Association of Flood Risk Patterns with Waterborne Bacterial Diseases in Malaysia

Flood risk has increased distressingly, and the incidence of waterborne diseases, such as diarrhoeal diseases from bacteria, has been reported to be high in flood-prone areas. This study aimed to evaluate the flood risk patterns and the plausible application of flow cytometry (FCM) as a method of assessment to understand the relationship between flooding and waterborne diseases in Malaysia. Thirty years of secondary hydrological data were analysed using chemometrics to determine the flood risk patterns. Water samples collected at Kuantan River were analysed using FCM for bacterial detection and live/dead discrimination. The water level variable had the strongest factor loading (0.98) and was selected for the Flood Risk Index (FRI) model, which revealed that 29.23% of the plotted data were high-risk, and 70.77% were moderate-risk. The viability pattern of live bacterial cells was more prominent during the monsoon season compared to the non-monsoon season. The live bacterial population concentration was significantly higher in the midstream (p < 0.05) during the monsoon season (p < 0.01). The flood risk patterns were successfully established based on the water level control limit. The viability of waterborne bacteria associated with the monsoon season was precisely determined using FCM. Effective flood risk management is mandatory to prevent outbreaks of waterborne diseases.

[1]  S. Boyer,et al.  Plastic pollution and infectious diseases. , 2022, The Lancet. Planetary health.

[2]  N. Y. Zainun,et al.  Proposed Framework for the Flood Disaster Management Cycle in Malaysia , 2022, Sustainability.

[3]  Carol J. Friedland,et al.  Actionable Information in Flood Risk Communications and the Potential for New Web-Based Tools for Long-Term Planning for Individuals and Community , 2022, Frontiers in Earth Science.

[4]  R. Brereton Chemometrics , 2018, Chemometrics and Cheminformatics in Aquatic Toxicology.

[5]  T. H. Smits,et al.  Microbial communities in floodplain ecosystems in relation to altered flow regimes and experimental flooding. , 2021, The Science of the total environment.

[6]  Winfred Mbinya Manetu,et al.  Waterborne Disease Risk Factors and Intervention Practices: A Review , 2021 .

[7]  H. Overgaard,et al.  Integrated disease management: arboviral infections and waterborne diarrhoea , 2021, Bulletin of the World Health Organization.

[8]  B. Schmalz,et al.  Flood hazard analysis in small catchments: Comparison of hydrological and hydrodynamic approaches by the use of direct rainfall , 2020, Journal of Flood Risk Management.

[9]  Norzahir Sapawe,et al.  Application of chemometrics techniques to solve environmental issues in Malaysia , 2019, Heliyon.

[10]  U. Z. Abidin,et al.  Self-reported Food Safety Practices Among Adult Consumers in Sibu, Malaysia: A Cross-sectional Study , 2019 .

[11]  B. Jefferson,et al.  Comparing flow cytometry with culture-based methods for microbial monitoring and as a diagnostic tool for assessing drinking water treatment processes. , 2019, Environment international.

[12]  S. Reid,et al.  Risk factors for human leptospirosis following flooding: A meta-analysis of observational studies , 2019, PloS one.

[13]  N. S. Romali Flood Damage Function Model for Residential area in Kuantan: A Preliminary Study , 2019, International Journal of Integrated Engineering.

[14]  Jie Chen,et al.  Identification of Live and Dead Bacteria: A Raman Spectroscopic Study , 2019, IEEE Access.

[15]  Azman Azid,et al.  Flood Risk Pattern Recognition Analysis in Klang River Basin , 2018, International Journal of Engineering & Technology.

[16]  Azman Azid,et al.  New Approach in Analyzing Risk Level of Flood in Tropical Region: A Case Study at Pahang River Basin, Malaysia , 2018, International journal of engineering and technology.

[17]  M. K. Kamarudin,et al.  Flood Risk Index Assessment: Case Study in Lenggor River Basin, Johor, Malaysia , 2018 .

[18]  K. Taber The Use of Cronbach’s Alpha When Developing and Reporting Research Instruments in Science Education , 2017, Research in Science Education.

[19]  C. J. Fiedler,et al.  Assessment of Microbial Community Dynamics in River Bank Filtrate Using High-Throughput Sequencing and Flow Cytometry , 2018, Front. Microbiol..

[20]  F. Okaka,et al.  Relationship between Flooding and Out Break of Infectious Diseasesin Kenya: A Review of the Literature , 2018, Journal of environmental and public health.

[21]  D. Paterson,et al.  Health Risks of Flood Disasters , 2018, Clinical infectious diseases : an official publication of the Infectious Diseases Society of America.

[22]  A. Seifalian,et al.  Evaluation of Sterilisation Techniques for Regenerative Medicine Scaffolds Fabricated with Polyurethane Nonbiodegradable and Bioabsorbable Nanocomposite Materials , 2018, International journal of biomaterials.

[23]  V. Mishra,et al.  The Kerala flood of 2018: combined impact of extreme rainfall and reservoir storage , 2018 .

