Influential nodes identification using network local structural properties.

With the rapid development of information technology, the scale of complex networks is increasing, which makes the spread of diseases and rumors harder to control. Identifying the influential nodes effectively and accurately is critical to predict and control the network system pertinently. Some existing influential nodes detection algorithms do not consider the impact of edges, resulting in the algorithm effect deviating from the expected. Some consider the global structure of the network, resulting in high computational complexity. To solve the above problems, based on the information entropy theory, we propose an influential nodes evaluation algorithm based on the entropy and the weight distribution of the edges connecting it to calculate the difference of edge weights and the influence of edge weights on neighbor nodes. We select eight real-world networks to verify the effectiveness and accuracy of the algorithm. We verify the infection size of each node and top-10 nodes according to the ranking results by the SIR model. Otherwise, the Kendall [Formula: see text] coefficient is used to examine the consistency of our algorithm with the SIR model. Based on the above experiments, the performance of the LENC algorithm is verified.

Google search behavior for meningitis and its vaccines: an infodemiological study.

BACKGROUND: The internet has made significant contributions towards health education. Analyzing the pattern of online behavior regarding meningitis and vaccinations may be worthwhile. It is hypothesized that the online search patterns in meningitis are correlated with its number of cases and the search patterns of its related vaccines. METHODS: This was an infodemiological study that determined the relationship among online search interest in meningitis, its worldwide number of cases and its associated vaccines. Using Google Trends™ Search Volume Indices (SVIs), we evaluated the search queries "meningitis," "pneumococcal vaccine," "BCG vaccine," "meningococcal vaccine" and "influenza vaccine" in January 2021, covering January 2008 to December 2020. Spearman rank correlation was used to determine correlations between these queries. RESULTS: The worldwide search interest in meningitis from 2008 to 2020 showed an average SVI of 46 ± 8.8. The most searched topics were symptoms, vaccines, and infectious agents with SVIs of 100, 52, and 39, respectively. The top three countries with the highest search interest were Ghana, Kazakhstan, and Kenya. There were weak, but statistically significant correlations between meningitis and the BCG (ρ = 0.369, p < 0.001) and meningococcal (ρ = 0.183, p < 0.05) vaccines. There were no statistically significant associations between the number of cases, influenza vaccine, and pneumococcal vaccine. CONCLUSION: The relationships among the Google SVIs for meningitis and its related vaccines and number of cases data were inconsistent and remained unclear. Future infodemiological studies may expand their scopes to social media, semantics, and big data for more robust conclusions.

Multimorbidity networks of chronic obstructive pulmonary disease and heart failure in men and women: Evidence from the EpiChron Cohort.

Patients with heart failure (HF) and/or chronic obstructive pulmonary disease (COPD) constitute a complex population with different phenotypes based on pathophysiology, comorbidity, sex and age. We aimed to compare the multimorbidity patterns of HF and COPD in men and women using network analysis. Individuals aged 40 years or older on 2015 of the EpiChron Cohort (Aragon, Spain) were stratified by sex and as having COPD (n = 28,608), HF (n = 13,414), or COPD and HF (n = 3952). We constructed one network per group by obtaining age-adjusted phi correlations between comorbidities. For each sex, networks differed between the three study groups; between sexes, similarities were found for the two HF groups. We detected some specific diseases highly connected in all networks (e.g., cardio-metabolic, respiratory diseases, and chronic kidney failure), and some others that were group-specific that would require further study. We identified common clusters (i.e., cardio-metabolic, cardiovascular, cancer, and neuro-psychiatric) and others specific and clinically relevant in COPD patients (e.g., behavioral risk disorders were systematically associated with psychiatric diseases in women and cancer in men). Network analysis represents a powerful tool to analyze, visualize, and compare the multimorbidity patterns of COPD and HF, also facilitated by developing an ad hoc website.

Genetics Needs Non-geneticists.

Answering genetics' big data questions often needs an interdisciplinary team whose members freely share their diverse expertise in analysis, statistics, and computation. Sharing requires mutual trust and open acknowledgement of strengths and weaknesses, including those of established geneticists. Only then will newcomers to genetics contribute far beyond their entry-level expectations.

