<?xml version="1.0" encoding="utf-8"?>
<journal>
<title>Iranian Scientific Fisheries Journal</title>
<title_fa>مجله علمي شيلات ايران</title_fa>
<short_title>isfj</short_title>
<subject>Agriculture</subject>
<web_url>http://isfj.ir</web_url>
<journal_hbi_system_id>1</journal_hbi_system_id>
<journal_hbi_system_user>admin</journal_hbi_system_user>
<journal_id_issn>1026-1354</journal_id_issn>
<journal_id_issn_online>2322-5998</journal_id_issn_online>
<journal_id_pii></journal_id_pii>
<journal_id_doi>10.18869/acadpub.isfj</journal_id_doi>
<journal_id_iranmedex></journal_id_iranmedex>
<journal_id_magiran></journal_id_magiran>
<journal_id_sid>000000</journal_id_sid>
<journal_id_nlai>000000</journal_id_nlai>
<journal_id_science>000000</journal_id_science>
<language>fa</language>
<pubdate>
	<type>jalali</type>
	<year>1404</year>
	<month>9</month>
	<day>1</day>
</pubdate>
<pubdate>
	<type>gregorian</type>
	<year>2025</year>
	<month>12</month>
	<day>1</day>
</pubdate>
<volume>34</volume>
<number>5</number>
<publish_type>online</publish_type>
<publish_edition>1</publish_edition>
<article_type>fulltext</article_type>
<articleset>
	<article>


	<language>fa</language>
	<article_id_doi></article_id_doi>
	<title_fa>مقاله علمی – پژوهشی:‌ ویژگی‌های ریختی گونه مرواریدماهی قفقاز (Alburnus hohenackeri) در حوضه آبریز هریرود</title_fa>
	<title>Morphological characteristics of the North Caucasian bleak species (Alburnus hohenackeri) in the Harirud basin</title>
	<subject_fa>بيوسيستماتيك آبزيان</subject_fa>
	<subject>بيوسيستماتيك آبزيان</subject>
	<content_type_fa>پژوهشي</content_type_fa>
	<content_type>Research</content_type>
	<abstract_fa>&lt;span style=&quot;font-size:11pt&quot;&gt;&lt;span style=&quot;line-height:89%&quot;&gt;&lt;span style=&quot;direction:rtl&quot;&gt;&lt;span style=&quot;unicode-bidi:embed&quot;&gt;&lt;span new=&quot;&quot; roman=&quot;&quot; style=&quot;font-family:&quot; times=&quot;&quot;&gt;&lt;span lang=&quot;FA&quot; style=&quot;font-size:12.0pt&quot;&gt;&lt;span style=&quot;line-height:89%&quot;&gt;&lt;span b=&quot;&quot; compset=&quot;&quot; style=&quot;font-family:&quot;&gt;&lt;span style=&quot;color:black&quot;&gt;این پژوهش با هدف بررسی و مقایسه ویژگی&#8204;های ریختی جمعیت&#8204;های مرواریدماهی (&lt;/span&gt;&lt;/span&gt;&lt;/span&gt;&lt;/span&gt;&lt;i&gt;&lt;span dir=&quot;LTR&quot; style=&quot;color:black&quot;&gt;Alburnus hohenackeri&lt;/span&gt;&lt;/i&gt;&lt;span lang=&quot;FA&quot; style=&quot;font-size:12.0pt&quot;&gt;&lt;span style=&quot;line-height:89%&quot;&gt;&lt;span b=&quot;&quot; compset=&quot;&quot; style=&quot;font-family:&quot;&gt;&lt;span style=&quot;color:black&quot;&gt;) در حوضه هری، با استفاده از روش ریخت&#8204;سنجی هندسی صورت گرفت. برای این منظور، 141 نمونه از رودخانه&#8204;های مختلف حوضه هری شامل کانال هریرود 1، کانال هریرود 2 و هریرود جمع&#8204;آوری شدند. تصاویر جانبی سمت چپ این نمونه&#8204;ها تهیه شده و سپس 13 نقطه لندمارک با استفاده از نرم&#8204;افزار &lt;/span&gt;&lt;/span&gt;&lt;/span&gt;&lt;/span&gt;&lt;span dir=&quot;LTR&quot; style=&quot;color:black&quot;&gt;tpsDig2&lt;/span&gt;&lt;span lang=&quot;FA&quot; style=&quot;font-size:12.0pt&quot;&gt;&lt;span style=&quot;line-height:89%&quot;&gt;&lt;span