Prevalence of Chronic Liver Diseases and Comorbidities Among Patients with Diabetes Mellitus in Gilgit City: A Cross-Sectional Study

Prevalence of Chronic Liver Diseases and Comorbidities Among Patients with Diabetes Mellitus in Gilgit City: A Cross-Sectional Study | Research Square window.SnipcartSettings = { analytics: { enabled: false } }; (function() { var accessVector = localStorage.getItem('access_vector') || ''; window.dataLayer = window.dataLayer || []; if (accessVector) { window.dataLayer.push({ user: { profile: { profileInfo: { snid: accessVector } } } }); } })(); (function(w,d,s,l,i){w[l]=w[l]||[];w[l].push({'gtm.start':new Date().getTime(),event:'gtm.js'});var f=d.getElementsByTagName(s)[0],j=d.createElement(s),dl=l!='dataLayer'?'&l='+l:'';j.async=true;j.src='https://www.googletagmanager.com/gtm.js?id='+i+dl;f.parentNode.insertBefore(j,f);})(window,document,'script','dataLayer','GTM-K279D39R'); Browse Preprints In Review Journals COVID-19 Preprints AJE Video Bytes Research Tools Research Promotion AJE Professional Editing AJE Rubriq About Preprint Platform In Review Editorial Policies Our Team Advisory Board Help Center Sign In Submit a Preprint Cite Share Download PDF Research Article Prevalence of Chronic Liver Diseases and Comorbidities Among Patients with Diabetes Mellitus in Gilgit City: A Cross-Sectional Study Tanveer Hussain This is a preprint; it has not been peer reviewed by a journal. https://doi.org/ 10.21203/rs.3.rs-8213458/v1 This work is licensed under a CC BY 4.0 License Status: Posted Version 1 posted You are reading this latest preprint version Abstract Objective: To determine the prevalence of chronic liver diseases (CLDs) and comorbidities among diabetic patients in Gilgit City and assess patient awareness. Methods: An observational cross-sectional research was carried out on 255 patients with diabetes via in-depth questionnaires and laboratory testing. The SPSS 22 was used to conduct descriptive statistics and cross-tabulations to compute prevalence rates and relationship with potential risk factors. Results: The patients that had CLD were 15.3%. The most prevalent comorbidities were hypertension (75.3%), and obesity (33.3%). Very few participants (11.4%) had been educated on health education about diabetes or liver health. Obesity, physical inactivity and alcohol consumption were some of the risk factors related to CLDs. Conclusion: Patients with diabetes in Gilgit City face a high burden of CLDs and their comorbidities, coupled with low awareness. Regular screening and culturally tailored educational programs are recommended in order to improve outcomes. Endocrinology & Metabolism Chronic liver disease NAFLD Diabetes mellitus Comorbidities Pakistan Figures Figure 1 Figure 2 Figure 3 Figure 4 Figure 5 Figure 6 Figure 7 Figure 8 Figure 9 Figure 10 Figure 11 Introduction Diabetes mellitus (DM) is a chronic metabolic disease characterized by hyperglycemia due to impaired insulin secretion or activity. By 2040, 642 million people worldwide are predicted to have diabetes mellitus (DM), making it a major social problem [ 1 ]. DM has a number of complications and comorbidities in addition to glycemic control, including dyslipidemia, hypertension, chronic kidney disease, and cardiovascular disease [ 2 , 13 – 16 ]. Non-alcoholic fatty liver disease (NAFLD), which is thought to impact one-third of the global population, is the most common cause of chronic liver diseases worldwide [ 3 , 11 ]. It lies between cirrhosis, hepatocellular carcinoma, and non-alcoholic steatohepatitis (NASH) and simple steatosis. Patients with diabetes mellitus are particularly vulnerable due to insulin