Skip to main content

2018 | OriginalPaper | Buchkapitel

Data Mining Technology Combined with Out-of-Hospital Cardiac Arrest, Symptom Association and Prediction Model Probing

verfasst von : Chih-Chun Chang, Jui-Hung Kao, Chien-Yeh Hsu, Homg-Twu Liaw, Tse-Chun Wang

Erschienen in: Frontier Computing

Verlag: Springer Singapore

Aktivieren Sie unsere intelligente Suche, um passende Fachinhalte oder Patente zu finden.

search-config
loading …

Abstract

Since the first ambulance has been introduced to Taiwan, the members of fire departments have been dedicating themselves to emergency service training. Though all the emergency rescue measures have been improved, the causes and problems of Out-of Hospital-cardiac Arrest (OHCA) caused are still actively being explored by the experts from emergency medicine. The main causes of Out-of-Hospital Cardiac Arrest are classified into two categories: medical causes and surgical causes, the later ones mainly caused by car accidents or falls. There are some chronic disease such as heart disease (myoeardial infaracriton), chronic kidney disease, and diabetes are highly associated with Out-of-Hospital-Cardiac Arrest medical causes (Patel et al. 2014). However, in Taiwan, heart disease, hypertension, and diabetes mellitus are recognized as the three main medical causes for Out-of-Hospital-Cardiac Arrest.

Sie haben noch keine Lizenz? Dann Informieren Sie sich jetzt über unsere Produkte:

Springer Professional "Wirtschaft+Technik"

Online-Abonnement

Mit Springer Professional "Wirtschaft+Technik" erhalten Sie Zugriff auf:

  • über 102.000 Bücher
  • über 537 Zeitschriften

aus folgenden Fachgebieten:

  • Automobil + Motoren
  • Bauwesen + Immobilien
  • Business IT + Informatik
  • Elektrotechnik + Elektronik
  • Energie + Nachhaltigkeit
  • Finance + Banking
  • Management + Führung
  • Marketing + Vertrieb
  • Maschinenbau + Werkstoffe
  • Versicherung + Risiko

Jetzt Wissensvorsprung sichern!

Springer Professional "Technik"

Online-Abonnement

Mit Springer Professional "Technik" erhalten Sie Zugriff auf:

  • über 67.000 Bücher
  • über 390 Zeitschriften

aus folgenden Fachgebieten:

  • Automobil + Motoren
  • Bauwesen + Immobilien
  • Business IT + Informatik
  • Elektrotechnik + Elektronik
  • Energie + Nachhaltigkeit
  • Maschinenbau + Werkstoffe




 

Jetzt Wissensvorsprung sichern!

Springer Professional "Wirtschaft"

Online-Abonnement

Mit Springer Professional "Wirtschaft" erhalten Sie Zugriff auf:

  • über 67.000 Bücher
  • über 340 Zeitschriften

aus folgenden Fachgebieten:

  • Bauwesen + Immobilien
  • Business IT + Informatik
  • Finance + Banking
  • Management + Führung
  • Marketing + Vertrieb
  • Versicherung + Risiko




Jetzt Wissensvorsprung sichern!

