This article presents a noninvasive biomonitoring system for the continuous recording and analyses of crayfish cardiac and locomotor activities. This system consists of a near-infrared optical sensor, a video-tracking module, and software for evaluating crayfish heartbeats that reflects its physiological condition and characterizes crayfish behavior during heartbeat fluctuations.
A crayfish is a pivotal aquatic organism that serves both as a practical biological model for behavioral and physiological studies of invertebrates and as a useful biological indicator of water quality. Even though crayfish cannot directly specify the substances that cause water quality deterioration, they can immediately (within a few seconds) warn humans of water quality deterioration via acute changes in their cardiac and behavioral activities.
In this study, we present a noninvasive method that is simple enough to be implemented under various conditions due to a combination of simplicity and reliability in one model.
This approach, in which the biological organisms are implemented into environmental evaluation processes, provides a reliable and timely alarm for warning of and preventing acute water deterioration in an ambient environment. Therefore, this noninvasive system based on crayfish physiological and ethological parameter recordings was investigated for the detection of changes in an aquatic environment. This system is now applied at a local brewery for controlling quality of the water used for beverage production, but it can be used at any water treatment and supply facility for continuous, real-time water quality evaluation and for regular laboratory investigations of crayfish cardiac physiology and behavior.
The subject of aquatic organisms' applications, both as model organisms for various laboratory investigations1,2 and as tools for monitoring industrial and natural/environmental water quality3,4, appears to be well studied. Nevertheless, this topic is still of noteworthy interest for humans, irrespective of whether they belong to the scientific community or to other occupations. In spite of the existence of a number of advanced methods for monitoring certain parameters (so-called "biomarkers")5,6,7,8, the most important requirements for selecting an indicator consist of three simple factors: (i) simplicity, (ii) reliability, and (iii) general availability.
Crayfish, as an essential representative of freshwater fauna, distinguishes itself because it is found worldwide, is widespread, and, in most cases9, has a sufficiently large and hard carapace suitable for manipulation. This crustacean belongs to the group of higher invertebrates that provide sufficient development of vital physiological systems and respective organs while, at the same time, maintaining a relatively simple organization10.
Methods based on the assessment of the range of crayfishes' biological and/or behavioral parameters, as described in the scientific literature, have significantly contributed to the development of biomonitoring and crayfish studies in general. Most of the currently available invasive methods for crayfish heart rate measurements are based on electrocardiogram recordings that require a complex and precise surgical procedure11,12,13; such manipulations can cause significant stress to and may require prolonged adaptation by the crayfish. Also, it is not known how long a crayfish can carry such electrodes and whether it will successfully molt while carrying such an attachment. The described noninvasive methods are based on plethysmographic recordings, which are complicated by hardware complexity and require a conditioning circuit for signal filtering14 and an amplification or precise and expensive optic components15,16.
In this study, we described an approach that contributes to existing results and offers new alternatives for improving current crayfish heart rate measurement procedures. Among the advantages, there are (i) a fast and noninvasive attachment that does not require a prolonged physiological adaptation; (ii) crayfishes' capability to carry the sensor within a period of a few months from molting to molting; (iii) the software capable of monitoring real-time cardiac and behavioral activities and the evaluation of data obtained concurrently from multiple crayfish; (iv) a low manufacturing price and simplicity. The biomonitoring system that we describe permits the noninvasive and continuous monitoring of crayfish cardiac and locomotor activities based on changes in crayfishes' etho-physiological characteristics. This system can easily be applied in laboratory examinations of the crayfish cardiac physiology and/or ethology, in addition to industrial implementations for controlling water quality at water treatment and supply facilities.
1. Crayfish Selection
2. Recording of Crayfish Cardiac Activity and Behavior
3. Camera and Software Setup
As a result, we obtained a combination of crayfish cardiac and behavioral activities, recorded and saved in a txt-format file (Figure 3). Besides the number of experimental crayfish, the date, and the sampling rate, the file consists of three columns: (1) the continual time in hh:mm:ss format; (2) the heart rate automatically calculated in beats per minute; (3) the locomotion registered as absence (0) or presence (1) of any movement. When the crayfish was inactive, zero was assigned to the cell responsible for movement, and when it moved, then number one appeared in the respective cell. When continuously recording, the data file was automatically created every day at 00:00 hours (12:00 AM). It was crucial to include locomotion since it could have caused changes in the heart rate (Figure 4). After 10 s, a food odor (milled, filtered, and diluted Chironomidae larvae) was delivered into the tank containing the crayfish, using a peristaltic pump. At 14 s, the crayfish recognized the stimulus, and its heart rate slightly decreased due to the so-called orienting response. After 20 s, the heart rate increased, thus resulting in a decrease in cardiac intervals. At 26 s, the crayfish moved toward the stimulus source, and both the physiological excitation caused by the food odor and the locomotion initiation resulted in a substantial heart rate increase. At 37 s, there was also evidence of abrupt crayfish motion. Additionally, locomotion could have substantially contributed to the heart rate growth during the crayfish's reactions to certain stimuli (Figure 5). A disturbed crayfish typically has an increase in heart rate, as seen during the 30- to 40-min interval with occasional locomotion. However, during the 45 to 50 min interval, the locomotion is much more pronounced. This locomotion contributed to a heart rate that is significantly higher than that seen during the period with decreased locomotion. If the data from the file is transferred to another application or the above programming algorithm is used, the data containing just the cardiac activity of the crayfish could be obtained and subsequently processed if necessary (Figure 6). The heart rate of undisturbed crayfish is characterized by a monotonic amplitude of the heartbeat curve and by approximately equal cardiac intervals between each cardiac peak.
