿件进行引文和参考文献检索。并进行灰色文献检索。从手稿中提取的数据  包括作者、标题、出版日期、研究类型、抽样类型、癌症类型、治疗、参与者年龄、特征、可用性(免费或订阅)、设计输入和患者偏好。最后,对每个应用程序列出的功能进行比较,突出各平台之间的相似性以及每个应用程序的独特功能。结果:在删除重复后,522篇手稿仍用于标题和摘要审查,51篇进行全文审查。总共有7篇手稿(下文称为研究)被纳入最终的范围审查。每项研究中描述的应用程序功能从2到11不等,每个应用程序的中位数为4个功能。报告最多的功能是症状或副作用跟踪器,有6项研究报告了这一功能。有两款应用程序在设计过程中指定了患者和医疗服务提供者,而一款应用程序指出,IT和通信专家提供了设计输入。应用程序对最终用户的效用是通过几种方式来衡量的,包括可接受性(衡量最终用户的体验),可用性(通过观察真实用户完成任务来评估功能和性能),或定性数据(从访谈或焦点小组收集的最终用户报告)。结论:本综述探讨了有关癌症移动健康应用程序的文献。这些移动健康应用程序中流行的功能包括症状跟踪、癌症教育和药物跟踪。然而,这些应用程序和功能的开发往往很少得到患者的参与。此外,几乎没有关于患者对现有应用程序功能偏好的信息。随着可供下载的癌症相关应用程序的数量不断增加,进一步探索患者对应用程序功能的偏好,可能会产生更好地满足患者疾病自我管理需求的应用程序。
{"title":"Features of Cancer mHealth Apps and Evidence for Patient Preferences: Scoping Literature Review.","authors":"Shannon Vaffis,&nbsp;Soluna Whaley,&nbsp;David Rhys Axon,&nbsp;Elizabeth Hall-Lipsy,&nbsp;Ana Hincapie,&nbsp;Marion Slack,&nbsp;Terri Warholak","doi":"10.2196/37330","DOIUrl":"https://doi.org/10.2196/37330","url":null,"abstract":"<p><strong>Background: </strong>Cancer is increasingly being treated as a chronic disease rather than an acute one-time illness. Additionally, oral anticancer therapies, as opposed to intravenous chemotherapy, are now available for an increasing number of cancer indications. Mobile health (mHealth) apps for use on mobile devices (eg, smartphones or tablets) are designed to help patients with medication adherence, symptom tracking, and disease management. Several previous literature reviews have been conducted regarding mHealth apps for cancer. However, these studies did not address patient preferences for the features of cancer mHealth apps.</p><p><strong>Objective: </strong>The primary aim was to review the scientific literature that describes the features and functions of mHealth apps designed for cancer self-management.</p><p><strong>Methods: </strong>As the purpose of this review was to explore the depth and breadth of research on mHealth app features for cancer self-management, a scoping review methodology was adopted. Four databases were used for this review: PubMed/MEDLINE, Embase, CINAHL, and PsycINFO. Citation and reference searches were conducted for manuscripts meeting the inclusion criteria. A gray literature search was also conducted. Data extracted from manuscripts included author, title, publication date, study type, sampling type, cancer type, treatment, age of participants, features, availability (free or subscription), design input, and patient preferences. Finally, the features listed for each app were compared, highlighting similarities across platforms as well as features unique to each app.</p><p><strong>Results: </strong>After the removal of duplicates, 522 manuscripts remained for the title and abstract review, with 51 undergoing full-text review. A total of 7 manuscripts (referred to as studies hereafter) were included in the final scoping review. App features described in each study varied from 2 to 11, with a median of 4 features per app. The most reported feature was a symptom or side effect tracker, which was reported in 6 studies. Two apps specified the inclusion of patients and health care providers during the design, while 1 app noted that IT and communications experts provided design input. The utility of the apps for end users was measured in several ways, including acceptability (measuring the end users' experience), usability (assessing the functionality and performance by observing real users completing tasks), or qualitative data (reports from end users collected from interviews or focus groups).</p><p><strong>Conclusions: </strong>This review explored the literature on cancer mHealth apps. Popular features within these mHealth apps include symptom trackers, cancer education, and medication trackers. However, these apps and features are often developed with little input from patients. Additionally, there is little information regarding patient preferences for the features of existing apps. While the number of","PeriodicalId":45538,"journal":{"name":"JMIR Cancer","volume":null,"pages":null},"PeriodicalIF":2.8,"publicationDate":"2023-04-28","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://www.ncbi.nlm.nih.gov/pmc/articles/PMC10182455/pdf/","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"9459180","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"OA","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 1
Extended Family Outreach in Hereditary Cancer Using Web-Based Genealogy, Direct-to-Consumer Ancestry Genetics, and Social Media: Mixed Methods Process Evaluation of the ConnectMyVariant Intervention. 使用基于网络的家谱、直接面向消费者的祖先遗传学和社交媒体的遗传性癌症的扩展家庭外展:ConnectMyVariant干预的混合方法过程评估。
IF 2.8 Q3 Medicine Pub Date : 2023-04-20 DOI: 10.2196/43126
Annie T Chen, Jennifer Huey, Sandra Coe, Jailanie Kaganovsky, Emily A Malouf, Heather D Evans, Jill Daker, Elizabeth Harper, Olivia Fordiani, Emma E Lowe, Caileigh McGraw Oldroyd, Ashlyn Price, Kristlynn Roth, Julie Stoddard, Jill N Crandell, Brian H Shirts