Literatur
Zurück zum Zitat Patel, A.A., Arabi, A.R., Alzaeem, H., Al Suwaidi, J.A., Singh, R., Al Binali, H.A.: Cinical Profile, Management, and Outome in patients with out of hospital cardic arrest: insights from a 20-year regesry. Int. J. General Med. 7, 373–381 (2014) Patel, A.A., Arabi, A.R., Alzaeem, H., Al Suwaidi, J.A., Singh, R., Al Binali, H.A.: Cinical Profile, Management, and Outome in patients with out of hospital cardic arrest: insights from a 20-year regesry. Int. J. General Med. 7, 373–381 (2014)
Zurück zum Zitat Davies, H., Loosely, A., Dolling, S., Eve, R.: Predicting survival in patients admitted to intensive care following out-of-hospital cardiac arrest using the Prognosis after Resuscitation score. Crit. Care 18(Suppl. 1), P491 (2014)CrossRef Davies, H., Loosely, A., Dolling, S., Eve, R.: Predicting survival in patients admitted to intensive care following out-of-hospital cardiac arrest using the Prognosis after Resuscitation score. Crit. Care 18(Suppl. 1), P491 (2014)CrossRef
Zurück zum Zitat van Genderen, M.E., Lima, A., Akkerhuis, M., Bakker, J., van Bommel, J.: Persistent peripheral and microcirculatory perfusion alterations after out-of-hospital cardiac arrest are associated with poor survival*. Crit. Care Med. 40(8), 2287–2294 (2012)CrossRef van Genderen, M.E., Lima, A., Akkerhuis, M., Bakker, J., van Bommel, J.: Persistent peripheral and microcirculatory perfusion alterations after out-of-hospital cardiac arrest are associated with poor survival*. Crit. Care Med. 40(8), 2287–2294 (2012)CrossRef
Zurück zum Zitat Maupain, C., Bougouin, W., Lamhaut, L., Deye, N., Diehl, J.-L., Geri, G., et al.: The CAHP (Cardiac Arrest Hospital Prognosis) score: a tool for risk stratification after out-of-hospital cardiac arrest. Eur. Heart J., ehv556 (2015) Maupain, C., Bougouin, W., Lamhaut, L., Deye, N., Diehl, J.-L., Geri, G., et al.: The CAHP (Cardiac Arrest Hospital Prognosis) score: a tool for risk stratification after out-of-hospital cardiac arrest. Eur. Heart J., ehv556 (2015)
Zurück zum Zitat Sutton, R.M., Case, E., Brown, S.P., Atkins, D.L., Nedkarni, V.M., et al.: A quantitive analysis of out-of-hospital pediatric and adolescent resuscitation quality - a report from the ROC epistry-cardiac arrest. Resuscitation 93, 150–157 (2015)CrossRef Sutton, R.M., Case, E., Brown, S.P., Atkins, D.L., Nedkarni, V.M., et al.: A quantitive analysis of out-of-hospital pediatric and adolescent resuscitation quality - a report from the ROC epistry-cardiac arrest. Resuscitation 93, 150–157 (2015)CrossRef
Zurück zum Zitat Lai, S.C., Li, C.J., Hsiao, M.H., Chou, C.C., Chang, C.F., Liu, T.A., et al.: Demographic and outcome analysis in adult patients with non-traumatic out-of-hospital cardiac arrest in central Taiwan. J. Emerg. Med. 11(1), 1–9 (2009) Lai, S.C., Li, C.J., Hsiao, M.H., Chou, C.C., Chang, C.F., Liu, T.A., et al.: Demographic and outcome analysis in adult patients with non-traumatic out-of-hospital cardiac arrest in central Taiwan. J. Emerg. Med. 11(1), 1–9 (2009)
Zurück zum Zitat Wu, Z.P., Yu, C.Y.: A study on resuscitative outcome of out-of-hospital cardiac arrest patients-the implementation experience of the fire bureau of Taipei County. J. Crisis. Management. 8(1), 9–18 (2011) Wu, Z.P., Yu, C.Y.: A study on resuscitative outcome of out-of-hospital cardiac arrest patients-the implementation experience of the fire bureau of Taipei County. J. Crisis. Management. 8(1), 9–18 (2011)
Zurück zum Zitat Cummins, R., Chamberlain, B., Hazinski, M., Nadkami, V., Kloeck, W., Kramer, E., et al.: Recommended guidelines for reviewing, reporting, and conducting research on in-hospital resuscitation: the in hospital ‘Ustein Style’. Ann. Emergency Med. 20(5), 650–679 (1997)CrossRef Cummins, R., Chamberlain, B., Hazinski, M., Nadkami, V., Kloeck, W., Kramer, E., et al.: Recommended guidelines for reviewing, reporting, and conducting research on in-hospital resuscitation: the in hospital ‘Ustein Style’. Ann. Emergency Med. 20(5), 650–679 (1997)CrossRef
