Introduction:The control of bacillary dysentery (BD) remains a big challenge for China. Methods: Negative binomial multivariable regression was used to study relationships between meteorological variables and the occurrence of BD during the period of [2006][2007][2008][2009][2010][2011][2012]. Results: Each 1°C rise of temperature corresponded to an increase of 3.60% (95%CI, 3.03% to 4.18%) in the monthly number of BD cases, whereas a 1 hPa rise in atmospheric pressure corresponded to a decrease in the number of BD cases by 2.85% (95%CI = 3.34% to 2.37% decrease). Conclusions: Temperature and atmospheric pressure may be considered as predictors for the occurrence of BD in Guangzhou.Keywords: Bacillary dysentery. Weather factors. Correlation.Bacillary dysentery (BD), also known as shigellosis, is a common intestinal infectious disease caused by Shigella. Worldwide, the incidence of BD is estimated to be 164.7 million cases per year, 163.2 million of which were in developing countries, where 1.1 million deaths occurred 1 . As the largest trading city in southern China, Guangzhou is a representative city with a high prevalence of BD. It was reported that, during the period of 1997-2005, the annual incidence rate of BD ranged from 15.24 to 20.50 per 100,000 inhabitants 2 , raising concerns among public health authorities regarding its high incidence.BD control is a serious challenge due to many factors. Currently, one of the critical programs for preventing BD is concentrated on monitoring and predicting BD incidence. Although previous studies have revealed signifi cant correlations between meteorological factors and BD infection 3 , the infl uence of these variables depends on differences in socioeconomic backgrounds and climate patterns in different regions 4,5 . Moreover, in southern China, very little information is available regarding the use of meteorological variables as predictors for the occurrence and transmission of BD. The goals of this study were to examine the effects of weather patterns on the incidence of BD in Guangzhou between 2006 and 2012 and to develop a simple, precise, and low-cost functional early warning system. We obtained BD incidence data for Guangzhou from the National Notifi able Disease Report System (NNDRS).In China, BD is a notifi able Class-B communicable disease, and all cases are diagnosed according to the unifi ed diagnostic criteria issued by the Chinese Ministry of Health. For a patient's illness to meet the case defi nition for BD clinical symptoms (e.g., diarrhea, fever, abdominal pains, tenesmus, and stool mixed with blood), samples should be taken for laboratory confi rmation (e.g., dysentery bacilli identifi cation and genetic material detection). A standard form was adopted by local physicians and epidemiologists to collect information from infected individuals. Routine case reporting is done by hospitals through the NNDRS within 24 hours. Simultaneous meteorological data, including daily average temperature (in °C), relative humidity (%), atmospheric pressure (i...