b=&quot;&quot; compset=&quot;&quot; style=&quot;font-family:&quot;&gt;&lt;span style=&quot;color:black&quot;&gt; رقومی&#8204;سازی گردید. &lt;/span&gt;&lt;/span&gt;&lt;/span&gt;&lt;/span&gt;&lt;span class=&quot;cf01&quot; segoe=&quot;&quot; style=&quot;font-family:&quot; ui=&quot;&quot;&gt;&lt;span lang=&quot;FA&quot; style=&quot;line-height:89%&quot;&gt;&lt;span style=&quot;color:black&quot;&gt;پس از انجام واکاوی پروکراست برای حذف اثر اندازه، داده&#8204;های شکل با سه روش آماری چندمتغیره شامل: (۱) تحلیل مؤلفه&#8204;های اصلی (&lt;/span&gt;&lt;/span&gt;&lt;/span&gt;&lt;span class=&quot;cf01&quot; segoe=&quot;&quot; style=&quot;font-family:&quot; ui=&quot;&quot;&gt;&lt;span dir=&quot;LTR&quot; style=&quot;font-size:9.0pt&quot;&gt;&lt;span style=&quot;line-height:89%&quot;&gt;&lt;span style=&quot;color:black&quot;&gt;PCA&lt;/span&gt;&lt;/span&gt;&lt;/span&gt;&lt;/span&gt;&lt;span class=&quot;cf01&quot; segoe=&quot;&quot; style=&quot;font-family:&quot; ui=&quot;&quot;&gt;&lt;span lang=&quot;FA&quot; style=&quot;line-height:89%&quot;&gt;&lt;span style=&quot;color:black&quot;&gt;) برای بررسی کلی تغییرپذیری، (۲) تحلیل متغیرهای کانونی (&lt;/span&gt;&lt;/span&gt;&lt;/span&gt;&lt;span class=&quot;cf01&quot; segoe=&quot;&quot; style=&quot;font-family:&quot; ui=&quot;&quot;&gt;&lt;span dir=&quot;LTR&quot; style=&quot;font-size:9.0pt&quot;&gt;&lt;span style=&quot;line-height:89%&quot;&gt;&lt;span style=&quot;color:black&quot;&gt;CVA&lt;/span&gt;&lt;/span&gt;&lt;/span&gt;&lt;/span&gt;&lt;span class=&quot;cf01&quot; segoe=&quot;&quot; style=&quot;font-family:&quot; ui=&quot;&quot;&gt;&lt;span lang=&quot;FA&quot; style=&quot;line-height:89%&quot;&gt;&lt;span style=&quot;color:black&quot;&gt;) برای تفکیک بین&#8204;گروهی و (۳) تحلیل خوشه&#8204;ای با الگوریتم&lt;/span&gt;&lt;/span&gt;&lt;/span&gt;&lt;span class=&quot;cf01&quot; segoe=&quot;&quot; style=&quot;font-family:&quot; ui=&quot;&quot;&gt;&lt;span dir=&quot;LTR&quot; style=&quot;font-size:9.0pt&quot;&gt;&lt;span style=&quot;line-height:89%&quot;&gt;&lt;span style=&quot;color:black&quot;&gt; UPGMA &lt;/span&gt;&lt;/span&gt;&lt;/span&gt;&lt;/span&gt;&lt;span class=&quot;cf01&quot; segoe=&quot;&quot; style=&quot;font-family:&quot; ui=&quot;&quot;&gt;&lt;span lang=&quot;FA&quot; style=&quot;line-height:89%&quot;&gt;&lt;span style=&quot;color:black&quot;&gt;برای طبقه&#8204;بندی جمعیت&#8204;ها، مورد تحلیل قرار گرفتند&lt;/span&gt;&lt;/span&gt;&lt;/span&gt;&lt;span lang=&quot;FA&quot; style=&quot;font-size:12.0pt&quot;&gt;&lt;span style=&quot;line-height:89%&quot;&gt;&lt;span b=&quot;&quot; compset=&quot;&quot; style=&quot;font-family:&quot;&gt;&lt;span style=&quot;color:black&quot;&gt;.&lt;/span&gt;&lt;/span&gt;&lt;/span&gt;&lt;/span&gt; &lt;span lang=&quot;FA&quot; style=&quot;font-size:12.0pt&quot;&gt;&lt;span style=&quot;line-height:89%&quot;&gt;&lt;span b=&quot;&quot; compset=&quot;&quot; style=&quot;font-family:&quot;&gt;&lt;span style=&quot;color:black&quot;&gt;نتایج &lt;/span&gt;&lt;/span&gt;&lt;/span&gt;&lt;/span&gt;&lt;span class=&quot;cf01&quot; segoe=&quot;&quot; style=&quot;font-family:&quot; ui=&quot;&quot;&gt;&lt;span lang=&quot;FA&quot; style=&quot;line-height:89%&quot;&gt;&lt;span style=&quot;color:black&quot;&gt;تحلیل مؤلفه&#8204;های اصلی (&lt;/span&gt;&lt;/span&gt;&lt;/span&gt;&lt;span class=&quot;cf01&quot; segoe=&quot;&quot; style=&quot;font-family:&quot; ui=&quot;&quot;&gt;&lt;span dir=&quot;LTR&quot; style=&quot;font-size:9.0pt&quot;&gt;&lt;span style=&quot;line-height:89%&quot;&gt;&lt;span style=&quot;color:black&quot;&gt;PCA&lt;/span&gt;&lt;/span&gt;&lt;/span&gt;&lt;/span&gt;&lt;span class=&quot;cf01&quot; segoe=&quot;&quot; style=&quot;font-family:&quot; ui=&quot;&quot;&gt;&lt;span lang=&quot;FA&quot; style=&quot;line-height:89%&quot;&gt;&lt;span style=&quot;color:black&quot;&gt;) نشان&#8204;دهنده همپوشانی قابل&#8204;توجه بین جمعیت&#8204;ها بود که حاکی از عدم تفاوت معنادار ریختی بین آنهاست&lt;/span&gt;&lt;/span&gt;&lt;/span&gt;&lt;span lang=&quot;FA&quot; style=&quot;font-size:12.0pt&quot;&gt;&lt;span style=&quot;line-height:89%&quot;&gt;&lt;span b=&quot;&quot; compset=&quot;&quot; style=&quot;font-family:&quot;&gt;&lt;span style=&quot;color:black&quot;&gt;. اما در تحلیل متغیرهای کانونی، جدایی کامل بین سه جمعیت مشاهده شد و نتایج تحلیل خوشه&#8204;ای نیز نشان داد که جمعیت کانال هریرود 2 از دو جمعیت دیگر متمایز است. این تفاوت نتایج احتمالاً ناشی از تفاوت روش&#8204;های آماری به&#8204;کاررفته است به&#8204;طوری&#8204;که تحلیل متغیرهای کانونی تمرکز بیشتری بر تفکیک جمعیت&#8204;ها و تغییرات بین گروه&#8204;ها دارد درحالی&#8204;که تحلیل مؤلفه&#8204;های اصلی عمدتاً واریانس کلی داده&#8204;ها را بررسی می&#8204;کند. این نتایج نشان می&#8204;دهند که عوامل محیطی ممکن است نقش مهمی در ایجاد تفاوت&#8204;های ریختی بین جمعیت&#8204;ها ایفاء کنند. نتایج این پژوهش می&#8204;تواند به عنوان داده پایه در برنامه&#8204;ریزی&#8204;های مدیریتی و حفاظتی به&#8204;ویژه در زمینه حفظ تنوع زیستی، جلوگیری از کاهش ذخایر و تدوین استراتژی&#8204;های بهره&#8204;برداری پایدار مورد استفاده قرار گیرد. همچنین شناسایی تفاوت&#8204;های ریختی بین جمعیت&#8204;ها می&#8204;تواند به مطالعات بعدی در زمینه ارتباط این تفاوت&#8204;ها با عوامل محیطی کمک کند.&lt;/span&gt;&lt;/span&gt;&lt;/span&gt;&lt;/span&gt;&lt;/span&gt;&lt;/span&gt;&lt;/span&gt;&lt;/span&gt;&lt;/span&gt;</abstract_fa>
	<abstract>&lt;span style=&quot;font-size:11pt&quot;&gt;&lt;span style=&quot;line-height:17.0pt&quot;&gt;&lt;span style=&quot;font-family:Calibri,sans-serif&quot;&gt;&lt;b&gt;&lt;span new=&quot;&quot; roman=&quot;&quot; style=&quot;font-family:&quot; times=&quot;&quot;&gt;&lt;span style=&quot;color:black&quot;&gt;Introduction&lt;/span&gt;&lt;/span&gt;&lt;/b&gt;&lt;span new=&quot;&quot; roman=&quot;&quot; style=&quot;font-family:&quot; times=&quot;&quot;&gt;&lt;span style=&quot;color:black&quot;&gt;&lt;/span&gt;&lt;/span&gt;&lt;/span&gt;&lt;/span&gt;&lt;/span&gt;&lt;br&gt;
&lt;span style=&quot;font-size:11pt&quot;&gt;&lt;span style=&quot;line-height:17.0pt&quot;&gt;&lt;span style=&quot;font-family:Calibri,sans-serif&quot;&gt;&lt;span new=&quot;&quot; roman=&quot;&quot; style=&quot;font-family:&quot; times=&quot;&quot;&gt;&lt;span style=&quot;color:black&quot;&gt;Fish biodiversity is fundamental to the stability and functionality of aquatic ecosystems. A detailed understanding of fish species, particularly native taxa, is essential for effective resource management and conservation planning. &lt;i&gt;Alburnus hohenackeri&lt;/i&gt;, a native species of the Harirud