Research Article |
Corresponding author: Yuliya A. Zima ( zimay@mail.ru ) Academic editor: Janet Franklin
© 2024 Yuliya A. Zima, Vassiliy A. Fedorenko.
This is an open access article distributed under the terms of the Creative Commons Attribution License (CC BY 4.0), which permits unrestricted use, distribution, and reproduction in any medium, provided the original author and source are credited.
Citation:
Zima YA, Fedorenko VA (2024) The range of the Desert Monitor Varanus griseus caspius (Eichwald, 1831) in Central Asia. Frontiers of Biogeography 17: e138199. https://doi.org/10.21425/fob.17.138199
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In more recent publications, the range of Central Asian Desert Monitor Varanus griseus caspius (Eichwald, 1831) for entire Central Asia, as well as for individual republics, is shown either quite conditionally and in general terms, or distribution maps are presented as points of findings. We summarized and analyzed all available sources of information regarding the distribution of the Central Asian Desert Monitor, plotted the existing points of findings on the map, conducted modeling of the potential distribution of the monitor, and, comparing the result with the map of the anthropogenic modified landscape, delineated the modern range of the Desert Monitor in Central Asia. Modeling the potential range using various environmental factor variables allowed us to supplement factual data and construct a more detailed map of the Desert Monitor’s range. The modeling was performed using the maximum entropy method in the Maxent software. The modeling results showed that the most significant factors for model construction were the mean temperature of the driest quarter, as well as the normalized difference vegetation index (March), precipitation during the warmest quarter, precipitation (March), and solar radiation (April). Consolidating all available information, we were able to update the distribution map of the Desert Monitor in Central Asia, and the classification of findings by periods along with the anthropogenic landscape map allowed us to assess the degree of its range change since the mid-last century. It was found that the monitor’s range has significantly decreased in many regions due to the “expansion” of an anthropogenically altered landscape. The most considerable range reduction, relative to the past, occurred in Uzbekistan, Tajikistan, and Kyrgyzstan. To a lesser extent, the range decreased in Turkmenistan, and very slightly in Kazakhstan.
Data analysis allowed updating the distribution map of the Desert Monitor in Central Asia, revealing a significant decrease in its range in many regions since the mid-last century.
The study revealed that the main reasons for the shrinking range of the Desert Monitor in Central Asia are associated with the transformation of anthropogenic landscapes, particularly in Uzbekistan, Tajikistan, and Kyrgyzstan.
Modeling showed that the primary factors determining the distribution of the Desert Monitor are climatic conditions, such as the mean temperature of the driest quarter, the normalized difference vegetation index for March, precipitation during the warmest quarter, precipitation for March, and solar radiation in April.
The resulting map of the Desert Monitor’s distribution in Central Asia serves as an important tool for conservation and management of this species’ populations, as well as for the development of nature conservation programs.
Further field research is necessary to confirm modeling predictions and identify areas where monitor presence has not been previously confirmed, especially in regions where the monitor’s range remains incompletely explored.
anthropogenic impact, Central Asia, Desert Monitor, ecological niche models, environmental factors, GIS, MaxEnt, range dynamics, species distribution modelling
The range of the Desert Monitor Varanus griseus occupies most of the Sahara-Gobi Desert region. From west to east, it is distributed from North Africa, the Middle East, Central and South Asia to Pakistan and northwestern India. The southern limits of the Desert Monitor are reached in Yemen, and to the north, it extends to the Aral Sea and the city of Kyzylorda in the southern part of Kazakhstan. Within the entire range of the Desert Monitor, three subspecies are distinguished: the nominative subspecies V. g. griseus (Daudin, 1803), inhabiting the western part of the range – from northwestern Africa to the Zagros in Iran; the Central Asian subspecies V. g. caspius (Eichwald, 1831), occurring in the сentral part of the species’ range – from the Zagros to the mountain systems of Pakistan; and the Indian subspecies V. g. koniecznyi Mertens, 1954, native to the eastern part of the range – in the plains of Pakistan and northwestern India (
The Central Asian Desert Monitor V. g. caspius was described by E.I. Eichwald in 1831 from the eastern coast of the Caspian Sea, the Dardzha peninsula in Turkmenistan (
At the beginning of the 20th century, data began to appear from other regions, mostly from Turkmenistan, but they were still scarce and did not provide a complete understanding of the distribution of the Desert Monitor in Central Asia. Targeted studies on the Central Asian Desert Monitor were only initiated in the second half of the 20th century. During this period, numerous works were published that quite fully reflected the distribution of the Central Asian Desert Monitor in the region (
In the 21st century, field studies were conducted to clarify the distribution of the population in Kazakhstan (
Despite the significant amount of information on the distribution of the Desert Monitor available today, information on the species’ regional status remains uncertain. The expansion of anthropogenic impacted landscapes leads to the “displacement” of the monitor from its previous habitats. In this regard, it is necessary to conduct monitoring of the populations of this species, especially in those territories for which there are no current data.