Background: Cascade screening, defined as helping at-risk relatives get targeted genetic testing of familial variants for dominant hereditary cancer syndromes, is a proven component of cancer prevention; however, its uptake is low. We developed and conducted a pilot study of the ConnectMyVariant intervention, in which participants received support to contact at-risk relatives that extended beyond first-degree relatives and encourage relatives to obtain genetic testing and connect with others having the same variant through email and social media. The support that participants received included listening to participants' needs, assisting with documentary genealogy to find common ancestors, facilitating direct-to-consumer DNA testing and interpretation, and assisting with database searches.

Objective: We aimed to assess intervention feasibility, motivations for participating, and engagement among ConnectMyVariant participants and their families.

Methods: We used a mixed methods design including both quantitative and qualitative evaluation methods. First, we considered intervention feasibility by characterizing recruitment and retention using multiple recruitment mechanisms, including web-based advertising, dissemination of invitations with positive test results, provider recruitment, snowball sampling, and recruitment through web-based social networks and research studies. Second, we characterized participants' motivations, concerns, and engagement through project documentation of participant engagement in outreach activities and qualitative analysis of participant communications. We used an inductive qualitative data analysis approach to analyze emails, free-text notes, and other communications generated with participants as part of the ConnectMyVariant intervention.

Results: We identified 84 prospective participants using different recruitment mechanisms; 57 participants were ultimately enrolled in the study for varying lengths of time. With respect to motivations for engaging in the intervention, participants were most interested in activities relating to genealogy and communication with others who had their specific variants. Although there was a desire to find others with the same variant and prevent cancer, more participants expressed an interest in learning about their genealogy and family health history, with prevention in relatives considered a natural side effect of outreach. Concerns about participation included whether relatives would be open to communication, how to go about it, and whether others with a specific variant would be motivated to help find common ancestors. We observed that ConnectMyVariant participants engaged in 6 primary activities to identify and communicate with at-risk relatives: sharing family history, family member testing, direct-to-consumer genealogy genetic testing analysis, contacting (distant) relatives, documentary geneal