[24]  C. McGoverin,et al.  Near real-time enumeration of live and dead bacteria using a fibre-based spectroscopic device , 2018, Scientific Reports.

[25]  A. Ramli,et al.  Exploring the managing of flood disaster: A Malaysian perspective , 2018, Malaysian Journal of Society and Space.

[26]  Rahmah Elfithri,et al.  Flood Risk Pattern Recognition Using Chemometric Techniques Approach in Golok River, Kelantan , 2018, International journal of engineering and technology.

[27]  J. Brainard,et al.  Risk factors and risk factor cascades for communicable disease outbreaks in complex humanitarian emergencies: a qualitative systematic review , 2018, BMJ Global Health.

[28]  Baoming Li,et al.  Viability assay of E. coli O157: H7 treated with electrolyzed oxidizing water using flow cytometry , 2018, Food Control.

[29]  M. Allaire Socio-economic impacts of flooding: A review of the empirical literature , 2018 .

[30]  Mohd Hasni Jaafar,et al.  Leptospirosis Outbreak After the 2014 Major Flooding Event in Kelantan, Malaysia: A Spatial-Temporal Analysis. , 2018, The American journal of tropical medicine and hygiene.

[31]  S. Nathan,et al.  Melioidosis in Malaysia: Incidence, Clinical Challenges, and Advances in Understanding Pathogenesis. , 2018, Tropical medicine and infectious disease.

[32]  Z. I. Rizman,et al.  NEW FLOOD RISK INDEX IN TROPICAL AREA GENERATED BY USING SPC TECHNIQUE , 2018 .

[33]  Z. I. Rizman,et al.  SPATIAL ASSESSMENT ON AMBIENT AIR QUALITY STATUS: A CASE STUDY IN KLANG, SELANGOR , 2018 .

[34]  Jinzhong Xiao,et al.  Exposure to environmental microbiota explains persistent abdominal pain and irritable bowel syndrome after a major flood , 2017, Gut Pathogens.

[35]  Shaik Hussein Mydin,et al.  The development of flood map in Malaysia , 2017 .

[36]  P. Ashton,et al.  Increasing flooding frequency alters soil microbial communities and functions under laboratory conditions , 2017, MicrobiologyOpen.

[37]  Zullyadini A. Rahaman,et al.  Flood Disaster Water Supply: A Review of Issues and Challenges in Malaysia , 2017 .

[38]  Y. Lim,et al.  Microorganisms as an Indicator of Hygiene Status Among Migrant Food Handlers in Peninsular Malaysia , 2017, Asia-Pacific journal of public health.

[39]  Pariva Dobriyal,et al.  A review of methods for monitoring streamflow for sustainable water resource management , 2017, Applied Water Science.

[40]  C. H. Kuan,et al.  Microbiological food safety in Malaysia from the academician’s perspective , 2017 .

[41]  S. Seebauer,et al.  Trust and the communication of flood risks: comparing the roles of local governments, volunteers in emergency services, and neighbours , 2017, Journal of flood risk management.

[42]  Gerald Steiner,et al.  Matthias Otto: Chemometrics: statistics and computer application in analytical chemistry, 3rd ed. , 2017, Analytical and Bioanalytical Chemistry.

[43]  Wei Chen,et al.  A chemometric analysis on the fluorescent dissolved organic matter in a full-scale sequencing batch reactor for municipal wastewater treatment , 2017, Frontiers of Environmental Science & Engineering.

[44]  C. Wannous,et al.  United Nations Office for Disaster Risk Reduction (UNISDR)—UNISDR’s Contribution to Science and Technology for Disaster Risk Reduction and the Role of the International Consortium on Landslides (ICL)Open image in new window , 2017 .

[45]  J S Vrouwenvelder,et al.  Flow cytometric bacterial cell counts challenge conventional heterotrophic plate counts for routine microbiological drinking water monitoring. , 2017, Water research.

[46]  Ross Woods,et al.  Recent changes in extreme floods across multiple continents , 2017 .

[47]  K. Yusof,et al.  Disasters Worldwide and Floods in the Malaysian Region: A Brief Review , 2017 .

[48]  Jannis Epting,et al.  Online flow cytometry reveals microbial dynamics influenced by concurrent natural and operational events in groundwater used for drinking water treatment , 2016, Scientific Reports.

[49]  N. Sathiakumar,et al.  Melioidosis in Malaysia: A Review of Case Reports , 2016, PLoS Neglected Tropical Diseases.

[50]  C. Yean,et al.  The epidemiology and clinical spectrum of melioidosis in a teaching hospital in a North-Eastern state of Malaysia: a fifteen-year review , 2016, BMC Infectious Diseases.

[51]  Scott J. McGrane,et al.  Impacts of urbanisation on hydrological and water quality dynamics, and urban water management: a review , 2016 .

[52]  Utpal Roy,et al.  Recent developments in detection and enumeration of waterborne bacteria: a retrospective minireview , 2016, MicrobiologyOpen.