Infografías en las ciencias de la salud: aplicación en las enfermedades de transmisión sexual / Infographics in the health sciences: application to the sexually transmitted diseases

OBJETIVO: Describir las infografías sobre las enfermedades de transmisión sexual (ETS) recuperadas mediante Google Images® y analizar su información y posibilidades de uso. MÉTODO: Estudio descriptivo transversal. Las infografías se obtuvieron mediante búsqueda con los términos «infographic», «sexually transmitted diseases» y «sexually transmitted infections». Para seleccionar las imágenes a estudio se calculó el tamaño muestral mediante la estimación de parámetros poblacionales en una población infinita. La fecha de la búsqueda fue el 15 de marzo de 2018. RESULTADOS: Se seleccionaron 386 infografías para cada término (diseases/infections), descartándose 198 (20,4%) imágenes por ruido documental; 718 infográfias (99,5%) tenían carácter informativo. La mayoría provenían de Blogs personales, 129 (16,7%) o de persona individual, 54 (7,0%). Presentaron algún tipo de licencia 31 (4,0%) infografías. Más de la mitad (Mediana = 0,4 Mpx) de las imágenes analizadas presentaron adecuada resolución. CONCLUSIONES: Se consiguió recuperar infografías sobre ETS, en su mayoría eran de tipo informativo, pero con un alto "ruido documental". Se observó una baja filiación institucional de estas imágenes que tampoco disponían de un conveniente uso de licencias Creative Commons, no obstante, existió una buena resolución de imagen

OBJECTIVE: To describe the infographics on sexually transmitted diseases (STDs) recovered through Google Images® and analyze their information and possibilities of use. METHODS: Cross-sectional descriptive study. The infographics were obtained by searching with the terms "infographic", "sexually transmitted diseases" and "sexually transmitted infections". To select the images for the study, a sample size was calculated by estimating parameters in an infinite population. The date of the search was 15 of March 2018. RESULTS: 386 infographics were selected for each term (diseases/infections), discarding 198 (20.4%) images due to documentary noise; 718 infographics (99.5%) were informative. Most of them, came from personal blogs, 129 (16.7%) or individual, 54 (7.0%). They presented some type of license 31 (4.0%) infographics. More than half (Median = 0.4 Mpx) of the analyzed images presented adequate resolution. CONCLUSIONS: It was possible to recover infographics about STDs but with a high "documentary noise" that was mostly informative. There was a low institutional affiliation of these images that did not have a convenient use of Creative Commons licenses, although most of them presented a good image resolution

Contribution of medico-administrative data to the development of a comorbidity score to predict mortality in End-Stage Renal Disease patients.

Comorbidity scores to predict mortality are very useful to facilitate decision-making for personalized patient management. This study aim was to assess the contribution of medico-administrative data in addition to French Renal Epidemiology and Information Network (REIN) data to the development of a risk score to predict the 1-year all-cause mortality in patients with End Stage Renal Disease (ESRD), and to compare it with previous scores. Data from a derivation sample (n = 6336 patients who started dialysis in 2015 in France) obtained by linking the REIN and the French National Health Insurance Information System databases were analyzed with multivariate Cox models to select risk factors to establish the score. A randomly chosen validation sample (n = 2716 patients who started dialysis in 2015) was used to validate the score and to compare it with the comorbidity indexes developed by Wright and Charlson. The ability to predict one-year mortality of the score constructed using REIN data linked to the medico-administrative database was not higher than that of the score constructed using only REIN data (i.e., Rennes score). The Rennes score included five comorbidities, albumin, and age. This score (AUC = 0.794, 95%CI: 0.768-0.821) outperformed both the Wright (AUC = 0.631, 95%CI: 0.621-0.639; p < 0.001) and Charlson (AUC = 0.703, 95%CI: 0.689-0.716; p < 0.001) indexes. Data from the REIN registry alone, collected at dialysis start, are sufficient to develop a risk score that can predict the one-year mortality in patients with ESRD. This simple score might help identifying high risk patients and proposing the most adapted care.

Understanding Facilitators and Barriers of Online Cancer Information Utilization among Cancer Survivors and their Families: Focus on the Theory of Planned Behavior.