背景:级联筛查,定义为帮助高危亲属获得显性遗传性癌症综合征家族变异的靶向基因检测,是癌症预防的一个已被证实的组成部分;然而,它的使用率很低。我们开发并进行了ConnectMyVariant干预的试点研究,在该研究中,参与者得到支持,可以联系除一级亲属以外的有风险的亲属,并鼓励亲属进行基因检测,并通过电子邮件和社交媒体与具有相同变体的其他人联系。参与者得到的支持包括倾听参与者的需求、协助提供家谱文件以寻找共同的祖先、促进直接面向消费者的DNA测试和解释,以及协助进行数据库搜索。目的:我们旨在评估ConnectMyVariant参与者及其家庭的干预可行性、参与动机和参与度。方法:采用定量评价与定性评价相结合的混合方法设计。首先,我们考虑了干预的可行性,通过使用多种招聘机制,包括基于网络的广告、具有阳性测试结果的邀请的传播、供应商招聘、滚雪球抽样和通过基于网络的社交网络和研究进行招聘,来描述招聘和保留的特征。其次,我们通过参与者参与外展活动的项目文档和参与者沟通的定性分析来描述参与者的动机、关注点和参与度。我们使用归纳定性数据分析方法来分析电子邮件、自由文本注释以及作为ConnectMyVariant干预的一部分与参与者产生的其他通信。结果:我们通过不同的招募机制确定了84名潜在参与者;57名参与者最终参加了这项研究,时间长短不一。关于参与干预的动机,参与者最感兴趣的是与家谱有关的活动,以及与具有特定变体的其他人的交流。尽管人们希望找到其他携带相同变异基因的人,以预防癌症,但更多的参与者表示有兴趣了解他们的家谱和家庭健康史,因为预防亲属被认为是推广活动的自然副作用。对参与的担忧包括亲属是否愿意交流,如何交流,以及其他携带特定变异基因的人是否有动力帮助寻找共同的祖先。我们观察到ConnectMyVariant参与者参与了6项主要活动来识别和沟通有风险的亲属:分享家族史,家庭成员测试,直接面向消费者的家谱基因测试分析,联系(远亲),记录家谱,扩大变异群体或外展。与携带相同变异基因的人联系的参与者更有可能参与一些扩展的家庭外展活动。结论:本研究表明,扩大家庭外展是一种改善遗传性癌症预防级联筛查的机制。进一步的研究以系统地评估这种推广的结果可能具有挑战性,但这是必要的。
{"title":"Extended Family Outreach in Hereditary Cancer Using Web-Based Genealogy, Direct-to-Consumer Ancestry Genetics, and Social Media: Mixed Methods Process Evaluation of the ConnectMyVariant Intervention.","authors":"Annie T Chen,&nbsp;Jennifer Huey,&nbsp;Sandra Coe,&nbsp;Jailanie Kaganovsky,&nbsp;Emily A Malouf,&nbsp;Heather D Evans,&nbsp;Jill Daker,&nbsp;Elizabeth Harper,&nbsp;Olivia Fordiani,&nbsp;Emma E Lowe,&nbsp;Caileigh McGraw Oldroyd,&nbsp;Ashlyn Price,&nbsp;Kristlynn Roth,&nbsp;Julie Stoddard,&nbsp;Jill N Crandell,&nbsp;Brian H Shirts","doi":"10.2196/43126","DOIUrl":"https://doi.org/10.2196/43126","url":null,"abstract":"<p><strong>Background: </strong>Cascade screening, defined as helping at-risk relatives get targeted genetic testing of familial variants for dominant hereditary cancer syndromes, is a proven component of cancer prevention; however, its uptake is low. We developed and conducted a pilot study of the ConnectMyVariant intervention, in which participants received support to contact at-risk relatives that extended beyond first-degree relatives and encourage relatives to obtain genetic testing and connect with others having the same variant through email and social media. The support that participants received included listening to participants' needs, assisting with documentary genealogy to find common ancestors, facilitating direct-to-consumer DNA testing and interpretation, and assisting with database searches.</p><p><strong>Objective: </strong>We aimed to assess intervention feasibility, motivations for participating, and engagement among ConnectMyVariant participants and their families.</p><p><strong>Methods: </strong>We used a mixed methods design including both quantitative and qualitative evaluation methods. First, we considered intervention feasibility by characterizing recruitment and retention using multiple recruitment mechanisms, including web-based advertising, dissemination of invitations with positive test results, provider recruitment, snowball sampling, and recruitment through web-based social networks and research studies. Second, we characterized participants' motivations, concerns, and engagement through project documentation of participant engagement in outreach activities and qualitative analysis of participant communications. We used an inductive qualitative data analysis approach to analyze emails, free-text notes, and other communications generated with participants as part of the ConnectMyVariant intervention.</p><p><strong>Results: </strong>We identified 84 prospective participants using different recruitment mechanisms; 57 participants were ultimately enrolled in the study for varying lengths of time. With respect to motivations for engaging in the intervention, participants were most interested in activities relating to genealogy and communication with others who had their specific variants. Although there was a desire to find others with the same variant and prevent cancer, more participants expressed an interest in learning about their genealogy and family health history, with prevention in relatives considered a natural side effect of outreach. Concerns about participation included whether relatives would be open to communication, how to go about it, and whether others with a specific variant would be motivated to help find common ancestors. We observed that ConnectMyVariant participants engaged in 6 primary activities to identify and communicate with at-risk relatives: sharing family history, family member testing, direct-to-consumer genealogy genetic testing analysis, contacting (distant) relatives, documentary geneal","PeriodicalId":45538,"journal":{"name":"JMIR Cancer","volume":null,"pages":null},"PeriodicalIF":2.8,"publicationDate":"2023-04-20","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://www.ncbi.nlm.nih.gov/pmc/articles/PMC10160942/pdf/","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"9789611","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"OA","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Exploring Cancer Incidence, Risk Factors, and Mortality in the Lleida Region: Interactive, Open-source R Shiny Application for Cancer Data Analysis. 探索Lleida地区的癌症发病率、危险因素和死亡率:用于癌症数据分析的交互式、开源R Shiny应用程序。
IF 2.8 Q3 Medicine Pub Date : 2023-04-20 DOI: 10.2196/44695
Didac Florensa, Jordi Mateo-Fornes, Sergi Lopez Sorribes, Anna Torres Tuca, Francesc Solsona, Pere Godoy