The aim of this study is to define the boundaries of the modern distribution of the Desert Monitor for the territory of Central Asia. In more recent publications, the range for entire Central Asia, as well as for individual republics, is depicted either in an approximate and very generalized manner (
In this work, we summarized and analyzed all available sources of information regarding the distribution of the Central Asian Desert Monitor, plotted the existing points of findings on the map, conducted modeling of the potential distribution of the monitor, and, comparing the result with the map of the anthropogenic modified landscape, delineated the modern range of the Desert Monitor in Central Asia.
The material for this work included data on the findings of the Desert Monitor, gathered from various literature and electronic sources, materials from various zoological collections, personal communications from colleagues, survey data and our own observations from 2008 to 2023. In this work, ‘Central Asia’ refers to the territories of five republics: Kazakhstan, Uzbekistan, Kyrgyzstan, Turkmenistan, and Tajikistan. However, to understand the distribution of the Desert Monitor, including beyond the southern borders of Central Asia, and to use this information for more accurate modeling, data on its locations were also collected for neighboring countries – Iran and Afghanistan. For locations, where precise coordinates were not available, coordinates were determined using satellite and topographical maps based on the textual description of these findings. This only applied to somewhat precise data; in other cases, the information was not used. All collected locality records were classified into three categories (see Table
Sources of information on the locations of the Desert Monitor. Coll. – collection; PC – personal communication; ZIN – Zoological Museum of the Zoological Institute of the Russian Academy of Sciences; ZMMU – Zoological Museum of Moscow University.
Country | Records before 1950 | Records in the period 1950–2000 | Records after 2000 |
---|---|---|---|
Kazakhstan | ( |
( |
( |
PC, M.A. Kulemin | |||
PC, G.S. Nazarbek | |||
This study (see Suppl. material |
|||
Uzbekistan | ( |
( |
( |
Coll. ZIN | PC, D.A. Nuridjanov | ||
Coll. ZMMU | Coll. ZMMU | ||
PC, D.A. Nuridjanov | PC, D.A. Nuridjanov | ||
Kyrgyzstan | ( |
( |
|
PC, K. Beyshebaev | PC, D.A. Milko | ||
Tajikistan | ( |
( |
( |
Coll. ZIN | |||
Turkmenistan | ( |
( |
( |
Coll. ZIN | |||
Coll. ZIN | |||
Iran | ( |
( |
( |
Afghanistan | ( |
( |
( |
The modeling was performed using the maximum entropy method in the Maxent software version 3.4.4 (
The Maxent analysis suggests a random distribution of species registration points (
Code | Description |
---|---|
ELEV | Elevation map from WorldClim version 2.1 dataset ( |
BIO1 – BIO19 | WorldClim version 2.1 climate data ( |
TMIN1 – TMIN12 | Monthly climate maps WorldClim version 2.1 ( |
TMEAN1 – TMEAN12 | |
TMAX1 – TMAX12 | |
PREC1 – PREC12 | |
SRAD1 – SRAD12 | |
VAPR1 – VAPR12 | |
NDVI3 – NDVI9 | Normalized Difference Vegetation Index (NDVI) maps for the months March to September (2015) from Surface Reflectance Climate Data Record (CDR) version 5 ( |
SWI_TC | Soil Water Index (SWI) maps (topography (SWI_TC) and wetland fraction (SWI_WF)) version 1.0.1 provided by «Copernicus Global Land Service» (CGLS) ( |
SWI_WF | |
SOIL_SAND | Soil profile data maps, average values at 0–5 cm depth (sand content (SOIL_SAND), clay content (SOIL_CLAY), silt content (SOIL_SILT), coarse fragment content (SOIL_CRSE) and bulk density fine earth (SOIL_BULK)), available on the SoilGrids portal maintained by ISRIC - World Soil Information (https://soilgrids.org). |
SOIL_CLAY | |
SOIL_SILT | |
SOIL_CRSE | |
SOIL_BULK |
A total of 106 raster environmental variables were used for modeling. All rasters were standardized to a uniform size (26–50°N, 39–93°E) and resolution (cell size 0.0083) in ArcGIS.
