Submitted:
16 January 2026
Posted:
19 January 2026
You are already at the latest version
Abstract

Keywords:
1. Introduction
2. Materials and Methods
2.1. Fecal Sampling
2.2. Fecal Analysis
2.3. Helminth Identification
2.4. DNA Analysis
2.5. Statistical Analysis
3. Results
4. Discussion
5. Conclusions
Supplementary Materials
Author Contributions
Funding
Institutional Review Board Statement
Informed Consent Statement
Data Availability Statement
Acknowledgments
Conflicts of Interest
Abbreviations
| DNA | Deoxyribonucleic Acid |
| DSL | Dorsal-Spined Larva |
| E | East |
| ID | Identifier |
| IEE RAS | A. N. Severtsov Institute of Ecology and Evolution of the Russian Academy of Sciences |
| ITS | Internal Transcribed Spacer |
| GPT | Generative Pre-trained Transformer |
| L1 | First stage nematode larva |
| L3 | Third stage nematode larva |
| LLM | Large Language Model |
| N | North |
| NCBI | National Center for Biotechnology Information |
| PCR | Polymerase Chain Reaction |
| USA | United States of America |
| USSR | Union of Soviet Socialist Republics |
| WPI RAS | Water Problems Institute of the Russian Academy of Sciences |
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| Sample Set ID | Map Reference |
Type of Reindeer | Number of Fecal Samples |
Location (Country, Administrative Unit) |
Protected Area |
Coordinates (Decimal Degrees) | Altitude (Meters) |
Date Collected |
|---|---|---|---|---|---|---|---|---|
| 1 | 1 | semiwild | 2 | Kazakhstan, Akmola Region |
— | 52.93877 70.24527 |
450 | April 2025 |
| 2 | 2 | wild | 8 | Russia, Novosibirsk Oblast |
Vasyugansky State Nature Reserve | 56.636553 79.981242 |
129 | February 2025 |
| 3 | 3 | wild | 3 | Russia, Altai Republic |
Altai State Nature Reserve |
51.38385 88.98008 |
1671 | February 2024 |
| 4 | 4 | semiwild | 20 | Mongolia, Khövsgöl Province |
— | 50.566855 100.127792 |
1915 | August 2023 |
| 5 | 5 | wild | 20 | Russia, Buryatia |
Baikal State Nature Reserve |
51.30777 105.24722 |
1370 | February 2012 |
| 6 | 5 | wild | 35 | Russia, Buryatia |
Baikal State Nature Reserve |
51.30777 105.24722 |
1370 | July 2023 |
| 7 | 5 | wild | 35 | Russia, Buryatia |
Baikal State Nature Reserve |
51.30777 105.24722 |
1370 | July 2024 |
| 8 | 5 | wild | 35 | Russia, Buryatia |
Baikal State Nature Reserve |
51.30777 105.24722 |
1370 | July 2025 |
| 9 | 6 | wild | 1 | Russia, Irkutsk Oblast |
— | 58.609750 114.980806 |
884 | September 2021 |
| 10 | 7 | semiwild | 30 | Russia, Zabaykalsky Krai |
— | 56.579214 118.886167 |
882 | February 2024 |
| 11 | 8 | wild | 7 | Russia, Amur Oblast |
— | 56.73530 121.50033 |
1396 | February 2023 |
| 12 | 9 | semiwild | 10 | China, Inner Mongolia |
— | 51.35080 121.50146 |
788 | August 2023 |
| 13 | 10 | wild | 17 | Russia, Amur Oblast |
— | 55.142893 128.850543 |
653 | February 2023 |
| 14 | 11 | wild | 9 | Russia, Amur Oblast |
— | 55.679389 129.329878 | 1064 | February 2023 |
| 15 | 12 | wild | 10 | Russia, Amur Oblast |
Tokinsko-Stanovoy National Park | 55.44280 130.48006 |
1518 | July 2021 |
| Sample Set ID | Species | GenBank 1 | Voucher 2 |
|---|---|---|---|
| 12 | Elaphostrongylus rangiferi | PX720411 | IPEE_Parasites 14460 |
| 15 | Orthostrongylus macrotis | PX720450 | IPEE_Parasites 14459 |
| 15 | Ostertagia gruehneri | PX716654 | IPEE_Parasites 14458 |
| Map Site | Trematodes | Cestodes | Nematodes | ||||
|---|---|---|---|---|---|---|---|
| Paramphistomoidea | Moniezia | Strongyle-type | Nematodirus | Elaphostrongylus rangiferi | Orthostrongylus macrotis | Capillaria | |
| 1 | – | – | – | – | – | – | – |
| 2 | – | 5 (63%); 1.2±0.3 | 1(13%); 0.3±0.0 | – | 6 (75%); 0.6±0.1 | – | – |
| 3 | – | – | – | – | – | – | – |
| 4 | 2 (10%); 0.5±0.2 | 1 (5%); 0.3±0.0 | 9 (45%); 1.0±0.4 | – | – | – | 2 (10%); 0.3±0.0 |
| 5 | 2 (2%); 0.3±0.0 | 7 (6%); 0.6±0.1 | – | – | 1 (1%); 2.0±0.0 | – | – |
| 6 | – | – | – | – | – | – | – |
| 7 | – | – | – | 3 (10%); 0.6±0.3 | – | – | – |
| 8 | – | 1 (14%); 0.3±0.0 | – | – | 3 (43%); 1.0±0.3 | – | – |
| 9 | – | – | 3 (30%); 1.1±0.5 | – | 2 (20%); 36.2±20.3 | – | 1(10%); 0.7±0.0 |
| 10 | – | 5 (29%); 0.7±1.2 | – | – | – | – | – |
| 11 | – | – | – | – | – | – | – |
| 12 | 3 (30%); 0.6±0.1 | – | 5 (50%)*; 2.6±1.2 | 1 (10%); 0.3±0.0 | 1 (10%); 1.3±0.0 | 1 (10%); 4.0±0.0 | – |
| Helminths | Intensity of Invasion Depending on the Number of Found Helminth Eggs and Larvae, Specimens per 1 g of Feces | |||
|---|---|---|---|---|
| Low | Medium | High | Very High | |
| Nematodes, Cestodes | 1–100 | 101–500 1 | 501–1000 | >1000 |
| GINs (eggs + L3s) 2 | 0.3–6.7 (sites 2, 4 ,9, 12) | – | – | – |
| Nematodirus (eggs) | 0.3–1.3 (sites 7, 12) | – | – | – |
| E. rangiferi (L1s) | 0.3–75.3 (sites 2, 5, 8, 9, 12) | – | – | – |
| O. macrotis (L1s) | 4.0 (site 12) | – | – | – |
| Capillaria (eggs) | 0.3–0.7 (sites 4, 9) | – | – | – |
| Moniezia (eggs) | 0.3–2.0 (sites) | – | – | – |
| Trematodes | 1–10 | 11–100 | >100 | – |
| Paramphistomoidea (eggs) | 0.3–0.7 (sites 4, 5, 12) | – | – | – |
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