Zurück zum Zitat Danciu, S., Klein, L., Hosseini, M., Ibrahim, L., Coyle, B., Kehoe, R., et al.: A predictive model for survival after in-hospital cardiopulmonary arrest. Resucatation 62(1), 35–42 (2004)CrossRef Danciu, S., Klein, L., Hosseini, M., Ibrahim, L., Coyle, B., Kehoe, R., et al.: A predictive model for survival after in-hospital cardiopulmonary arrest. Resucatation 62(1), 35–42 (2004)CrossRef
Zurück zum Zitat Boller, M.: Will models of naturally occurring disease in animals reduce the bench-to-bedside gap in biomedical research? Chin. Crit. Care Med. 1, 5–7 (2013) Boller, M.: Will models of naturally occurring disease in animals reduce the bench-to-bedside gap in biomedical research? Chin. Crit. Care Med. 1, 5–7 (2013)
Zurück zum Zitat Aso, S.-I., Imamura, H., Sekiguchi, Y., Iwashita, T., Hirano, R., Ikeda, U., et al.: Incidence and mortality of acute myocardial infarction a population-based study including patients with out-of-hospital cardiac arrest. Int. Heart J. 52(4), 197–202 (2011)CrossRef Aso, S.-I., Imamura, H., Sekiguchi, Y., Iwashita, T., Hirano, R., Ikeda, U., et al.: Incidence and mortality of acute myocardial infarction a population-based study including patients with out-of-hospital cardiac arrest. Int. Heart J. 52(4), 197–202 (2011)CrossRef
Zurück zum Zitat Ambulatory Blood Pressure Monitoring, Lifestyle Modifications: The Seventh Report of the Joint National Committee on Prevention, Detection, Evaluation, and Treatment of High Blood Pressure (2013) Ambulatory Blood Pressure Monitoring, Lifestyle Modifications: The Seventh Report of the Joint National Committee on Prevention, Detection, Evaluation, and Treatment of High Blood Pressure (2013)
Zurück zum Zitat Abrams, H.C., Moyer, P.H., Dyer, K.: A model of survival from out-of-hospital cardiac arrest using the boston EMS arrest registry. Resuscitation 82(8), 999–1003 (2011)CrossRef Abrams, H.C., Moyer, P.H., Dyer, K.: A model of survival from out-of-hospital cardiac arrest using the boston EMS arrest registry. Resuscitation 82(8), 999–1003 (2011)CrossRef
Zurück zum Zitat Council, A.R., Chamberlain, D.A.: Recommended guidelines for uniform reporting of data from out-of-hospital cardiac arrest: the Utstein style. Ann. Emerg. Med. 20(8), 861–874 (1991)CrossRef Council, A.R., Chamberlain, D.A.: Recommended guidelines for uniform reporting of data from out-of-hospital cardiac arrest: the Utstein style. Ann. Emerg. Med. 20(8), 861–874 (1991)CrossRef
Zurück zum Zitat Markusohn, E., Sebbag, A., Aronson, D., Dragu, R., Amikam, S., Boulus, M., et al.: Primary percutaneous coronary intervention after out-of-hospital cardiac arrest: patients and outcomes. Hypertension 12, 48 (2007) Markusohn, E., Sebbag, A., Aronson, D., Dragu, R., Amikam, S., Boulus, M., et al.: Primary percutaneous coronary intervention after out-of-hospital cardiac arrest: patients and outcomes. Hypertension 12, 48 (2007)
Zurück zum Zitat Laish-Farkash, A., Matetzky, S., Kassem, S., Haj-Iahia, H., Hod, H.: Therapeutic hypothermia for comatose survivors after cardiac arrest. Israel Med. Assoc. J. IMAJ 9(4), 252–256 (2007) Laish-Farkash, A., Matetzky, S., Kassem, S., Haj-Iahia, H., Hod, H.: Therapeutic hypothermia for comatose survivors after cardiac arrest. Israel Med. Assoc. J. IMAJ 9(4), 252–256 (2007)
Zurück zum Zitat Bray, J.E., Stub, D., Bernard, S., Smith, K.: Exploring gender differences and the “oestrogen effect” in an Australian out-of-hospital cardiac arrest population. Resuscitation (2012) Bray, J.E., Stub, D., Bernard, S., Smith, K.: Exploring gender differences and the “oestrogen effect” in an Australian out-of-hospital cardiac arrest population. Resuscitation (2012)
Zurück zum Zitat Søholm, H., Wachtell, K., Nielsen, S.L., Bro-Jeppesen, J., Pedersen, F., Wanscher, M., et al.: Tertiary centres have improved survival compared to other hospitals in the Copenhagen area after out-of-hospital cardiac arrest. Resuscitation (2012) Søholm, H., Wachtell, K., Nielsen, S.L., Bro-Jeppesen, J., Pedersen, F., Wanscher, M., et al.: Tertiary centres have improved survival compared to other hospitals in the Copenhagen area after out-of-hospital cardiac arrest. Resuscitation (2012)