Among many variables, some may correlate significantly, leading to inflated values of predicted environmental suitability for the species (
Modeling was conducted using three variants of the original point sets: with rarefaction distances of 15 km, 25 km, and 50 km. In the first stage, Maxent’s main settings were configured to use all classes of numerical features, as the dataset included more than 80 presence points for the species (
In the second stage, modeling was again conducted for the three rarefaction variants, but some settings were adjusted. Various combinations of feature classes were specified: L, LQ, H, LQH, LQHP, LQHPT (L – linear, Q – quadratic, P – product, T – threshold, H – hinge) (
The plausibility of the models was assessed using the AUC (Area Under the ROC Curve) (
To draw the maps, the QGIS (Quantum GIS) program version 3.24.3-Tisler was used. The geographic background was composed of the ELEV elevation map and the hill shade map generated on its basis, the NDVI map for July, the Landsat Tree Canopy Version 4 forest map (
To construct the Desert Monitor range, all points of its findings were classified into three groups, the final species distribution modelling (SDM), as well as a map of anthropogenic impact Landsat-Derived Global Rainfed and Irrigated-Cropland Product 30 m V001 (
Following the comprehensive analysis of all available data sources, a total of 820 occurrences of the Desert Monitor were collected, with 354 in Kazakhstan, 9 in Kyrgyzstan, 180 in Uzbekistan, 45 in Tajikistan, 140 in Turkmenistan, 86 in Iran, and 9 in Afghanistan.
In the first stage of modeling using the full set of variables, Maxent analysis showed that at rarefaction distances of 15, 25, and 50 km, 49, 38, and 46 variables, respectively, contributed zero to the model; 44, 54, and 40 variables contributed less than one percent each; and only 13, 14, and 20 variables contributed more than one percent (Suppl. material
After filtering the list of variables – excluding those that were highly correlated or contributed nothing to the first model (Suppl. material
The Area Under the Curve (AUC) of the final model was 0.93, indicating that its predictive value is “excellent” (AUC > 0.90) (
The cutoff threshold according to the “Equal training sensitivity and specificity (Cloglog)” rule, as determined by Maxent, was 0.34 for the best model. The resulting model, with values below the threshold excluded and with overlaid zones of human settlements and irrigated croplands, is shown in Fig.
As a result of summarizing all the gathered literature, collection, and survey data on the actual findings of the Desert Monitor, as well as our own materials, and comparing them with the obtained model and map of anthropogenic impact, the range of the Desert Monitor in Central Asia was delineated (Fig.
List of environmental variables of the best model and their percentage contribution to the model construction.