River basin in the family Leuciscidae, typically inhabits vegetated riverine areas and freshwater lakes, but it can also tolerate slightly brackish waters. Although naturally distributed across the Caspian Sea basin, this species has been unintentionally introduced into several other aquatic systems, including Zarivar, Maravin, Hamun, Sistan, and Harirud (Naderi and Abdoli, 2004). Given the ecological heterogeneity of these habitats, investigating morphological variation among different populations is particularly important. Geometric morphometrics, which employs anatomical landmark points, provides a robust tool for analyzing shape variation and exploring habitat influences, phenotypic plasticity, and species identification (Park &lt;i&gt;et al.&lt;/i&gt;, 2013).&lt;/span&gt;&lt;/span&gt;&lt;/span&gt;&lt;/span&gt;&lt;/span&gt;&lt;br&gt;
&lt;span style=&quot;font-size:11pt&quot;&gt;&lt;span style=&quot;line-height:17.0pt&quot;&gt;&lt;span style=&quot;font-family:Calibri,sans-serif&quot;&gt;&lt;span new=&quot;&quot; roman=&quot;&quot; style=&quot;font-family:&quot; times=&quot;&quot;&gt;&lt;span style=&quot;color:black&quot;&gt;Previous studies in Iran have revealed substantial morphological diversity among various fish species. Gholami and Keyvani (2024) examined 487 specimens of &lt;i&gt;Alburnus hohenackeri&lt;/i&gt; from 12 rivers using 13 anatomical landmarks and reported pronounced differences in body shape, head structure, mouth position, and fin placement, particularly in populations from the Aras River. Comparable patterns of morphological variation have been documented in &lt;i&gt;Alburnus mossulensis&lt;/i&gt; (Keivany &lt;i&gt;et al.&lt;/i&gt;, 2016) and &lt;i&gt;Capoeta damascina&lt;/i&gt; (Razavipoor &lt;i&gt;et al.&lt;/i&gt;, 2014). Despite its ecological importance, however, the morphological characteristics of &lt;i&gt;A. hohenackeri&lt;/i&gt; populations in the Harirud basin remain poorly understood. The present study therefore aims to investigate and compare the morphological features of these populations using geometric morphometric techniques. The results will provide critical baseline data to inform conservation initiatives, support sustainable resource management, and guide strategies for preserving freshwater biodiversity.&lt;/span&gt;&lt;/span&gt;&lt;/span&gt;&lt;/span&gt;&lt;/span&gt;&lt;br&gt;
&lt;span style=&quot;font-size:11pt&quot;&gt;&lt;span style=&quot;line-height:17.0pt&quot;&gt;&lt;span style=&quot;font-family:Calibri,sans-serif&quot;&gt;&lt;b&gt;&lt;span new=&quot;&quot; roman=&quot;&quot; style=&quot;font-family:&quot; times=&quot;&quot;&gt;&lt;span style=&quot;color:black&quot;&gt;Methodology&lt;/span&gt;&lt;/span&gt;&lt;/b&gt;&lt;span new=&quot;&quot; roman=&quot;&quot; style=&quot;font-family:&quot; times=&quot;&quot;&gt;&lt;span style=&quot;color:black&quot;&gt;&lt;/span&gt;&lt;/span&gt;&lt;/span&gt;&lt;/span&gt;&lt;/span&gt;&lt;br&gt;