OBJECTIVE: Cancer survivors have various health care needs and are willing to be proactive with their health maintenance. Online information would be a useful resource to guide cancer survivors and their family members. Therefore, identifying the factors that influence Internet searching behaviors among cancer survivors and their family members is a first step toward providing better health care services for cancer care. METHODS: We performed focus group interviews that were based on the Theory of Planned Behavior, with thirty-one participants to explore factors related to Internet search behaviors among cancer survivors and their family members. RESULTS: Six themes were identified in the analysis of participant interviews. Attitudes toward searching for health information on the Internet included the themes "Fulfilling unmet needs" and "Confirmation through second opinion." Themes related to social norms included "a required step for sure" and "helping each other." In terms of perceived behavioral control, themes included "difficult to choose because of being 'overwhelmed with information,'" and "complex searching milieu." CONCLUSION: It was clear that cancer survivors and their family members had unmet needs for maintaining their health status. They wanted to be informed and actively involved in the decision-making process regarding health management. Consultation and education provided to patients by doctors should not only include information on diet and nutrition but also information on the resulting complications to satisfy their need for reliable health information.

K-core robustness in ecological and financial networks.

In many real-world networks, the ability to withstand targeted or global attacks; extinctions; or shocks is vital to the survival of the network itself, and of dependent structures such as economies (for financial networks) or even the planet (for ecosystems). Previous attempts to characterise robustness include nestedness of mutualistic networks or exploration of degree distribution. In this work we present a new approach for characterising the stability and robustness of networks with all-positive interactions by studying the distribution of the k-shell of the underlying network. We find that high occupancy of nodes in the inner and outer k-shells and low occupancy in the middle shells of financial and ecological networks (yielding a "U-shape" in a histogram of k-shell occupancy) provide resilience against both local targeted and global attacks. Investigation of this highly-populated core gives insights into the nature of a network (such as sharp transitions in the core composition of the stock market from a mix of industries to domination by one or two in the mid-1990s) and allow predictions of future network stability, e.g., by monitoring populations of "core" species in an ecosystem or noting when stocks in the core-dominant sector begin to move in lock-step, presaging a dramatic move in the market. Moreover, this "U-shape" recalls core-periphery structure, seen in a wide range of networks including opinion and internet networks, suggesting that the "U-shaped" occupancy histogram and its implications for network health may indeed be universal.

Non-use of cancer information services among people experiencing cancer in Ireland.

PURPOSE: The purpose of this study was to explore the reasons for non-use of a national cancer society's cancer information services among people experiencing cancer. METHOD: This study used a qualitative design. Semi-structured interviews were conducted with a total of 17 participants who had not previously utilised the Cancer Society's information services. Data were analysed using Thematic Analysis. RESULTS: The key themes to emerge from the date were 'living in the here and now' and 'awareness of the Cancer Society'. For most participants, not utilising cancer information services was a means of coping with the initial diagnosis and the impact of treatment. Those who progressed to being ready to seek information identified the multi-disciplinary team as the primary source of trusted information, with particular mention of cancer nurse specialists. For participants with children, their role as a parent was central in how they managed their diagnosis. The majority of participants lacked awareness of the range of services provided by the Cancer Society. CONCLUSIONS: Reasons for non-use of cancer information services were identified as: readiness to seek information and a lack of knowledge of the Cancer Societies' services. Cancer information services need to continue make a concerted effort to enhance visibility and awareness of its services to optimise patient engagement.

Time requirements for management of exposure and information cases by one regional poison center.

Background: Poison control centers (PCCs) manage millions of information and exposure cases a year. Exposure cases are almost always managed on-site (i.e., at "home") or at a health care facility (HCF). Over the last 10 years, there have been significant changes in the composition of cases managed by PCCs with an overall decrease in total cases but an increase in exposures managed at an HCF. The management and documentation of HCF cases may require more time than cases managed on-site or information cases. Time-work data are needed to accurately gauge the staff resources needed to address these changes.Methods: One poison center with an annual case volume of 74,000 conducted a time-work study of total case management time for a subset of cases: exposures Managed on-site and Managed at an HCF as well as information Drug identification cases. Specialists tracked the time spent communicating, managing, researching, consulting, and documenting. Additionally, the PCC medical records and phone call database were audited to ensure all calls and documented efforts related to a case were included.Results: Cases Managed at an HCF (n = 140) took more time (mean 45.8 min, median 29.3 min) than those Managed on-site (n = 430; mean 7.4 min, median 5.9 min) or Drug identification case (n = 392; mean 2.7 min, median 2.2 min); this difference was significant (p<.0001). There were 32 cases (23%) Managed at an HCF that required more than 1 h for total management; no Managed On-site or Drug identification cases required more than 33 min.Conclusions: The time required for one PCC to manage cases at an HCF was approximately six times longer than cases that were managed on-site. With PCC case volume and composition changing, previous staffing assumptions may no longer hold true. It would be incorrect to base staffing requirements on case volume alone without scrutiny of case types.