Background: The cancer incidence rate is essential to public health surveillance. The analysis of this information allows authorities to know the cancer situation in their regions, especially to determine cancer patterns, monitor cancer trends, and help prioritize the allocation of health resource.

Objective: This study aimed to present the design and implementation of an R Shiny application to assist cancer registries conduct rapid descriptive and predictive analytics in a user-friendly, intuitive, portable, and scalable way. Moreover, we wanted to describe the design and implementation road map to inspire other population registries to exploit their data sets and develop similar tools and models.

Methods: The first step was to consolidate the data into the population registry cancer database. These data were cross validated by ASEDAT software, checked later, and reviewed by experts. Next, we developed an online tool to visualize the data and generate reports to assist decision-making under the R Shiny framework. Currently, the application can generate descriptive analytics using population variables, such as age, sex, and cancer type; cancer incidence in region-level geographical heat maps; line plots to visualize temporal trends; and typical risk factor plots. The application also showed descriptive plots about cancer mortality in the Lleida region. This web platform was built as a microservices cloud platform. The web back end consists of an application programming interface and a database, which NodeJS and MongoDB have implemented. All these parts were encapsulated and deployed by Docker and Docker Compose.

Results: The results provide a successful case study in which the tool was applied to the cancer registry of the Lleida region. The study illustrates how researchers and cancer registries can use the application to analyze cancer databases. Furthermore, the results highlight the analytics related to risk factors, second tumors, and cancer mortality. The application shows the incidence and evolution of each cancer during a specific period for gender, age groups, and cancer location, among other functionalities. The risk factors view permitted us to detect that approximately 60% of cancer patients were diagnosed with excess weight at diagnosis. Regarding mortality, the application showed that lung cancer registered the highest number of deaths for both genders. Breast cancer was the lethal cancer in women. Finally, a customization guide was included as a result of this implementation to deploy the architecture presented.

Conclusions: This paper aimed to document a successful methodology for exploiting the data in population cancer registries and propose guidelines for other similar records to develop similar tools. We intend to inspire other entities to build an application that can help decision-making and make data more accessib