&lt;span style=&quot;font-size:11pt&quot;&gt;&lt;span style=&quot;line-height:17.0pt&quot;&gt;&lt;span style=&quot;font-family:Calibri,sans-serif&quot;&gt;&lt;span new=&quot;&quot; roman=&quot;&quot; style=&quot;font-family:&quot; times=&quot;&quot;&gt;&lt;span style=&quot;color:black&quot;&gt;This study employed geometric morphometric techniques to examine morphological variation among &lt;i&gt;Alburnus hohenackeri&lt;/i&gt; populations in the Harirud River basin, focusing on three sites: Harirud Canal 1, Harirud Canal 2, and the Harirud River. A total of 141 specimens were obtained from the reference collection of the Ichthyology Museum at Isfahan University of Technology. The samples were originally collected in 2009 from the three sampling stations, while laboratory procedures and data analysis were conducted in 2019. Specimens were captured using beach seines and electrofishing, fixed in 10% buffered formalin, and preserved in 70% ethanol for long-term storage. For morphometric analysis, the left lateral side of each specimen was photographed, and 13 anatomical landmarks were digitized using TpsDig2 software. These landmarks were chosen based on distinct anatomical reference points covering the head, fins, and caudal peduncle, following the standard protocol of Cavalcanti &lt;i&gt;et al&lt;/i&gt;. (1999). The digitized coordinates were aligned and scaled using Procrustes superimposition, and multivariate statistical analyses&amp;mdash;including Principal Component Analysis (PCA), Canonical Variate Analysis (CVA), and Cluster Analysis&amp;mdash;were conducted to identify morphological similarities and differences among populations. All analyses were performed using PAST and MorphoJ software.&lt;/span&gt;&lt;/span&gt;&lt;/span&gt;&lt;/span&gt;&lt;/span&gt;&lt;br&gt;
&lt;span style=&quot;font-size:11pt&quot;&gt;&lt;span style=&quot;line-height:17.0pt&quot;&gt;&lt;span style=&quot;font-family:Calibri,sans-serif&quot;&gt;&lt;b&gt;&lt;span new=&quot;&quot; roman=&quot;&quot; style=&quot;font-family:&quot; times=&quot;&quot;&gt;&lt;span style=&quot;color:black&quot;&gt;Results&lt;/span&gt;&lt;/span&gt;&lt;/b&gt;&lt;b&gt;&lt;span new=&quot;&quot; roman=&quot;&quot; style=&quot;font-family:&quot; times=&quot;&quot;&gt;&lt;span style=&quot;color:black&quot;&gt;&lt;/span&gt;&lt;/span&gt;&lt;/b&gt;&lt;/span&gt;&lt;/span&gt;&lt;/span&gt;&lt;br&gt;
&lt;span style=&quot;font-size:11pt&quot;&gt;&lt;span style=&quot;line-height:17.0pt&quot;&gt;&lt;span style=&quot;font-family:Calibri,sans-serif&quot;&gt;&lt;span new=&quot;&quot; roman=&quot;&quot; style=&quot;font-family:&quot; times=&quot;&quot;&gt;&lt;span style=&quot;color:black&quot;&gt;Principal Component Analysis (PCA) indicated that the first five principal components accounted for 73.52% of the total shape variation among &lt;i&gt;Alburnus hohenackeri&lt;/i&gt; populations. These components were identified as the primary factors differentiating population structures. The distribution of individuals along the first two principal components suggested some population grouping; however, considerable overlap among populations was observed, indicating relatively subtle morphological differentiation. Examination of body shape variation along the principal components revealed notable changes in several anatomical regions. Along PC1, variations were observed in the positions of the mouth, eye, operculum, pectoral, dorsal, pelvic, and anal fins, as well as in body height and the caudal peduncle. PC2 showed similar but less pronounced changes, primarily affecting eye position, head structure, fins, and the caudal peduncle.&lt;/span&gt;&lt;/span&gt;&lt;/span&gt;&lt;/span&gt;&lt;/span&gt;&lt;br&gt;