resistance and poor glycemic control [ 4 , 12 , 20 ]. Patients with cirrhosis may also develop hepatogenous diabetes, further complicating management [ 5 ]. CLDs are associated with increased cardiovascular risk in diabetic patients [ 6 ]. There is small evidence on underrepresented areas like Gilgit in Pakistan. The main objective of the study was to find out the commonness of CLDs and comorbidities in diabetic patients in Gilgit City and the level of their awareness. Methods Study Design and Setting A cross-sectional study was conducted in Gilgit City from March to July 2025. Participants A total of 255 diabetic patients aged ≥ 21 years and permanent residents of Gilgit City were recruited using structured sampling. Ethical Approval and Clinical Trial Number Ethical approval was obtained from the Ethical Review Committee of Karakoram International University. Informed consent was obtained from all participants. Clinical trial number : Not applicable. Data Collection Data were collected by means of a validated questionnaire on the following issues: Socio-demographics: age, sex, marital status, education, occupation. Lifestyle behaviors: smoking, alcohol consumption, diet, physical activity. Medical history: type of diabetes and duration, comorbidities. Past health education experiences. Tests included laboratory investigations of FBS, RBS, and liver enzymes, specifically ALT and ALP. Statistical Analysis Data analysis was done through SPSS 22. Descriptive statistics were used to summarize participant characteristics. Cross-tabulations examined associations between CLDs and risk factors such as obesity, alcohol use, physical activity, and education level [ 7 , 8 , 10 , 17 – 19 , 21 ]. Results Participant Characteristics Among 255 participants, 36.5% were men and 63.5% were women. 45.1% were employed, 56.1% had formal education, and 91% were married. With a mean illness duration of four years, type 2 diabetes was present in the majority (97.3%). Prevalence of CLDs and Comorbidities 15.3% of patients had cirrhosis and NAFLD, two chronic liver diseases [ 3 , 5 , 6 , 10 , 11 ]. The most prevalent comorbidity was hypertension (75.3%), which was followed by obesity (33.3%) [ 2 , 13 – 16 ]. 15.7% of people used tobacco, 11% drank alcohol, and 24.3% did not engage in physical activity. Health Awareness and Education While 23.9% were willing to take part in educational programs, only 11.4% had received health education about diabetes or liver health [ 7 , 8 , 17 ]. Results from the Laboratory Laboratory Findings RBS was 237.35 mg/dL and FBS was 195.2 mg/dL on average. A subset of patients had elevated ALT and ALP levels, which may indicate liver dysfunction. Cross-Tabulations CLD cases were mostly type 2 diabetes patients 23% of CLD patients were obese [ 14 , 18 , 20 ]. 92.3% of CLD patients had no history of alcohol use CLD patients were mostly physically active Higher education correlated with willingness to join health programs Table 1 Frequency and Percentage of Patient Characteristics Variable Category Frequency (n) Percentage (%) Gender Male / Female 93 / 162 36.5 / 63.5 Marital Status No / Yes 23 / 232 9.0 / 91.0 Education No / Yes 112 / 143 43.9 / 56.1 Occupation No / Yes 140 / 115 54.9 / 45.1 Type of Diabetes Type 1 / Type 2 7 / 248 2.7 / 97.3 Liver Diagnosis No / Yes 216 / 39 84.7 / 15.3 Hypertension No / Yes 63 / 192 24.7 / 75.3 Obesity No / Yes 170 / 85 66.7 / 33.3 Alcohol History No / Yes 227 / 28 89.0 / 11.0 Tobacco Use No / Yes 215 / 40 84.3 / 15.7 Physical Activity No / Yes 62 / 193 24.3 / 75.7 Received Health Education No / Yes 226 / 29 88.6 / 11.4 Willing to Join Program No / Yes 194 / 61 76.1 / 