背景:癌症发病率是公共卫生监测的重要指标。对这些信息的分析使当局能够了解其所在区域的癌症情况,特别是确定癌症模式,监测癌症趋势,并帮助确定卫生资源分配的优先次序。目的:本研究旨在展示R Shiny应用程序的设计和实现,以用户友好、直观、便携和可扩展的方式帮助癌症登记处进行快速描述和预测分析。此外,我们希望描述设计和实施路线图,以激励其他人口登记处利用他们的数据集并开发类似的工具和模型。方法:第一步是将数据整合到人口登记癌症数据库中。这些数据由ASEDAT软件进行交叉验证,随后进行检查,并由专家进行评审。接下来,我们开发了一个在线工具来可视化数据,并在R Shiny框架下生成报告,以协助决策。目前,该应用程序可以使用人口变量(如年龄、性别和癌症类型)生成描述性分析;区域一级地理热图中的癌症发病率;线图显示时间趋势;还有典型的危险因素图。该应用程序还显示了莱伊达地区癌症死亡率的描述性图。这个web平台是作为一个微服务云平台构建的。web后端由应用程序编程接口和数据库组成,由NodeJS和MongoDB实现。所有这些部分都是由Docker和Docker Compose封装和部署的。结果:结果提供了一个成功的案例研究,其中该工具被应用于莱伊达地区的癌症登记。这项研究说明了研究人员和癌症登记处如何使用该应用程序来分析癌症数据库。此外,结果突出了与危险因素、第二肿瘤和癌症死亡率相关的分析。该应用程序显示了性别、年龄组、癌症位置等特定时期内每种癌症的发病率和演变情况。从危险因素的角度来看,我们发现大约60%的癌症患者在诊断时被诊断为超重。关于死亡率,该申请表明,肺癌登记的死亡人数在男女中都是最高的。乳腺癌是女性的致命癌症。最后,作为该实现的结果,包含了一个自定义指南,用于部署所呈现的体系结构。结论:本文旨在记录一种成功的方法来利用人口癌症登记处的数据,并为其他类似记录开发类似工具提出指导方针。我们打算激励其他实体构建一个可以帮助决策的应用程序,并使数据对用户社区更容易访问和透明。
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引用次数: 0
Scanxiety Conversations on Twitter: Observational Study. Twitter上的Scanxiety对话:观察性研究。
IF 2.8 Q3 Medicine Pub Date : 2023-04-19 DOI: 10.2196/43609
Kim Tam Bui, Zoe Li, Haryana M Dhillon, Belinda E Kiely, Prunella Blinman

Background: Scan-associated anxiety (or "scanxiety") is commonly experienced by people having cancer-related scans. Social media platforms such as Twitter provide a novel source of data for observational research.

Objective: We aimed to identify posts on Twitter (or "tweets") related to scanxiety, describe the volume and content of these tweets, and describe the demographics of users posting about scanxiety.

Methods: We manually searched for "scanxiety" and associated keywords in cancer-related, publicly available, English-language tweets posted between January 2018 and December 2020. We defined "conversations" as a primary tweet (the first tweet about scanxiety) and subsequent tweets (interactions stemming from the primary tweet). User demographics and the volume of primary tweets were assessed. Conversations underwent inductive thematic and content analysis.

Results: A total of 2031 unique Twitter users initiated a conversation about scanxiety from cancer-related scans. Most were patients (n=1306, 64%), female (n=1343, 66%), from North America (n=1130, 56%), and had breast cancer (449/1306, 34%). There were 3623 Twitter conversations, with a mean of 101 per month (range 40-180). Five themes were identified. The first theme was experiences of scanxiety, identified in 60% (2184/3623) of primary tweets, which captured the personal account of scanxiety by patients or their support person. Scanxiety was often described with negative adjectives or similes, despite being experienced differently by users. Scanxiety had psychological, physical, and functional impacts. Contributing factors to scanxiety included the presence and duration of uncertainty, which was exacerbated during the COVID-19 pandemic. The second theme (643/3623, 18%) was the acknowledgment of scanxiety, where users summarized or labeled an experience as scanxiety without providing emotive clarification, and advocacy of scanxiety, where users raised awareness of scanxiety without describing personal experiences. The third theme was messages of support (427/3623, 12%), where users expressed well wishes and encouraged positivity for people experiencing scanxiety. The fourth theme was strategies to reduce scanxiety (319/3623, 9%), which included general and specific strategies for patients and strategies that required improvements in clinical practice by clinicians or health care systems. The final theme was research about scanxiety (50/3623, 1%), which included tweets about the epidemiology, impact, and contributing factors of scanxiety as well as novel strategies to reduce scanxiety.