&lt;span style=&quot;font-size:11pt&quot;&gt;&lt;span style=&quot;line-height:17.0pt&quot;&gt;&lt;span style=&quot;font-family:Calibri,sans-serif&quot;&gt;&lt;span new=&quot;&quot; roman=&quot;&quot; style=&quot;font-family:&quot; times=&quot;&quot;&gt;&lt;span style=&quot;color:black&quot;&gt;Canonical Variate Analysis (CVA) revealed significant morphological differences among the three populations, with clear separation and no overlap between Harirud Canal 1, Harirud Canal 2, and Harirud River groups. Shape changes along CV1 were mainly associated with posterior displacement of the mouth, shifts in eye and operculum positions, and fin attachment points. CV2 reflected variations primarily in mouth position, eye socket, dorsal fin insertion, and caudal peduncle landmarks. Cluster analysis corroborated these results, showing that the Harirud Canal 2 population was distinctly separated from the other two groups, indicating a higher degree of morphological divergence. In contrast, Harirud Canal 1 and Harirud River populations formed sister groups, displaying the closest morphological similarity.&lt;/span&gt;&lt;/span&gt;&lt;/span&gt;&lt;/span&gt;&lt;/span&gt;&lt;br&gt;
&lt;span style=&quot;font-size:11pt&quot;&gt;&lt;span style=&quot;line-height:17.0pt&quot;&gt;&lt;span style=&quot;font-family:Calibri,sans-serif&quot;&gt;&lt;b&gt;&lt;span new=&quot;&quot; roman=&quot;&quot; style=&quot;font-family:&quot; times=&quot;&quot;&gt;&lt;span style=&quot;color:black&quot;&gt;Discussion and &lt;/span&gt;&lt;/span&gt;&lt;/b&gt;&lt;b&gt;&lt;span new=&quot;&quot; roman=&quot;&quot; style=&quot;font-family:&quot; times=&quot;&quot;&gt;&lt;span style=&quot;color:black&quot;&gt;c&lt;/span&gt;&lt;/span&gt;&lt;/b&gt;&lt;b&gt;&lt;span new=&quot;&quot; roman=&quot;&quot; style=&quot;font-family:&quot; times=&quot;&quot;&gt;&lt;span style=&quot;color:black&quot;&gt;onclusion&lt;/span&gt;&lt;/span&gt;&lt;/b&gt;&lt;span new=&quot;&quot; roman=&quot;&quot; style=&quot;font-family:&quot; times=&quot;&quot;&gt;&lt;span style=&quot;color:black&quot;&gt;&lt;/span&gt;&lt;/span&gt;&lt;/span&gt;&lt;/span&gt;&lt;/span&gt;&lt;br&gt;
&lt;span style=&quot;font-size:11pt&quot;&gt;&lt;span style=&quot;line-height:17.0pt&quot;&gt;&lt;span style=&quot;font-family:Calibri,sans-serif&quot;&gt;&lt;span new=&quot;&quot; roman=&quot;&quot; style=&quot;font-family:&quot; times=&quot;&quot;&gt;&lt;span style=&quot;color:black&quot;&gt;Morphological variation among fish populations often reflects adaptations to diverse environmental conditions, including water flow, substrate type, vegetation cover, prey availability, and predation pressure (&lt;/span&gt;&lt;/span&gt;&lt;span new=&quot;&quot; roman=&quot;&quot; style=&quot;font-family:&quot; times=&quot;&quot;&gt;&lt;span style=&quot;color:black&quot;&gt;Mouludi-Saleh &lt;i&gt;et al.,&lt;/i&gt; 2020&lt;/span&gt;&lt;/span&gt;&lt;span new=&quot;&quot; roman=&quot;&quot; style=&quot;font-family:&quot; times=&quot;&quot;&gt;&lt;span style=&quot;color:black&quot;&gt;). In this