Zurück zum Zitat Zhou, J., Zhou, Y., Cao, S., Li, S., Wang, H., Niu, Z., et al.: Multivariate logistic regression analysis of postoperative complications and risk model establishment of gastrectomy for gastric cancer: A single-center cohort report. Scand. J. Gastroenterol. 51(1), 8–15 (2015)CrossRef Zhou, J., Zhou, Y., Cao, S., Li, S., Wang, H., Niu, Z., et al.: Multivariate logistic regression analysis of postoperative complications and risk model establishment of gastrectomy for gastric cancer: A single-center cohort report. Scand. J. Gastroenterol. 51(1), 8–15 (2015)CrossRef
Zurück zum Zitat Han, J., Kamber, M., Pei, J.: Data Mining: Concepts and Techniques. Elsevier (2011) Han, J., Kamber, M., Pei, J.: Data Mining: Concepts and Techniques. Elsevier (2011)
Zurück zum Zitat Mukhopadhyay, A., Maulik, U., Bandyopadhyay, S.: A novel biclustering approach to association rule mining for predicting HIV-1–human protein interactions. PLoS ONE 7(4), e32289 (2012)CrossRef Mukhopadhyay, A., Maulik, U., Bandyopadhyay, S.: A novel biclustering approach to association rule mining for predicting HIV-1–human protein interactions. PLoS ONE 7(4), e32289 (2012)CrossRef
Zurück zum Zitat Win, S., Hussain, I., Hebl, V., Redfield, M.M.: Mortality and readmissions after heart failure hospitalization in a community based cohort: estimating risk using the acute decompensated heart failure national registry (ADHERE) classification and regression tree (CART) algorithm. Circulation 132(Suppl. 3), A12302-A (2015) Win, S., Hussain, I., Hebl, V., Redfield, M.M.: Mortality and readmissions after heart failure hospitalization in a community based cohort: estimating risk using the acute decompensated heart failure national registry (ADHERE) classification and regression tree (CART) algorithm. Circulation 132(Suppl. 3), A12302-A (2015)
Zurück zum Zitat Dumas, F., Rea, T.D.: Long-term prognosis following resuscitation from out-of-hospital cardiac arrest: role of aetiology and presenting arrest rhythm. Resuscitation 83(8), 1001–1005 (2012)CrossRef Dumas, F., Rea, T.D.: Long-term prognosis following resuscitation from out-of-hospital cardiac arrest: role of aetiology and presenting arrest rhythm. Resuscitation 83(8), 1001–1005 (2012)CrossRef
Zurück zum Zitat Husemoen, L., Jorgensen, T., Borch-Johnsen, K., Hansen, T., Pedersen, O., Linneberg, A.: The association of alcohol and alcohol metabolizing gene variants with diabetes and coronary heart disease risk factors in a white population. PLoS ONE 5(8), e11735 (2010)CrossRef Husemoen, L., Jorgensen, T., Borch-Johnsen, K., Hansen, T., Pedersen, O., Linneberg, A.: The association of alcohol and alcohol metabolizing gene variants with diabetes and coronary heart disease risk factors in a white population. PLoS ONE 5(8), e11735 (2010)CrossRef
Zurück zum Zitat Li, C.-J., Syue, Y.-J., Lee, C.-H., Kung, C.-T., Chou, C.-C., Chang, C.-F., et al.: Predictors of sustained return of spontaneous circulation in patients with blunt traumatic out-of-hospital cardiac arrest in Taiwan. Life Sci. J. 10(1) (2013) Li, C.-J., Syue, Y.-J., Lee, C.-H., Kung, C.-T., Chou, C.-C., Chang, C.-F., et al.: Predictors of sustained return of spontaneous circulation in patients with blunt traumatic out-of-hospital cardiac arrest in Taiwan. Life Sci. J. 10(1) (2013)
Zurück zum Zitat Ettehad, D., Emdin, C.A., Kiran, A., Anderson, S.G., Callender, T., Emberson, J., et al.: Blood pressure lowering for prevention of cardiovascular disease and death: a systematic review and meta-analysis. Lancet (2015) Ettehad, D., Emdin, C.A., Kiran, A., Anderson, S.G., Callender, T., Emberson, J., et al.: Blood pressure lowering for prevention of cardiovascular disease and death: a systematic review and meta-analysis. Lancet (2015)
Zurück zum Zitat Qiu, M., Shen, W., Song, X., Ju, L., Tong, W., Wang, H., et al.: Effects of prediabetes mellitus alone or plus hypertension on subsequent occurrence of cardiovascular disease and diabetes mellitus longitudinal study. Hypertension 65(3), 525–530 (2015)CrossRef Qiu, M., Shen, W., Song, X., Ju, L., Tong, W., Wang, H., et al.: Effects of prediabetes mellitus alone or plus hypertension on subsequent occurrence of cardiovascular disease and diabetes mellitus longitudinal study. Hypertension 65(3), 525–530 (2015)CrossRef