Variable | Percent contribution | Variable | Percent contribution | Variable | Percent contribution | Variable | Percent contribution |
---|---|---|---|---|---|---|---|
BIO9 | 25.3 | SRAD6 | 2.8 | BIO7 | 0.7 | BIO2 | 0.1 |
NDVI3 | 14.6 | BIO8 | 2.1 | BIO17 | 0.6 | NDVI7 | 0.1 |
BIO18 | 13.6 | ELEV | 2 | NDVI8 | 0.6 | NDVI9 | 0.1 |
PREC3 | 10.9 | NDVI4 | 1.8 | SWI_TC | 0.4 | SOIL_CRSE | 0.1 |
SRAD4 | 10.5 | SWI_WF | 1.8 | NDVI05 | 0.4 | ||
VAPR6 | 5.7 | SOIL_CLAY | 0.9 | SOIL_SAND | 0.4 | ||
SRAD9 | 3.2 | PREC11 | 0.8 | NDVI6 | 0.4 |
As shown in Table
The distribution model is calculated based on a limited set of variables and cannot account for all environmental factors. Therefore, the result is hypothetical and does not always match the actual situation – that is, despite the high suitability of certain territories according to the model, in reality the animal may be absent from these areas for various reasons, including natural and human-induced ones. In our case, such areas include a significant part of the right bank of the Syr Darya River (up to the Karatau range) in Kazakhstan, for which the model predicts very high habitat suitability for the Desert Monitor. However, despite the dense human population of this area and its frequent visits by scientists, the Desert monitor has only been recorded south of the 42nd latitude. The most straightforward explanation for this could be the anthropogenic factor – the entire right bank of the Syr Darya River, north of the known records of the Desert monitor, is home to one of Kazakhstan’s largest cities, Shymkent, as well as many villages and roads. Moreover, a large part of this territory is currently or was recently used in agriculture. The negative attitude of the local human population towards this animal cannot be ignored. An encountered Desert Monitor often causes fear among residents. As a result, despite its protected status (in Kazakhstan, the Desert Monitor is listed in the Red Book), the animal is usually killed. Our surveys and observations have confirmed this in most cases (
In the vicinity of the city of Kyzylorda, despite the presence of several Desert Monitor observations, including a relatively recent one (
Several records of the Desert Monitor were known near the Aral Sea in the past. It is difficult to assess the reliability of this data and the nature of the stay of the noted individuals, however, it can be confidently stated that today the Desert Monitor is not found in these territories. This is evidenced by both the data from Uzbek colleagues (
Classifying the points by historical periods well demonstrates the pace of data accumulation on the distribution of the Desert Monitor. However, the local nature of research at different times does not fully allow assessing the changes at the boundaries of the entire range. Nevertheless, comparing the distribution model, the time and places of locality records, as well as the map of settlements and irrigated arable lands, it can be concluded that in the territory of Uzbekistan, large areas of the Desert Monitor’s range disappeared in the second half of the 20th century as a result of anthropogenic landscape transformation – this includes the entire Tashkent and Syrdarya regions, the eastern part of the Jizzakh region, significant territories along the river floodplains in the Samarkand, Kashkadarya, and Bukhara regions, as well as much of the Fergana Valley, where the Desert Monitor, apparently, has only survived in narrow sections along the southern, northeast, and northwest foothills, unsuitable for agriculture, and on a small segment in the central part of the valley (R.A. Nazarov, pers. comm.).
For Tajikistan, current observations/records are known from the foothill areas. The plains and historical areas of the Desert Monitor’s range along the river valleys have been completely transformed by agricultural activity.
In Turkmenistan, the Desert Monitor inhabits a larger territory of the country. However, despite its widespread distribution and abundance, which even led to its removal from the latest edition of the republic’s Red Book (
Regarding modeling, relatively recently, the range of the Desert Monitor in Central Asia was modeled (
The territory of Iran in our work is captured incidentally and adjunctly, nonetheless, we have the opportunity to compare the calculation results with the recent work of
Thus, it can be stated that different modeling methodologies can provide varied, sometimes opposite, results. The primary criterion for evaluating the modeling result in such cases should be the model’s correspondence to credible and contemporary actual data, in cases, of course, when such data are available.
Consolidating all available information, we were able to update the distribution map of the Desert Monitor in Central Asia, and the classification of findings by periods along with the anthropogenic landscape map allowed us to assess the degree of its range change since the mid-last century. It was found that the monitor’s range has significantly decreased in many regions due to the “expansion” of an anthropogenically altered landscape. The most considerable range reduction, relative to the past, occurred in Uzbekistan, Tajikistan, and Kyrgyzstan. To a lesser extent, the range decreased in Turkmenistan, and very slightly in Kazakhstan.