study, significant morphological differences were observed among &lt;i&gt;Alburnus hohenackeri&lt;/i&gt; populations in the Harirud River basin, particularly between the Harirud Canal 2 population and those from Harirud Canal 1 and the Harirud River. While PCA indicated some degree of overlap among populations, Canonical Variate Analysis (CVA) revealed clear separation, suggesting that environmental factors, geographic isolation, or a combination of both contribute to shape divergence. Cluster analysis further supported these findings, placing Harirud Canal 2 in a distinct group, whereas Harirud Canal 1 and Harirud River populations exhibited closer morphological similarity, possibly reflecting geographic proximity or shared ecological conditions. Differences in body depth, fin placement, caudal peduncle shape, and head dimensions likely represent ecological adaptations. Variations in swimming patterns, feeding behavior, hydrodynamic constraints, and predator-prey interactions may account for the observed morphological differences (Langerhans &lt;i&gt;et al.&lt;/i&gt;, 2003; Andersson &lt;i&gt;et al.&lt;/i&gt;, 2006). Previous studies on &lt;i&gt;A. hohenackeri&lt;/i&gt; and other Cyprinid species in Iran have similarly highlighted environmental heterogeneity and geographic isolation as key drivers of morphological differentiation (Banimasani &lt;i&gt;et al.&lt;/i&gt;, 2019; Gholami and Keyvani, 2024). Given the ecological significance of &lt;i&gt;A. hohenackeri&lt;/i&gt; and the role of morphology in survival and resource utilization, these findings provide important insights into population-level diversity and adaptation. Future studies should integrate detailed ecological measurements&amp;mdash;such as water flow, vegetation cover, and predator-prey dynamics&amp;mdash;with genetic analyses to elucidate the mechanisms driving morphological variation. Such information will be valuable for conservation planning and sustainable management of &lt;i&gt;A. hohenackeri&lt;/i&gt; populations, particularly in regions facing environmental stress and biodiversity loss.&lt;/span&gt;&lt;/span&gt;&lt;/span&gt;&lt;/span&gt;&lt;/span&gt;&lt;br&gt;
&lt;span style=&quot;font-size:11pt&quot;&gt;&lt;span style=&quot;line-height:17.0pt&quot;&gt;&lt;span style=&quot;font-family:Calibri,sans-serif&quot;&gt;&lt;b&gt;&lt;span new=&quot;&quot; roman=&quot;&quot; style=&quot;font-family:&quot; times=&quot;&quot;&gt;&lt;span style=&quot;color:black&quot;&gt;Conflict of &lt;/span&gt;&lt;/span&gt;&lt;/b&gt;&lt;b&gt;&lt;span new=&quot;&quot; roman=&quot;&quot; style=&quot;font-family:&quot; times=&quot;&quot;&gt;&lt;span style=&quot;color:black&quot;&gt;i&lt;/span&gt;&lt;/span&gt;&lt;/b&gt;&lt;b&gt;&lt;span new=&quot;&quot; roman=&quot;&quot; style=&quot;font-family:&quot; times=&quot;&quot;&gt;&lt;span style=&quot;color:black&quot;&gt;nterest&lt;/span&gt;&lt;/span&gt;&lt;/b&gt;&lt;b&gt;&lt;span new=&quot;&quot; roman=&quot;&quot; style=&quot;font-family:&quot; times=&quot;&quot;&gt;&lt;span style=&quot;color:black&quot;&gt;&lt;/span&gt;&lt;/span&gt;&lt;/b&gt;&lt;/span&gt;&lt;/span&gt;&lt;/span&gt;&lt;br&gt;