23.9 Table 2: Summary of cross-tabulates between the state of liver disease and other possible risk factors among diabetic patients. The relationships tested include diabetes type, obesity, history of alcohol, physical activity and educational level with program willingness. Crosstab Relationship Summary Liver Diagnosis × Diabetes Type Most patients with liver issues had Type 2 Diabetes only 1 had Type 1. Liver Diagnosis × Obesity Among liver-diagnosed patients, 9 were obese (23%). Most without liver disease were non-obese (140/216). Liver Diagnosis × Alcohol Use 92.3% (36/39) liver patients had no alcohol history. Only 3 had alcohol history. Liver Diagnosis × Physical Activity Liver-affected individuals were mostly physically active (32/39). Education Level × Program Willingness Those with higher education were more willing to join a program (42/143 vs. 19/112). Discussion In Gilgit City, the prevalence of CLDs among diabetic patients was 15.3%, which is less than the estimated 25% worldwide [ 3 , 10 ]. This might be a result of the underutilization of imaging-based diagnostics. According to global data, obesity and hypertension were prevalent comorbidities [ 2 , 13 – 16 ]. CLDs have been linked to lifestyle factors like alcohol use, obesity, and inactivity [ 14 , 18 , 20 ]. Remarkably, only 11.4% had received health education, indicating a significant disparity. Education enhances results and self-management [ 7 , 8 , 17 ]. The necessity of integrated care is highlighted by the reciprocal relationship between diabetes and liver disease [ 4 , 12 , 19 , 21 ]. GLP-1 receptor agonists and other interventions may offer benefits in NAFLD management [ 7 ]. Comprehensive evaluation of comorbidities is recommended in diabetic care [ 17 ]. Diabetes and obesity negatively influence liver-related outcomes after hepatocellular carcinoma treatment [ 18 ]. Conclusion Low awareness of CLDs and comorbidities is a major burden for diabetic patients in Gilgit City. Lifestyle interventions, routine screening, and community-based education are advised. Recommendations Launch community-based education programs on diabetes and liver disease [ 7 , 8 , 17 ]. Implement routine liver function screening for diabetic patients [ 8 , 10 ]. Promote lifestyle interventions: weight management, smoking cessation, physical activity [ 14 , 18 , 20 ]. Introduce diabetes self-management workshops Develop integrated care policies addressing diabetes and comorbidities [ 12 , 19 , 21 ]. Declarations Ethics Approval and Clinical Trial Number Accepted by Karakoram International University's Ethical Review Committee in Gilgit, Pakistan. Every participant provided written informed consent. Clinical trial number: Not applicable. Funding Statement This research did not receive any specific grant from funding agencies in the public, commercial, or not-for-profit sectors. Competing Interests The authors declare no competing interests. Author Contributions Tanveer Hussain: Conceptualization, data collection, writing – original draft Tanveer Hussain: Data analysis, review & editing Wajhat Ali Qureshi: Laboratory investigations, data management Tanveer Hussain: Literature review, manuscript editing Data Availability Statement Data supporting the findings of this study are available from the corresponding author upon reasonable request. References Younossi ZM, Koenig AB, Abdelatif D, Fazel Y, Henry L, Wymer M (2016) Global epidemiology of nonalcoholic fatty liver disease: meta-analytic assessment of prevalence, incidence, and outcomes. Hepatology 64(1):73–84 Targher G, Byrne CD (2013) Nonalcoholic fatty liver disease: a novel cardiometabolic risk factor for