Based on the available data, the contemporary range of the Desert Monitor in Central Asian countries appears as follows. In Kazakhstan, the Desert Monitor is widespread in the extreme south of the country in the Turkistan and Kyzylorda regions along the right and left banks of the Syr Darya River. To the west of the Syr Darya, the Desert Monitor inhabits the Kyzylkum sands up to the republic’s border on the south and west of this section, reaching its northern distribution limits at the latitude of the settlement Baygekum village (44.3°). To the east of the Syr Darya River, the Desert Monitor’s range in the south is limited by the Shardara reservoir, in the southeast by the Keles River, and in the northeast by an approximate line from the Koksaray reservoir to the city of Saryagash. In Uzbekistan, the Desert monitor inhabits a significant part of the republic to the east and south of the city of Nukus. The northern boundary of its distribution here runs approximately from the southern part of the Tabakum sands to the east of the city of Nukus, south of the Tasqudyk sands, through the Central Kyzylkum desert, along the northern foothills of the Bukantau range, and further northeast towards the Tasqudyk, well to the southeast of the Taspan village. The Desert Monitor is absent from cultivated river valleys around major cities: Tashkent, Gulistan, Jizzakh, Khujand, Fergana, Andijan, Urgench, Bahara, Samarkand, Karshi, and Termez. In the Fergana Valley, the Desert Monitor is found on narrow strips of foothills. In Kyrgyzstan, the Desert Monitor has only survived in small areas in the south of the Jalal-Abad and Batken regions along the lower belt of mountains along the northeastern and southern edges of the Fergana Valley, respectively. In Turkmenistan, the Desert monitor inhabits a large part of the country. The northern boundary of its distribution here runs in a broken curve from the city of Turkmenbashi, south of the Kara-Bogaz-Gol Bay, south of the city of Gyzylgaya, crosses the Uchtagan sands, south of the Gaplaňgyr Nature Reserve, along the northern edge of the Karakum sands towards city of Dashoguz. The Desert Monitor is absent from cultivated areas along the Karakum Canal and the Amu Darya River floodplain, as well as from the river floodplains around the cities of Ashgabat, Tejen, Mary, Dashoguz, and Turkmenabat. In Tajikistan, the Desert Monitor inhabits the plain and low mountain parts of the western half of the republic, including a small section of the foothill zone in the south of the Fergana Valley, while absent from the agriculturally transformed river valleys of the Syr Darya, Kafirnigan, Vakhsh, Kyzylsu, and Panj rivers.
Modeling the potential range using various environmental factor variables allowed us to supplement factual data and construct a more detailed map of the Desert Monitor’s range. The modeling results showed that the most significant factors for model construction were the mean temperature of the driest quarter, as well as the normalized difference vegetation index for March, precipitation during the warmest quarter and precipitation for March, and solar radiation in April. It can be assumed that these factors are limiting for the distribution of the Desert Monitor.
To verify the predictions of the obtained Desert Monitor distribution model, future field surveys are necessary in territories where its occurrence has not been previously confirmed. In Kazakhstan, these are the areas of the Kyzylkum desert south of the city of Kyzylorda; in Uzbekistan – the northeastern part of the Kyzylkum desert south of Taspan village and the sands from the city of Nukus along the right bank of the Amu Darya River towards the cities of Zarafshan and Bukhara; and in Turkmenistan – the northern part of the Balkan and Lebap Region, and Dashoguz Region.
To conserve the Desert Monitor in all Central Asian republics, it is necessary to implement social national, and international programs aimed at raising awareness among local populations about the species as a whole, its threats, vulnerabilities, and the importance of its conservation.
We express our gratitude to colleagues who provided information on Desert Monitor encounter sites, including M.A. Kulemin, G.S. Nazarbek, B.M. Gubin, D.A. Milko, K. Beishebaev, as well as to V.F. Orlova and N.B. Ananjeva for the opportunity to work with the collections of the Zoological Museum of Moscow University and the Zoological Museum of the Zoological Institute of the Russian Academy of Sciences. Special thanks to D.A. Nuridjanov and M.A. Gritsyna for allowing the use and publication of a substantial volume of data on Uzbekistan. We also sincerely appreciate everyone who participated in joint expeditions or assisted us in gathering factual information during this multi-year project. We are grateful to M. Auliya and R.A. Nazarov for valuable remarks, corrections and useful advice on writing this article, and to the anonymous reviewers, whose comments and suggestions have contributed to the improvement of this work.
YuZ and VF co-led the study design and wrote the manuscript. YuZ conducted field research, collected field materials and survey data, and processed literature. VF conducted modeling of the potential species distribution and created the maps. YuZ and VF analyzed the data and interpreted the results.
Previously unpublished species occurrence points used in this study are provided in the supplemental materials. All references to published data are provided in the “Material and methods” section.
New locality records of the Desert Monitor (table S1) (.docx)
List of environmental variables used in the first calculation and their percentage contribution to the model construction (table S2). List of environmental variables used in the final calculation (table S3). AUC, TSS and average between them for all models with various combinations of feature classes and regularization multiplier (table S4) (.xlsx)