&lt;span style=&quot;font-size:11pt&quot;&gt;&lt;span style=&quot;line-height:17.0pt&quot;&gt;&lt;span style=&quot;font-family:Calibri,sans-serif&quot;&gt;&lt;span new=&quot;&quot; roman=&quot;&quot; style=&quot;font-family:&quot; times=&quot;&quot;&gt;&lt;span style=&quot;color:black&quot;&gt;The authors declare that there is no conflict of interest regarding the publication of this paper.&lt;/span&gt;&lt;/span&gt;&lt;/span&gt;&lt;/span&gt;&lt;/span&gt;&lt;br&gt;
&lt;span style=&quot;font-size:11pt&quot;&gt;&lt;span style=&quot;line-height:17.0pt&quot;&gt;&lt;span style=&quot;font-family:Calibri,sans-serif&quot;&gt;&lt;b&gt;&lt;span new=&quot;&quot; roman=&quot;&quot; style=&quot;font-family:&quot; times=&quot;&quot;&gt;&lt;span style=&quot;color:black&quot;&gt;Acknowledgment&lt;/span&gt;&lt;/span&gt;&lt;/b&gt;&lt;span new=&quot;&quot; roman=&quot;&quot; style=&quot;font-family:&quot; times=&quot;&quot;&gt;&lt;span style=&quot;color:black&quot;&gt;&lt;/span&gt;&lt;/span&gt;&lt;/span&gt;&lt;/span&gt;&lt;/span&gt;&lt;br&gt;
&lt;span style=&quot;font-size:11pt&quot;&gt;&lt;span style=&quot;line-height:17.0pt&quot;&gt;&lt;span style=&quot;font-family:Calibri,sans-serif&quot;&gt;&lt;span new=&quot;&quot; roman=&quot;&quot; style=&quot;font-family:&quot; times=&quot;&quot;&gt;&lt;span style=&quot;color:black&quot;&gt;The authors would like to sincerely thank the Ichthyology Museum of Isfahan University of Technology for providing access to specimens and facilities that made this research possible.&lt;/span&gt;&lt;/span&gt;&lt;/span&gt;&lt;/span&gt;&lt;/span&gt;</abstract>
	<keyword_fa>مرواریدماهی قفقاز, ریخت‌سنجی هندسی, تحلیل مولفه‌های اصلی, تحلیل متغیرهای کانونی, واکاوی پروکراست</keyword_fa>
	<keyword>Alburnus hohenackeri, geometric morphometry, Principal Component Analysis, Canonical Variate Analysis, Procrustes analysis</keyword>
	<start_page>81</start_page>
	<end_page>92</end_page>
	<web_url>http://isfj.ir/browse.php?a_code=A-10-2974-1&amp;slc_lang=fa&amp;sid=1</web_url>


<author_list>
	<author>
	<first_name>Soroor</first_name>
	<middle_name></middle_name>
	<last_name>Gholami</last_name>
	<suffix></suffix>
	<first_name_fa>سرور</first_name_fa>
	<middle_name_fa></middle_name_fa>
	<last_name_fa>غلامی</last_name_fa>
	<suffix_fa></suffix_fa>
	<email>s_gholami@na.iut.ac.ir</email>
	<code>100319475328460040986</code>
	<orcid>100319475328460040986</orcid>
	<coreauthor>Yes
</coreauthor>
	<affiliation>Department of Natural Resources, Isfahan University of Technology, Isfahan, Iran.</affiliation>
	<affiliation_fa>دانشکده منابع طبیعی، دانشگاه صنعتی اصفهان، اصفهان، ایران</affiliation_fa>
	 </author>


	<author>
	<first_name>Yazdan</first_name>
	<middle_name></middle_name>
	<last_name>Keyvani</last_name>
	<suffix></suffix>
	<first_name_fa>یزدان</first_name_fa>
	<middle_name_fa></middle_name_fa>
	<last_name_fa>کیوانی</last_name_fa>
	<suffix_fa></suffix_fa>
	<email>keivany@cc.iut</email>
	<code>100319475328460040987</code>
	<orcid>100319475328460040987</orcid>
	<coreauthor>No</coreauthor>
	<affiliation>Department of Natural Resources, Isfahan University of Technology, Isfahan, Iran.</affiliation>
	<affiliation_fa>دانشکده منابع طبیعی، دانشگاه صنعتی اصفهان، اصفهان، ایران</affiliation_fa>
	 </author>


</author_list>


	</article>
</articleset>
</journal>