type 2 diabetes and its complications. J Clin Endocrinol Metab 98(2):483–495 Hickman IJ, Macdonald GA (2007) Impact of diabetes on the severity of liver disease. Am J Med 120(10):829–834 Bugianesi E, Gastaldelli A, Vanni E, Gambino R, Cassader M, Baldi S et al (2005) Insulin resistance in non-diabetic patients with non-alcoholic fatty liver disease: sites and mechanisms. Diabetologia 48(4):634–642 Holstein A, Hinze S, Thiessen E, Plaschke A, Egberts EH (2002) Clinical implications of hepatogenous diabetes in liver cirrhosis. J Gastroenterol Hepatol 17(6):677–681 Targher G, Day CP, Bonora E (2010) Risk of cardiovascular disease in patients with nonalcoholic fatty liver disease. N Engl J Med 363(14):1341–1350 Musso G, Cassader M, Gallo M (2016) GLP-1 receptor agonists in the treatment of non-alcoholic fatty liver disease. Hepatology 64(1):134–145 Chalasani N, Younossi Z, Lavine JE, Charlton M, Cusi K, Rinella M et al (2018) The diagnosis and management of nonalcoholic fatty liver disease: practice guidance from the American Association for the Study of Liver Diseases. Hepatology 67(1):328–357 Musso G, Gambino R, Cassader M (2010) Obesity and diabetes in NAFLD: pathophysiology and treatment. Nat Rev Endocrinol 6(10):556–564 Adams LA, Lymp JF, Sauver JS, Sanderson SO, Lindor KD, Feldstein A et al (2005) The natural history of nonalcoholic fatty liver disease: a population-based cohort study. Gastroenterology 129(1):113–121 Angulo P (2002) Nonalcoholic fatty liver disease. N Engl J Med 346(16):1221–1231 Sanyal AJ (2005) Mechanisms of disease: Role of the liver in the pathogenesis of type 2 diabetes mellitus. Nat Clin Pract Endocrinol Metab 1(3):135–146 Iglay K, Hannachi H, Howie PJ, Xu J, Li X, Engel SS et al (2016) Prevalence and co-prevalence of comorbidities among patients with type 2 diabetes mellitus. Curr Med Res Opin 32(7):1243–1252 Chandrasekaran P, Weiskirchen R (2024) The role of obesity in type 2 diabetes mellitus—an overview. Int J Mol Sci 25(3):1882 Piette JD, Kerr EA (2006) The impact of comorbid chronic conditions on diabetes care. Diabetes Care 29(3):725–731 Lin PJ, Kent DM, Winn A, Cohen JT, Neumann PJ (2015) Multiple chronic conditions in type 2 diabetes mellitus: prevalence and consequences. Am J Manag Care 21(1):e23–30 ElSayed NA, McCoy RG, Aleppo G, Bajaj M, Balapattabi K, Beverly EA et al (2025) Comprehensive medical evaluation and assessment of comorbidities: Standards of Care in Diabetes—2025. Diabetes Care. ;48(Suppl):SXX–SXX. (page numbers pending publication) Shinkawa H, Kaibori M, Ueno M, Yasuda S, Ikoma H, Aihara T et al (2025) Impact of diabetes mellitus and obesity comorbidities on survival outcomes after hepatocellular carcinoma resection: a multicenter retrospective study. Liver Cancer 14(1):80–91 Otero Sanchez L, Chen Y, Lassailly G, Qi X (2024) Exploring the links between type 2 diabetes and liver-related complications: a comprehensive review. United Eur Gastroenterol J 12(2):240–251 Kosmalski M, Ziółkowska S, Czarny P, Szemraj J, Pietras T (2022) The coexistence of nonalcoholic fatty liver disease and type 2 diabetes mellitus. J Clin Med 11(5):1375 Manikat R, Nguyen MH (2023) Nonalcoholic fatty liver disease and non-liver comorbidities. Clin Mol Hepatol 29(Suppl):S86–95 Additional Declarations The authors declare no competing interests. Cite Share Download PDF Status: Posted Version 1 posted You are reading this latest preprint version Research Square lets you share your work early, gain feedback from the community, and start making changes to your manuscript prior to peer review in a journal. As a division of Research Square Company, we’re committed to making research communication faster, fairer, and more useful. We do this by developing innovative software and high quality services for the global research community. 