In order to analyze crayfish behavioral patterns (such as passed distance, preference of a certain area in the tank or arena, and locomotion velocity), it would be possible to exchange the current camera with a standard video camera with a flat wide-angle lens, as the currently used camera does not make a recording but just tracks locomotion. Alternatively, a recording with any of the online applications for catching a video from the screen could be used.
Figure 1: Noninvasive infrared optoelectronic sensor. Please click here to view a larger version of this figure.
Figure 2: Signal crayfish, Pacifastacus leniusculus, holding the sensor on its carapace. Please click here to view a larger version of this figure.
Figure 3: An example of the data file. Please click here to view a larger version of this figure.
Figure 4: Crayfish heartbeat during the change from normal to disturbed conditions when exposed to food odors. Please click here to view a larger version of this figure.
Figure 5: Heart rate and locomotion activities of a crayfish in undisturbed (0–30 min) and disturbed (30–60 min) conditions. Please click here to view a larger version of this figure.
Figure 6: Undisturbed crayfish heart rate. Please click here to view a larger version of this figure.
It has been widely suggested that the measurement of certain physiological parameters (such as heart or ventilation rate or both) is a more reliable method for recording crayfish reactions than the evaluation of behavioral responses that do not always occur immediately11. However, it is evident that the most efficient approach for assessing real crayfish reactions to environmental changes is the combination of cardiac activity and behavior recordings since that makes it possible to see the reason(s) for the crayfish heartbeat changes and whether or not they occur as a result of chemical alterations in the ambient environment or because of locomotion initiation. During water quality monitoring, it is crucial to eliminate all outside influences on the changes in crayfish physiological markers, including abrupt movements that have increasing effects on the heart rate but do not present an alarm for the biomonitoring system.
Another possibility for facilitating a more precise and informative heartbeat evaluation are the chronotropic and inotropic parameter analyses of crayfish cardiac activities mainly related to specific shapes in crayfish cardiac signals19. Such analyses confirmed that even when the heartbeat changed only a few beats per minute, some of the secondary parameters can indicate significant changes in crayfish cardiac activities19.
Despite the number of benefits in using the described approach, research around monitoring crayfish has moved toward an absolute minimization of tactile crayfish manipulations. In the recently developed contactless system20, the elimination of sensors and their respective wires means that crayfish of any size can be used for the monitoring procedure. It is also possible to keep multiple crayfish in one experimental area since the absence of any wires prevents wire tangling and crayfish movement restrictions. The crayfish will carry just two tiny pieces of a highly reflective tape that indicates its cardiac area. These pieces of tape can be attached to the crayfish even after a few post-molting days. Crayfish cardiac activities and behaviors are recorded by the video camera and analyzed in real-time by the coordinating software. Along with other technical advances, the modified approach will cause a significant decrease in the price of the monitoring system due to limited hardware.
The authors have nothing to disclose.
This study was supported by the Ministry of Education, Youth and Sports of the Czech Republic-projects “CENAKVA” No. CZ.1.05/2.1.00/01.0024 and “CENAKVA II” No. LO1205 under the National Sustainability Program I, by the Grant Agency of the University of South Bohemia in České Budějovice (012/2016/Z), and by the Grant Agency of the Czech Republic (No. 16-06498S)
IR LED diode | KINGBRIGHT ELECTRONIC | KP-3216F3C | |
Phototransistor | EVERLIGHT | ELPT15-21C | |
Resistor | ROYAL OHM | 0805S8J0201T5E | |
Resistor | ROYAL OHM | 0805S8F2200T5E | |
Capacitor | KEMET | C0805C334K5RACTU | |
Cable | TECHNOKABEL | FTP KAT.5E 4X2X0,14C | |
Connector | HARTING | 21348100380005 | |
Connector | HARTING | 21348000380005 | |
Dielectric gel | KRAYDEN | Sylgard 535 | |
Analogue-to-digital convertor | TEDIA | UDAQ-1416CA | |
Glue | KUPSITO.SK | 7338723044 | |
Kinect video camera | ABCSTORE.CZ | GT3-00002 | |
Analysis software | University of South Bohemia in Ceske Budejovice, Faculty of Fisheries and Protection of Waters, Institute of Complex Systems | Link to the software: www.frov.jcu.cz/crayfishmonitoring User name: frov Password: CF2018 |