Assessment of internet usage for health-related information among clients utilizing primary health care services.

OBJECTIVE: This study aimed to identify the frequency and goals of Internet usage to access health-related information among primary health care service clients. METHODS: The study was conducted in a primary health care centre with a sample of 788 adults. The data were collected through a questionnaire developed by the researchers. RESULTS: The results showed that 81% (n = 640) of the participants used the Internet. All Internet user participants reported that they used the Internet to access health-related information. Of the participants, 67% reported that they used the Internet primarily to obtain information about diseases with 94% reporting that they found the online information reliable and 92% reported that they did not confirm the information they obtained online. The frequency of Internet use to obtain health-related information increased with increase in the level of education of participants. Participants with higher education found the online information to be more reliable and comprehensible. The results showed that while the use of Internet to obtain health-related information was high, the information presented online was not always checked for accuracy. CONCLUSION: Hence, provision of current and evidence-based information on health-related websites is crucial to preserve community health care.

Mobile Apps for the Care Management of Chronic Kidney and End-Stage Renal Diseases: Systematic Search in App Stores and Evaluation.

BACKGROUND: Numerous free and low-cost mobile apps for the care management of kidney disease have become available in recent years. Although these appear to be promising tools, they have not been evaluated comparatively based on standard mobile app metrics, and thus, limited evidence is available regarding their efficacy. This study systematically cataloged and assessed mobile apps designed to assist medication compliance and nutrition tracking that are useful to the chronic kidney disease (CKD) and the end-stage renal disease (ESRD) patients who are on dialysis. OBJECTIVE: The objective of this study was to comprehensively evaluate mobile apps used for medication compliance and nutrition tracking for possible use by CKD and ESRD patients. METHODS: A systematic review framework was applied to the search, screening, and assessment of apps identified and downloaded from the iOS and Android app stores. We selected apps using 13 relevant search terms, narrowed down based on a set of inclusion and exclusion criteria, and then used the Mobile App Rating Scale (MARS), a widely adopted app evaluation tool to assess the effectiveness of apps. The internal consistency and interrater reliability were tested using Cronbach alpha and interclass correlation coefficients (ICCs), respectively. RESULTS: The MARS total score had excellent internal consistency (Cronbach alpha=.90) and a moderate level of interrater reliability (2-way mixed ICC 0.65). Overall, 11 out of the 12 reviewed apps met the minimum acceptable score of 3.0 in MARS rating. The 3 apps with the highest combined scores were My Kidneys, My Health Handbook (MARS=4.68); My Food Coach (MARS=4.48); and National Kidney Foundation Malaysia (MARS=4.20). The study identified 2 general weaknesses in the existing apps: the apps fell short of accommodating advanced interactive features such as providing motivational feedback and promoting family member and caregiver participations in the app utilization. CONCLUSIONS: The MARS rating system performed well in the app evaluation. The 3 highest ranked apps scored consistently high across the 5 dimensions specified in MARS. These apps were developed in collaboration with reputable organizations and field experts, demonstrating the importance of expert guidance in developing medical apps.

Exploring the Role of Online Health Community Information in Patients' Decisions to Switch from Online to Offline Medical Services.