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Also discoverable on Platform About Our Team In Review Editorial Policies Advisory Board Help Center Resources Author Services Accessibility API Access RSS feed Manage Cookie Preferences © Research Square 2026 | ISSN 2693-5015 (online) Privacy Policy Terms of Service Do Not Sell My Personal Information {"props":{"pageProps":{"initialData":{"identity":"rs-8213458","acceptedTermsAndConditions":true,"allowDirectSubmit":true,"archivedVersions":[],"articleType":"Research Article","associatedPublications":[],"authors":[{"id":551215360,"identity":"be670d7c-028a-4f71-b2d4-b2f3b403fa6a","order_by":0,"name":"Tanveer 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By 2040, 642\u0026nbsp;million people worldwide are predicted to have diabetes mellitus (DM), making it a major social problem [\u003cspan citationid=\"CR1\" class=\"CitationRef\"\u003e1\u003c/span\u003e]. DM has a number of complications and comorbidities in addition to glycemic control, including dyslipidemia, hypertension, chronic kidney disease, and cardiovascular disease [\u003cspan citationid=\"CR2\" class=\"CitationRef\"\u003e2\u003c/span\u003e, \u003cspan additionalcitationids=\"CR14 CR15\" citationid=\"CR13\" class=\"CitationRef\"\u003e13\u003c/span\u003e\u0026ndash;\u003cspan citationid=\"CR16\" class=\"CitationRef\"\u003e16\u003c/span\u003e].\u003c/p\u003e\u003cp\u003eNon-alcoholic fatty liver disease (NAFLD), which is thought to impact one-third of the global population, is the most common cause of chronic liver diseases worldwide [\u003cspan citationid=\"CR3\" class=\"CitationRef\"\u003e3\u003c/span\u003e, \u003cspan citationid=\"CR11\" class=\"CitationRef\"\u003e11\u003c/span\u003e]. It lies between cirrhosis, hepatocellular carcinoma, and non-alcoholic steatohepatitis (NASH) and simple steatosis. Patients with diabetes mellitus are particularly vulnerable due to insulin resistance and poor glycemic control [\u003cspan citationid=\"CR4\" class=\"CitationRef\"\u003e4\u003c/span\u003e, \u003cspan citationid=\"CR12\" class=\"CitationRef\"\u003e12\u003c/span\u003e, \u003cspan citationid=\"CR20\" class=\"CitationRef\"\u003e20\u003c/span\u003e]. Patients with cirrhosis may also develop hepatogenous diabetes, further complicating management [\u003cspan citationid=\"CR5\" class=\"CitationRef\"\u003e5\u003c/span\u003e]. CLDs are associated with increased cardiovascular risk in diabetic patients [\u003cspan citationid=\"CR6\" class=\"CitationRef\"\u003e6\u003c/span\u003e].\u003c/p\u003e\u003cp\u003eThere is small evidence on underrepresented areas like Gilgit in Pakistan. The main objective of the study was to find out the commonness of CLDs and comorbidities in diabetic patients in Gilgit City and the level of their awareness.\u003c/p\u003e"},{"header":"Methods","content":"\u003ch3\u003e\u003cstrong\u003eStudy Design and Setting\u003c/strong\u003e\u003c/h3\u003e\u003cp\u003eA cross-sectional study was conducted in Gilgit City from March to July 2025.\u003c/p\u003e\u003cdiv id=\"Sec3\" class=\"Section2\"\u003e\u003ch2\u003eParticipants\u003c/h2\u003e\u003cp\u003eA total of 255 diabetic patients aged\u0026thinsp;\u0026ge;\u0026thinsp;21 years and permanent residents of Gilgit City were recruited using structured sampling.\u003c/p\u003e\u003cp\u003e\u003cstrong\u003eEthical Approval\u003c/strong\u003e\u003cp\u003e\u003cb\u003eand Clinical Trial Number\u003c/b\u003e\u003c/p\u003e\u003c/p\u003e\u003cp\u003e\u003cstrong\u003eEthical approval\u003c/strong\u003e\u003cp\u003e\u003cb\u003e was obtained from the Ethical Review Committee of Karakoram International University. Informed consent was obtained from all participants.