Conclusions: Scanxiety was often a negative experience described by patients having cancer-related scans. Social media platforms like Twitter enable individuals to share their experiences and offer support while providing researchers with unique data to improve their understanding of a problem. Ack

背景:扫描相关焦虑(或“扫描焦虑”)是进行癌症相关扫描的人通常会经历的。Twitter等社交媒体平台为观察性研究提供了新的数据来源。目的:我们旨在识别Twitter上与scanxiety相关的帖子(或“tweets”),描述这些tweet的数量和内容,并描述用户发布有关scanxiety的人口统计数据。方法:我们在2018年1月至2020年12月期间发布的与癌症相关的、公开可用的英语推文中手动搜索“scanxiety”和相关关键词。我们将“对话”定义为主要的推文(关于scscanxiety的第一条推文)和随后的推文(源于主要推文的互动)。评估了用户人口统计数据和主要推文的数量。对对话进行归纳性的主题分析和内容分析。结果:共有2031名Twitter用户发起了一场关于癌症相关扫描带来的扫描焦虑的对话。大多数是患者(n=1306, 64%),女性(n=1343, 66%),来自北美(n=1130, 56%),患有乳腺癌(449/1306,34%)。Twitter上有3623条对话,平均每月101条(范围在40-180之间)。确定了五个主题。第一个主题是scanxiety的经历,在60%(2184/3623)的主要推文中被确定,这些推文捕捉了患者或他们的支持人员对scanxiety的个人描述。sc焦虑症通常用负面形容词或比喻来描述,尽管用户的体验不同。sc焦虑症对心理、身体和功能都有影响。造成焦虑的因素包括不确定性的存在和持续时间,这种不确定性在COVID-19大流行期间加剧了。第二个主题(643/ 3623,18%)是对scanxiety的承认,即用户在不提供情感解释的情况下将体验总结或标记为scanxiety,以及倡导scanxiety,即用户在不描述个人经历的情况下提高对scanxiety的认识。第三个主题是支持信息(427/ 3623,12 %),用户表达了良好的祝愿,并鼓励人们积极面对焦虑。第四个主题是减少焦虑的策略(319/ 3623,9%),其中包括患者的一般和特定策略以及需要临床医生或卫生保健系统改进的策略。最后一个主题是关于性别焦虑的研究(50/ 3623,1%),其中包括关于性别焦虑的流行病学,影响和促成因素以及减少性别焦虑的新策略的推文。结论:扫描焦虑通常是癌症相关扫描患者描述的一种负面体验。像Twitter这样的社交媒体平台使个人能够分享他们的经验并提供支持,同时为研究人员提供独特的数据,以提高他们对问题的理解。承认sc焦虑症是一个术语,提高对sc焦虑症的认识是减少sc焦虑症重要的第一步。尽管本研究中确定的一些低成本、低资源的实用策略可以迅速引入临床护理,但仍需要研究来指导以证据为基础的方法来减少焦虑。
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引用次数: 2
Using Shopping Data to Improve the Diagnosis of Ovarian Cancer: Computational Analysis of a Web-Based Survey. 使用购物数据提高卵巢癌的诊断:基于网络调查的计算分析。
IF 2.8 Q3 Medicine Pub Date : 2023-03-31 DOI: 10.2196/37141
Elizabeth H Dolan, James Goulding, Laila J Tata, Alexandra R Lang

Background: Shopping data can be analyzed using machine learning techniques to study population health. It is unknown if the use of such methods can successfully investigate prediagnosis purchases linked to self-medication of symptoms of ovarian cancer.

Objective: The aims of this study were to gain new domain knowledge from women's experiences, understand how women's shopping behavior relates to their pathway to the diagnosis of ovarian cancer, and inform research on computational analysis of shopping data for population health.

Methods: A web-based survey on individuals' shopping patterns prior to an ovarian cancer diagnosis was analyzed to identify key knowledge about health care purchases. Logistic regression and random forest models were employed to statistically examine how products linked to potential symptoms related to presentation to health care and timing of diagnosis.