BACKGROUND: Online healthcare has become an important part of healthcare services. Patients can access unlimited information reflecting a doctor's service quality in online health communities (OHCs). This information can reduce information asymmetry between patients and doctors, and further promote patient decisions. In this study, we focus on the patient's decision to switch from a doctor's online medical service to the same doctor's offline service. OBJECTIVES: We classify OHC information into objective information and subjective information. Following this, we investigate how these two types of information influence patient decisions to switch from a doctor's online to offline medical service, and explore the nature of interaction between the two types of influence. METHODS: We collected data from a leading OHC in China and constructed a longitudinal dataset to examine our research questions. To control for doctor heterogeneity and common trends across time, we leveraged fixed effects at the doctor level and monthly fixed effects in our models, respectively. RESULTS: Our findings demonstrate a strong relationship between OHC information and patient decisions to switch from a doctor's online to offline medical service. Patients are more likely to switch from online to offline medical services with doctors whose subjective and objective information on their homepages indicate a higher quality (ßSubjective = 0.001, p < 0.001; αObjective = 0.019, p < 0.002). We also observe that patients prefer doctors who do not exhibit objective information that indicates low-quality service over those who show such information on their homepages, even though the chosen doctor provides a lower-quality service (αLow_Objective = -0.032, p < 0.006). Further, we find that the influence of subjective information on patient decisions crowds out the influence of objective information. CONCLUSION: This study investigates the role of subjective and objective information on patient decisions to switch from a doctor's online to offline medical service and the interaction effect between these two types of information. This study provides valuable theoretical and practical implications.

[Trends in cancer information services over 25 years : An analysis of inquiries from patients and relatives made to the Cancer Information Service of the German Cancer Research Center from 1992 to 2016]. / Langzeittrends beim Krebsinformationsdienst (KID) des Deutschen Krebsforschungszentrums (DKFZ) : Eine Analyse der Anfragen von Patientinnen und Patienten sowie Angehörigen von 1992 bis 2016.

BACKGROUND: Cancer information services (CISs) are a valuable source of evidence-based information. Previous studies in the field of CISs often investigate only short periods of time. However, there is a need for long-term analyses to identify changes in the use of CISs. OBJECTIVES: The purpose of this study was to analyze trends in the inquiries of patients and surrogate seekers to a CIS. METHOD: We conducted a secondary data analysis of the inquiry records of the German CIS (Krebsinformationsdienst, KID) hosted by the German Cancer Research Center from 1992 until 2016 (N = 545,070). Trends in the number of inquiries were described using the whole sample, while the description of further characteristics is based on a sample (n = 55,046) of patients, their family members, and friends. RESULTS: The inquiries increased in the period examined (1992: 11,344 inquiries; 2016: 34,869 inquiries). Since 2005, a greater share of patients (between 52 and 60%) than surrogate seekers have been contacting the CIS. The mean age of both self-seeking and supported patients increased from under 55 years between 1992 and 2000 up to over 60 years in the year 2016. Breast cancer is at all times the most frequently inquired cancer type (patients: n = 11,319, 39%; surrogate seekers: n = 4173, 17%). Even after the implementation of e­mail as an additional communication channel, the majority of inquirers still prefer contact by phone (between 80 and 98%). CONCLUSIONS: Changes in the utilization of a CIS over time are discussed against the background of structural changes, such as shifts in prevalence rates, family structures, or media environments.

Information Needs Assessment among Parents of Children with Cancer.

Background: Parents of children with leukemia should be receiving an extensive amount of information about the care of their child; the aim of this study was to determine the parents' information needs of children with leukemia. Methods: A cross-sectional study design was used to describe medical, physical, mental and lifestyle information needs among parents of children with leukemia. 209 parents of children diagnosed with leukemia in the west of Iran, during winter 2018, voluntarily participated in individual interviews. Data were analyzed by SPSS version 16 using t-test, One-way ANOVA and bivariate correlations statistical tests at 95% significant level. Results: The mean age of participants was 39.45 years [95% CI: 38.35, 40.55], ranged from 27 to 58 years. Participants achieved 55.6% score of information needs. There was a significant relationship between higher education level (P< 0.001), better economic status (P=0.008) and more family size member (P=0.003) with information needs. Conclusion: Findings suggest that parents of children with leukemia need the information to learn how to take care of their childhood and could be useful for guiding implementers to planning and implement effective programs to promotion information of parents towards children with cancer.

[Internet use after prostate cancer : Search for information and trust in disease-related information in long-term survivors]. / Internetnutzung nach Prostatakrebs : Informationssuche und Vertrauen in erkrankungsrelevante Informationen bei Langzeitüberlebenden.