\u003c/b\u003e\u003c/p\u003e\u003c/p\u003e\u003cp\u003e\u003cb\u003eClinical trial number\u003c/b\u003e: Not applicable.\u003c/p\u003e\u003c/div\u003e\n\u003ch3\u003eData Collection\u003c/h3\u003e\n\u003cp\u003eData were collected by means of a validated questionnaire on the following issues:\u003c/p\u003e\u003cp\u003e\u003cul\u003e\u003cli\u003e\u003cp\u003eSocio-demographics: age, sex, marital status, education, occupation.\u003c/p\u003e\u003c/li\u003e\u003cli\u003e\u003cp\u003eLifestyle behaviors: smoking, alcohol consumption, diet, physical activity.\u003c/p\u003e\u003c/li\u003e\u003cli\u003e\u003cp\u003eMedical history: type of diabetes and duration, comorbidities.\u003c/p\u003e\u003c/li\u003e\u003cli\u003e\u003cp\u003ePast health education experiences.\u003c/p\u003e\u003c/li\u003e\u003c/ul\u003e\u003c/p\u003e\u003cp\u003e\u003cb\u003eTests included laboratory investigations of FBS, RBS, and liver enzymes, specifically ALT and ALP.\u003c/b\u003e\u003c/p\u003e\u003cdiv id=\"Sec5\" class=\"Section2\"\u003e\u003ch2\u003eStatistical Analysis\u003c/h2\u003e\u003cp\u003eData analysis was done through SPSS 22. Descriptive statistics were used to summarize participant characteristics. Cross-tabulations examined associations between CLDs and risk factors such as obesity, alcohol use, physical activity, and education level [\u003cspan citationid=\"CR7\" class=\"CitationRef\"\u003e7\u003c/span\u003e, \u003cspan citationid=\"CR8\" class=\"CitationRef\"\u003e8\u003c/span\u003e, \u003cspan citationid=\"CR10\" class=\"CitationRef\"\u003e10\u003c/span\u003e, \u003cspan additionalcitationids=\"CR18\" citationid=\"CR17\" class=\"CitationRef\"\u003e17\u003c/span\u003e\u0026ndash;\u003cspan citationid=\"CR19\" class=\"CitationRef\"\u003e19\u003c/span\u003e, \u003cspan citationid=\"CR21\" class=\"CitationRef\"\u003e21\u003c/span\u003e].\u003c/p\u003e\u003c/div\u003e"},{"header":"Results","content":"\u003cdiv id=\"Sec7\" class=\"Section2\"\u003e\n \u003ch2\u003eParticipant Characteristics\u003c/h2\u003e\n \u003cp\u003eAmong 255 participants, 36.5% were men and 63.5% were women. 45.1% were employed, 56.1% had formal education, and 91% were married. With a mean illness duration of four years, type 2 diabetes was present in the majority (97.3%).\u003c/p\u003e\n\u003c/div\u003e\n\u003cdiv id=\"Sec8\" class=\"Section2\"\u003e\n \u003ch2\u003ePrevalence of CLDs and Comorbidities\u003c/h2\u003e\n \u003cp\u003e\u003cstrong\u003e15.3% of patients had cirrhosis and NAFLD, two chronic liver diseases\u003c/strong\u003e [\u003cspan class=\"CitationRef\"\u003e3\u003c/span\u003e, \u003cspan class=\"CitationRef\"\u003e5\u003c/span\u003e, \u003cspan class=\"CitationRef\"\u003e6\u003c/span\u003e, \u003cspan class=\"CitationRef\"\u003e10\u003c/span\u003e, \u003cspan class=\"CitationRef\"\u003e11\u003c/span\u003e]. \u003cstrong\u003eThe most prevalent comorbidity was hypertension (75.3%), which was followed by obesity (33.3%)\u003c/strong\u003e [\u003cspan class=\"CitationRef\"\u003e2\u003c/span\u003e, \u003cspan class=\"CitationRef\"\u003e13\u003c/span\u003e\u0026ndash;\u003cspan class=\"CitationRef\"\u003e16\u003c/span\u003e]. \u003cstrong\u003e15.7% of people used tobacco, 11% drank alcohol, and 24.3% did not engage in physical activity.\u003c/strong\u003e\u003c/p\u003e\n\u003c/div\u003e\n\u003ch3\u003eHealth Awareness and Education\u003c/h3\u003e\n\u003cp\u003e\u003cstrong\u003eWhile 23.9% were willing to take part in educational programs, only 11.4% had received health education about diabetes or liver health\u003c/strong\u003e [\u003cspan class=\"CitationRef\"\u003e7\u003c/span\u003e, \u003cspan class=\"CitationRef\"\u003e8\u003c/span\u003e, \u003cspan class=\"CitationRef\"\u003e17\u003c/span\u003e].