Results: Of the 101 women surveyed with ovarian cancer, 58.4% (59/101) bought nonprescription health care products for up to more than a year prior to diagnosis, including pain relief and abdominal products. General practitioner advice was the primary reason for the purchases (23/59, 39%), with 51% (30/59) occurring due to a participant's doctor believing their health problems were due to a condition other than ovarian cancer. Associations were shown between purchases made because a participant's doctor believing their health problems were due to a condition other than ovarian cancer and the following variables: health problems for longer than a year prior to diagnosis (odds ratio [OR] 7.33, 95% CI 1.58-33.97), buying health care products for more than 6 months to a year (OR 3.82, 95% CI 1.04-13.98) or for more than a year (OR 7.64, 95% CI 1.38-42.33), and the number of health care product types purchased (OR 1.54, 95% CI 1.13-2.11). Purchasing patterns are shown to be potentially predictive of a participant's doctor thinking their health problems were due to some condition other than ovarian cancer, with nested cross-validation of random forest classification models achieving an overall in-sample accuracy score of 89.1% and an out-of-sample score of 70.1%.

Conclusions: Women in the survey were 7 times more likely to have had a duration of more than a year of health problems prior to a diagnosis of ovarian cancer if they were self-medicating based on advice from a doctor rather than having made the decision to self-medicate independently. Predictive modelling indicates that women in such situations, who are self-medicating because their doctor believes their health problems may be due to a condition other than ovarian cancer, exhibit distinct shopping behaviors that may be identifiable within purchasing data. Through exploratory research combining women sharing their behaviors prior to diagnosis and computational analysis of these data, this study demonstrates

背景:可以使用机器学习技术分析购物数据来研究人口健康。目前尚不清楚使用这种方法是否可以成功地调查与卵巢癌症状自我药物治疗相关的诊断前购买。目的:本研究旨在从女性经验中获得新的领域知识,了解女性购物行为与卵巢癌诊断途径的关系,并为人群健康购物数据的计算分析研究提供信息。方法:对卵巢癌诊断前个人购物模式的网络调查进行分析,以确定医疗保健购买的关键知识。采用逻辑回归和随机森林模型统计检验与潜在症状相关的产品如何与就诊和诊断时间相关。结果:在101名接受调查的卵巢癌女性中,58.4%(59/101)在诊断前购买了长达一年以上的非处方保健产品,包括止痛药和腹部产品。全科医生的建议是购买的主要原因(23/59,39%),51%(30/59)的原因是参与者的医生认为他们的健康问题是由卵巢癌以外的疾病引起的。由于参与者的医生认为他们的健康问题是由卵巢癌以外的疾病引起的,因此他们购买的物品与以下变量之间存在关联:诊断前超过一年的健康问题(比值比[OR] 7.33, 95% CI 1.58-33.97),购买保健产品超过6个月至一年(OR 3.82, 95% CI 1.04-13.98)或超过一年(OR 7.64, 95% CI 1.38-42.33),以及购买的保健产品类型数量(OR 1.54, 95% CI 1.13-2.11)。购买模式被证明可以潜在地预测参与者的医生认为他们的健康问题是由于卵巢癌以外的某些疾病引起的,随机森林分类模型的嵌套交叉验证总体样本内准确度得分为89.1%,样本外得分为70.1%。结论:接受调查的妇女在诊断出卵巢癌之前,如果她们根据医生的建议自行用药,而不是自己决定自行用药,那么她们有超过一年的健康问题的可能性要高出7倍。预测模型表明,在这种情况下,由于医生认为她们的健康问题可能是由卵巢癌以外的其他疾病造成的,所以她们自己服药,她们表现出独特的购物行为,这些行为可以从购买数据中识别出来。通过探索性研究,结合女性在诊断前分享她们的行为,并对这些数据进行计算分析,该研究表明,女性的购物数据可能对卵巢癌的早期检测有用。
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引用次数: 0
Developing an e-Prehabilitation System of Care for Young Adults Diagnosed With Cancer: User-Centered Design Study. 为被诊断为癌症的年轻人开发一个电子康复系统:以用户为中心的设计研究。
IF 2.8 Q3 Medicine Pub Date : 2023-03-30 DOI: 10.2196/41441
Lisa McCann, Christopher Hewitt, Kathryn A McMillan

Background: A diagnosis of cancer in adolescence or young adulthood can pose many different and unique challenges for individuals, as well as their families and friends. Drawing on the concept of prehabilitation, the provision of high-quality, accessible, timely, reliable, and appropriate information, care, and support for young adults with cancer and their families is critical to ensure that they feel equipped and empowered to make informed decisions relating to their treatment and care. Increasingly, digital health interventions offer opportunities to augment current health care information and support provision. Co-designing these digital health interventions can help to ensure that they are meaningful and relevant to the patient cohort, thereby maximizing their accessibility and acceptability.