BACKGROUND AND OBJECTIVE: The internet provides numerous sources of information about prostate cancer (PCa). The present study investigated internet use among long-term PCa survivors, trust in online PCa-related information, and associated factors. MATERIALS AND METHODS: Based on the German national research project Familial Prostate Cancer long-term PCa survivors were asked about their internet use in 2017. Associations with sociodemographic (age at survey, children, intimate relationship, education) and disease-related parameters (time since diagnosis, PCa family history, progress) were analyzed using multivariable logistic regression. RESULTS: In all, 4636 long-term PCa survivors were included in the analysis (mean age 76.9 years; standard deviation 6.6 years). Mean follow-up was 14.0 years. Of long-term PCa survivors, 62.1% were using the internet. Among non-users 23.5% expressed strong concerns, among users only 2.8%. Furthermore, 47.2% of internet users sought information about PCa, 18.0% of them indicated difficulties while searching for information. More than half of the users found the online information inappropriate. Lower age, shorter time since diagnosis, progress, and a more frequent internet use were associated with search for information. Only one-third fully trusted online information. Trust in online information was associated with high age, higher educational level, and frequent search for online information. Many survivors stressed that they were primarily trusting their treating urologist. CONCLUSIONS: Two-thirds of long-term PCa survivors are using the internet. A significant proportion expressed difficulties finding proper and reliable information. Urologists should be familiar with online resources on PCa in order to offer advice to patients and to recommend adequate information on the internet.

"I wish someone had once asked me how I'm doing": Disadvantages and support needs faced by parents of long-term childhood cancer survivors.

BACKGROUND: Childhood cancer affects the whole family and can have a lasting impact on parents of childhood cancer survivors (CCS). We aimed to (1) describe parents' perspective of currently experienced disadvantages and of their support needs during treatment, after treatment, and today; (2) identify characteristics associated with disadvantages and support needs; and (3) describe the use of existing support services. PROCEDURE: In this population-based study, we identified parents of CCS (diagnosed ≤16 years of age, ≥5 years since diagnosis, aged ≥20 years at study) through the Swiss Childhood Cancer Registry (SCCR). Parents completed a questionnaire on perceived disadvantages (e.g., job-related, financial, etc.), support needs (e.g., job-related, financial, etc.), and socio-demographics. Cancer-related characteristics were available from the SCCR. We used multivariable multilevel logistic regression to identify characteristics associated with disadvantages and support needs. RESULTS: An average of 24 years after diagnosis, one-fifth of parents (n = 59/308; 19.2%) reported disadvantages, and 7.1% reported support needs. Many parents had desired more support during (66.9%) or after (34.4%) their child's cancer treatment. Parents whose child experienced late effects (OR = 26.6; 95% CI, 2.9-241.0) or was dependent on parents (OR = 10.6; 95% CI, 2.1-53.7) reported greater current need for more support. Almost half of parents (43.5%) reported having used existing support services. CONCLUSIONS: Many parents need more support during and after active treatment of their child's cancer, and some experience support needs and disadvantages long into survivorship. Better promotion of existing services for parental and familial support and setting up new services, where needed, may help parents in the long term.

Sources of clinical information used in HIV care and treatment: Are providers' choices related to their demographic and practice characteristics?

HIV medical care providers need a wide range of evidence-based clinical information resources to manage their patients' health. We determined whether providers' choice of information sources for HIV care and treatment are associated with their demographic and medical practice characteristics. Data used for this study were obtained from a probability sample of HIV medical care providers in 13 outpatient HIV facilities in Houston/Harris County, Texas, surveyed between June and September 2009. The mean number of information sources used by HIV medical care providers for HIV care and treatment was 5.83 (95% confidence interval: 4.90-6.75). Antiretroviral therapy guidelines (95.6%), medical journals and textbooks (82.6%), and Internet sources (69.5%) were ranked first, second, and third as sources of clinical information. At least one of the providers' demographic or medical practice characteristics was significantly (p ⩽ 0.05) associated with six of the clinical information sources. Integration of these information resources into clinicians' workflow may enhance efficiency of HIV care and treatment and facilitate improved patients' care and health outcomes.