[53]  Frederik Hammes,et al.  Flow Cytometric Assessment of Bacterial Abundance in Soils, Sediments and Sludge , 2016, Front. Microbiol..

[54]  D. Lapworth,et al.  Impacts of extreme flooding on riverbank filtration water quality. , 2016, The Science of the total environment.

[55]  Roslina Kamaruddin,et al.  A Review on Mechanism of Flood Disaster Management in Asia , 2016 .

[56]  S. Eslamian Urban Water Reuse Handbook , 2015 .

[57]  C. Adley,et al.  The Impact of Climate Change on the Incidence of Infectious Waterborne Disease , 2015 .

[58]  F. J. Avelar-González,et al.  Waterborne Pathogens: Detection Methods and Challenges , 2015, Pathogens.

[59]  Jayaprakash Muthumanickam,et al.  Chemometric and trend analysis of water quality of the South Chennai lakes: an integrated environmental study , 2015 .

[60]  Mohd Khairul Amri Kamarudin,et al.  Flood Risk Pattern Recognition Using Chemometric Technique: A Case Study In Kuantan River Basin , 2014 .

[61]  Verónica Ambriz-Aviña,et al.  Applications of Flow Cytometry to Characterize Bacterial Physiological Responses , 2014, BioMed research international.

[62]  M. Ashraf,et al.  Effects of agricultural projects on nutrient levels in Lake Bera (Tasek Bera), Peninsular Malaysia , 2013 .

[63]  S. How,et al.  Outbreak of melioidosis and leptospirosis co-infection following a rescue operation. , 2012, The Medical journal of Malaysia.

[64]  C. Karuthan,et al.  Incidence and Determinants of Acute Diarrhoea in Malaysia: A Population-based Study , 2011, Journal of health, population, and nutrition.

[65]  J. Paul Robinson,et al.  Overview of Flow Cytometry and Microbiology , 2004, Current protocols in cytometry.

[66]  Richard Ballance,et al.  Water Quality Monitoring : A Practical Guide to the Design and Implementation of Freshwater Quality Studies and Monitoring Programmes , 1998 .

[67]  C. Dolea,et al.  World Health Organization , 1949, International Organization.

[68]  Samuel Davis Sturgis,et al.  Floods , 1943, Science.

[69]  M. Ibrahim,et al.  Association between Environmental Factors and Typhoid Fever Post Massive Flood in Northeastern Malaysia , 2018 .

[70]  V. Balan,et al.  Outbreak caused by food-borne Salmonella enterica serovar enteriditis in a residential school in Perak state, Malaysia in April 2016 , 2018 .

[71]  R. Hamdan,et al.  In-situ water quality assessment at recretional lake by using grab sampling technique , 2018 .

[72]  Odile Schwarz-Herion,et al.  The Impact of Climate Change on Our Life: The Questions of Sustainability , 2018 .

[73]  Sultan Zainal Abidin,et al.  CLIMATE CHANGES IMPACTS TOWARDS SEDIMENTATION RATE AT TERENGGANU RIVER, TERENGGANU , 2018 .

[74]  Odile Schwarz-Herion,et al.  Factors Contributing to the Catastrophic Flood in Malaysia , 2018 .

[75]  Saiful Iskandar Khalit,et al.  Relationship of rainfall distribution and water level on major flood 2014 in Pahang River Basin, Malaysia , 2017 .

[76]  J. Ligtenberg Runoff changes due to urbanization: A review , 2017 .

[77]  A. Akbari,et al.  A Critical Review of Floods History in Kuantan River Basin: Challenges and Potential Solutions , 2014 .

[78]  Musa Garba Abdullahi,et al.  FLOODS IN MALAYSIA Historical Reviews, Causes, Effects and Mitigations Approach , 2014 .

[79]  Putra Nilai,et al.  The Probability Distributions of Daily Rainfall for Kuantan River Basin in Malaysia , 2014 .

[80]  M. Toriman,et al.  Hydrological Pattern Of Pahang River Basin And Their Relation To Flood Historical Event , 2011 .

[81]  Romà Tauler,et al.  Application of chemometric methods to environmental analysis of organic pollutants: A review. , 2010, Talanta.

[82]  Debarati Guha-Sapir,et al.  Annual Disaster Statistical Review 2009The numbers and trends , 2010 .

[83]  Nor Azlina Abdul Aziz,et al.  Sediment Concentration and Load Analyses at Chini River, Pekan, Pahang Malaysia , 2009 .

[84]  W. Rutala,et al.  Guideline for disinfection and sterilization in healthcare facilities, 2008 , 2008 .

[85]  Flooding and communicable diseases fact sheet. , 2005, Releve epidemiologique hebdomadaire.

[86]  Takahiro Sayama,et al.  DETERMINATION OF Z-R RELATIONSHIP AND INUNDATION ANALYSIS FOR KUANTAN RIVER BASIN , 2022 .