Objective: This study had 4 primary interlinked objectives: understand the support needs of young adults with cancer at the time of diagnosis, understand the potential role of a digital health solution to assist in the delivery of prehabilitation for young adults with cancer, identify appropriate technologies and technological platforms for a digital prehabilitation system of care, and develop a prototype for a digital prehabilitation system of care.

Methods: This was a qualitative study using interviews and surveys. Young adults aged 16 to 26 years diagnosed with cancer within the last 3 years were invited to participate in individual user-requirement interviews or surveys. Health care professionals specializing in the treatment and care of young adults with cancer and digital health professionals working in the industry were also interviewed or completed a survey. Consensus feedback interviews were conducted with 3 young adults and 2 health care professionals after the development of the first generation of the prototype app.

Results: In total, 7 individual interviews and 8 surveys were completed with young adults with a range of cancer diagnoses. Moreover, 6 individual interviews and 9 surveys were completed with health care professionals, and 3 digital health professionals participated in one-on-one interviews. A prototype app with the working name of Cancer Helpmate was developed based on these collective participant data. Overall, feedback from participants across the data collection activities suggests that the concept for the app was positive during these developmental stages. Further insightful ideas for the app's future development were also identified.

Conclusions: Young adults with cancer and health care professionals are responsive to the need for more digitally driven services to be developed. Further development of an app such as Cancer Helpmate, which incorporates key features and functionalities directly informed by users, could help to augment the support provided to young adults with cancer.

背景:青春期或青年期的癌症诊断会给个人以及他们的家人和朋友带来许多不同和独特的挑战。根据康复的概念,为年轻的癌症患者及其家人提供高质量、可获得、及时、可靠和适当的信息、护理和支持,对于确保他们有能力和能力就其治疗和护理做出知情的决定至关重要。数字卫生干预措施越来越多地为增加当前的卫生保健信息和支持提供提供了机会。共同设计这些数字卫生干预措施有助于确保它们对患者群体具有意义和相关性,从而最大限度地提高其可及性和可接受性。目的:本研究有4个相互关联的主要目标:了解年轻癌症患者在诊断时的支持需求,了解数字健康解决方案在帮助年轻癌症患者提供康复治疗方面的潜在作用,确定数字康复治疗系统的适当技术和技术平台,并开发数字康复治疗系统的原型。方法:采用访谈和调查相结合的定性研究方法。在过去3年内被诊断患有癌症的16至26岁的年轻人被邀请参加个人用户需求访谈或调查。专门从事年轻癌症患者治疗和护理的卫生保健专业人员以及在该行业工作的数字卫生专业人员也接受了采访或完成了一项调查。在第一代原型应用程序开发后,对3名年轻人和2名医疗保健专业人员进行了共识反馈访谈。结果:总共完成了7次个人访谈和8次调查,其中包括一系列癌症诊断的年轻人。对医疗卫生专业人员进行了6次单独访谈和9次问卷调查,并对3名数字医疗专业人员进行了一对一访谈。基于这些参与者的集体数据,开发了一个名为Cancer Helpmate的原型应用程序。总体而言,参与者在数据收集活动中的反馈表明,在这些开发阶段,应用程序的概念是积极的。对于应用的未来发展,我们也提出了一些更有见地的想法。结论:患有癌症的年轻成年人和医疗保健专业人员对开发更多数字驱动服务的需求做出了回应。进一步开发诸如Cancer Helpmate这样的应用程序,它包含了用户直接告知的关键特性和功能,可以帮助增加对患有癌症的年轻人的支持。
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引用次数: 1
期刊
JMIR Cancer
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