Zurück zum Zitat Muntner, P., Whittle, J., Lynch, A.I., Colantonio, L.D., Simpson, L.M., Einhorn, P.T., et al.: Visit-to-visit variability of blood pressure and coronary heart disease, stroke, heart failure, and mortality: a Cohort Study. Ann. Intern. Med. 163(5), 329–338 (2015)CrossRef Muntner, P., Whittle, J., Lynch, A.I., Colantonio, L.D., Simpson, L.M., Einhorn, P.T., et al.: Visit-to-visit variability of blood pressure and coronary heart disease, stroke, heart failure, and mortality: a Cohort Study. Ann. Intern. Med. 163(5), 329–338 (2015)CrossRef
Zurück zum Zitat Gonçales, P.C., Júnior, D.P., de Oliveira Salgado, P., Chianca, T.C.M.: Relationship between risk stratification in emergency medical services, mortality and hospital length of stay. Investigación y Educación en Enfermería. 33(3) (2015) Gonçales, P.C., Júnior, D.P., de Oliveira Salgado, P., Chianca, T.C.M.: Relationship between risk stratification in emergency medical services, mortality and hospital length of stay. Investigación y Educación en Enfermería. 33(3) (2015)
Zurück zum Zitat Chen, H.-I.: Using data mining technologies to extract the relations of out-of-hospital cardiac arrest with symptoms: Shih Hsin University-Department of Information Management (2012) Chen, H.-I.: Using data mining technologies to extract the relations of out-of-hospital cardiac arrest with symptoms: Shih Hsin University-Department of Information Management (2012)
Zurück zum Zitat Tsay, H.-J.: A Study on Resuscitative Outcome of Out-of-Hospital Cardiac Arrest Patients (2009) Tsay, H.-J.: A Study on Resuscitative Outcome of Out-of-Hospital Cardiac Arrest Patients (2009)
Zurück zum Zitat Chien, D.-K.: Analysis of predictors of hospital outcome in Non-Traumatic Death-On-Arrival adult patients (2007) Chien, D.-K.: Analysis of predictors of hospital outcome in Non-Traumatic Death-On-Arrival adult patients (2007)
Zurück zum Zitat Kung, C.-T.: Pre-arrest factors influencing survival after in-hospital cardiopulmonary resuscitation on the general wards (2011) Kung, C.-T.: Pre-arrest factors influencing survival after in-hospital cardiopulmonary resuscitation on the general wards (2011)
Zurück zum Zitat Cheng, M.-T.: An Evaluation of Emergency Medical Dispatch System in Taipei (2011) Cheng, M.-T.: An Evaluation of Emergency Medical Dispatch System in Taipei (2011)
Zurück zum Zitat Yen, Z.-S.: Association between Particulate Matter and the Incidence of Out-of-Hospital Cardiac Arrest (2012) Yen, Z.-S.: Association between Particulate Matter and the Incidence of Out-of-Hospital Cardiac Arrest (2012)
Zurück zum Zitat Lee, C.-K.: The Analysis of Ilan’s Out-of-Hospital Cardiac Arrest (OHCA) Patients (2010) Lee, C.-K.: The Analysis of Ilan’s Out-of-Hospital Cardiac Arrest (OHCA) Patients (2010)
Zurück zum Zitat Yen, T.H.: The outcomes of CPR and related factors among non-traumatic patients with in-hospital cardial arrest in a crowded emergency department (2010) Yen, T.H.: The outcomes of CPR and related factors among non-traumatic patients with in-hospital cardial arrest in a crowded emergency department (2010)
Zurück zum Zitat Chien, T.-Y.: The analysis of delayed-action response interval in the fire branch of Taoyuan County - by using RCA (2011) Chien, T.-Y.: The analysis of delayed-action response interval in the fire branch of Taoyuan County - by using RCA (2011)
Zurück zum Zitat Huang, C.-H., Chen, W.-J.: Focused on PCI and hypothermia treatment (2009) Huang, C.-H., Chen, W.-J.: Focused on PCI and hypothermia treatment (2009)
Zurück zum Zitat Li, C.-J.: Predictors of sustained return of spontaneous circulation in patients who suffer traumatic out-of-hospital cardiac arrest in Taiwan (2011) Li, C.-J.: Predictors of sustained return of spontaneous circulation in patients who suffer traumatic out-of-hospital cardiac arrest in Taiwan (2011)
Metadaten
Titel
Data Mining Technology Combined with Out-of-Hospital Cardiac Arrest, Symptom Association and Prediction Model Probing
verfasst von
Chih-Chun Chang
Jui-Hung Kao
Chien-Yeh Hsu
Homg-Twu Liaw
Tse-Chun Wang
Copyright-Jahr
2018
Verlag
Springer Singapore
DOI
https://doi.org/10.1007/978-981-10-7398-4_31

Premium Partner