\u003c/p\u003e\n\u003ch3\u003eResults from the Laboratory\u003c/h3\u003e\n\u003cdiv id=\"Sec11\" class=\"Section2\"\u003e\n \u003ch2\u003eLaboratory Findings\u003c/h2\u003e\n \u003cp\u003e\u003cstrong\u003eRBS was 237.35 mg/dL and FBS was 195.2 mg/dL on average. A subset of patients had elevated ALT and ALP levels, which may indicate liver dysfunction.\u003c/strong\u003e\u003c/p\u003e\n\u003c/div\u003e\n\u003cdiv id=\"Sec12\" class=\"Section2\"\u003e\n \u003ch2\u003eCross-Tabulations\u003c/h2\u003e\n \u003cul\u003e\n \u003cli\u003e\n \u003cp\u003eCLD cases were mostly type 2 diabetes patients\u003c/p\u003e\n \u003c/li\u003e\n \u003cli\u003e\n \u003cp\u003e23% of CLD patients were obese [\u003cspan class=\"CitationRef\"\u003e14\u003c/span\u003e, \u003cspan class=\"CitationRef\"\u003e18\u003c/span\u003e, \u003cspan class=\"CitationRef\"\u003e20\u003c/span\u003e].\u003c/p\u003e\n \u003c/li\u003e\n \u003cli\u003e\n \u003cp\u003e92.3% of CLD patients had no history of alcohol use\u003c/p\u003e\n \u003c/li\u003e\n \u003cli\u003e\n \u003cp\u003eCLD patients were mostly physically active\u003c/p\u003e\n \u003c/li\u003e\n \u003cli\u003e\n \u003cp\u003eHigher education correlated with willingness to join health programs\u003c/p\u003e\n \u003c/li\u003e\n \u003c/ul\u003e\n \u003cdiv class=\"gridtable\"\u003e\n \u003cdiv class=\"colspec\" align=\"left\"\u003e\u003cbr\u003e\u003c/div\u003e\n \u003cdiv class=\"colspec\" align=\"char\"\u003e\u0026nbsp;\u003c/div\u003e\n \u003ctable id=\"Tab1\" border=\"1\"\u003e\n \u003ccaption\u003e\n \u003cdiv class=\"CaptionNumber\"\u003eTable 1\u003c/div\u003e\n \u003cdiv class=\"CaptionContent\"\u003e\n \u003cp\u003eFrequency and Percentage of Patient Characteristics\u003c/p\u003e\n \u003c/div\u003e\n \u003c/caption\u003e\n \u003cthead\u003e\n \u003ctr\u003e\n \u003cth align=\"left\"\u003e\n \u003cp\u003eVariable\u003c/p\u003e\n \u003c/th\u003e\n \u003cth align=\"left\"\u003e\n \u003cp\u003eCategory\u003c/p\u003e\n \u003c/th\u003e\n \u003cth align=\"left\"\u003e\n \u003cp\u003eFrequency (n)\u003c/p\u003e\n \u003c/th\u003e\n \u003cth align=\"left\"\u003e\n \u003cp\u003ePercentage (%)\u003c/p\u003e\n \u003c/th\u003e\n \u003c/tr\u003e\n \u003c/thead\u003e\n \u003ctbody\u003e\n \u003ctr\u003e\n \u003ctd align=\"left\"\u003e\n \u003cp\u003eGender\u003c/p\u003e\n \u003c/td\u003e\n \u003ctd align=\"left\"\u003e\n \u003cp\u003eMale / Female\u003c/p\u003e\n \u003c/td\u003e\n \u003ctd align=\"left\"\u003e\n \u003cp\u003e93 / 162\u003c/p\u003e\n \u003c/td\u003e\n \u003ctd align=\"char\"\u003e\n \u003cp\u003e36.5 / 63.5\u003c/p\u003e\n \u003c/td\u003e\n \u003c/tr\u003e\n \u003ctr\u003e\n \u003ctd align=\"left\"\u003e\n \u003cp\u003eMarital Status\u003c/p\u003e\n \u003c/td\u003e\n \u003ctd align=\"left\"\u003e\n \u003cp\u003eNo / Yes\u003c/p\u003e\n \u003c/td\u003e\n \u003ctd align=\"left\"\u003e\n \u003cp\u003e23 / 232\u003c/p\u003e\n \u003c/td\u003e\n \u003ctd align=\"char\"\u003e\n \u003cp\u003e9.0 / 91.0\u003c/p\u003e\n \u003c/td\u003e\n \u003c/tr\u003e\n \u003ctr\u003e\n \u003ctd align=\"left\"\u003e\n \u003cp\u003eEducation\u003c/p\u003e\n \u003c/td\u003e\n \u003ctd align=\"left\"\u003e\n \u003cp\u003eNo / Yes\u003c/p\u003e\n \u003c/td\u003e\n \u003ctd align=\"left\"\u003e\n \u003cp\u003e112 / 143\u003c/p\u003e\n \u003c/td\u003e\n \u003ctd align=\"char\"\u003e\n \u003cp\u003e43.9 / 56.1\u003c/p\u003e\n \u003c/td\u003e\n \u003c/tr\u003e\n \u003ctr\u003e\n \u003ctd align=\"left\"\u003e\n \u003cp\u003eOccupation\u003c/p\u003e\n \u003c/td\u003e\n \u003ctd align=\"left\"\u003e\n \u003cp\u003eNo / Yes\u003c/p\u003e\n \u003c/td\u003e\n \u003ctd align=\"left\"\u003e\n \u003cp\u003e140 / 115\u003c/p\u003e\n \u003c/td\u003e\n \u003ctd align=\"char\"\u003e\n \u003cp\u003e54.9 / 45.1\u003c/p\u003e\n \u003c/td\u003e\n \u003c/tr\u003e\n \u003ctr\u003e\n \u003ctd align=\"left\"\u003e\n \u003cp\u003eType of Diabetes\u003c/p\u003e\n \u003c/td\u003e\n \u003ctd align=\"left\"\u003e\n \u003cp\u003eType 1 / Type 2\u003c/p\u003e\n \u003c/td\u003e\n \u003ctd align=\"left\"\u003e\n \u003cp\u003e7 / 248\u003c/p\u003e\n \u003c/td\u003e\n \u003ctd align=\"char\"\u003e\n \u003cp\u003e2.7 / 97.3\u003c/p\u003e\n \u003c/td\u003e\n \u003c/tr\u003e\n \u003ctr\u003e\n \u003ctd align=\"left\"\u003e\n \u003cp\u003eLiver Diagnosis\u003c/p\u003e\n \u003c/td\u003e\n \u003ctd align=\"left\"\u003e\n \u003cp\u003eNo / Yes\u003c/p\u003e\n \u003c/td\u003e\n \u003ctd align=\"left\"\u003e\n \u003cp\u003e216 / 39\u003c/p\u003e\n \u003c/td\u003e\n \u003ctd align=\"char\"\u003e\n \u003cp\u003e84.7 / 15.3\u003c/p\u003e\n \u003c/td\u003e\n \u003c/tr\u003e\n \u003ctr\u003e\n \u003ctd align=\"left\"\u003e\n \u003cp\u003eHypertension\u003c/p\u003e\n \u003c/td\u003e\n \u003ctd align=\"left\"\u003e\n \u003cp\u003eNo / Yes\u003c/p\u003e\n \u003c/td\u003e\n \u003ctd align=\"left\"\u003e\n \u003cp\u003e63 / 192\u003c/p\u003e\n \u003c/td\u003e\n \u003ctd align=\"char\"\u003e\n \u003cp\u003e24.7 / 75.3\u003c/p\u003e\n \u003c/td\u003e\n \u003c/tr\u003e\n \u003ctr\u003e\n \u003ctd align=\"left\"\u003e\n \u003cp\u003eObesity\u003c/p\u003e\n \u003c/td\u003e\n \u003ctd align=\"left\"\u003e\n \u003cp\u003eNo / Yes\u003c/p\u003e\n \u003c/td\u003e\n \u003ctd align=\"left\"\u003e\n \u003cp\u003e170 / 85\u003c/p\u003e\n \u003c/td\u003e\n \u003ctd align=\"char\"\u003e\n \u003cp\u003e66.7 / 33.3\u003c/p\u003e\n \u003c/td\u003e\n \u003c/tr\u003e\n \u003ctr\u003e\n \u003ctd align=\"left\"\u003e\n \u003cp\u003eAlcohol History\u003c/p\u003e\n \u003c/td\u003e\n \u003ctd align=\"left\"\u003e\n \u003cp\u003eNo / Yes\u003c/p\u003e\n \u003c/td\u003e\n \u003ctd align=\"left\"\u003e\n \u003cp\u003e227 / 28\u003c/p\u003e\n \u003c/td\u003e\n \u003ctd align=\"char\"\u003e\n \u003cp\u003e89.0 / 11.0\u003c/p\u003e\n \u003c/td\u003e\n \u003c/tr\u003e\n \u003ctr\u003e\n \u003ctd align=\"left\"\u003e\n \u003cp\u003eTobacco Use\u003c/p\u003e\n \u003c/td\u003e\n \u003ctd align=\"left\"\u003e\n \u003cp\u003eNo / Yes\u003c/p\u003e\n \u003c/td\u003e\n \u003ctd align=\"left\"\u003e\n \u003cp\u003e215 / 40\u003c/p\u003e\n \u003c/td\u003e\n \u003ctd align=\"char\"\u003e\n \u003cp\u003e84.3 / 15.7\u003c/p\u003e\n \u003c/td\u003e\n \u003c/tr\u003e\n \u003ctr\u003e\n \u003ctd align=\"left\"\u003e\n \u003cp\u003ePhysical Activity\u003c/p\u003e\n \u003c/td\u003e\n \u003ctd align=\"left\"\u003e\n \u003cp\u003eNo / Yes\u003c/p\u003e\n \u003c/td\u003e\n \u003ctd align=\"left\"\u003e\n \u003cp\u003e62 / 193\u003c/p\u003e\n \u003c/td\u003e\n \u003ctd align=\"char\"\u003e\n \u003cp\u003e24.3 / 75.7\u003c/p\u003e\n \u003c/td\u003e\n \u003c/tr\u003e\n \u003ctr\u003e\n \u003ctd align=\"left\"\u003e\n \u003cp\u003eReceived Health Education\u003c/p\u003e\n \u003c/td\u003e\n \u003ctd align=\"left\"\u003e\n \u003cp\u003eNo / Yes\u003c/p\u003e\n \u003c/td\u003e\n \u003ctd align=\"left\"\u003e\n \u003cp\u003e226 / 29\u003c/p\u003e\n \u003c/td\u003e\n \u003ctd align=\"char\"\u003e\n \u003cp\u003e88.6 / 11.4\u003c/p\u003e\n \u003c/td\u003e\n \u003c/tr\u003e\n \u003ctr\u003e\n \u003ctd align=\"left\"\u003e\n \u003cp\u003eWilling to Join Program\u003c/p\u003e\n \u003c/td\u003e\n \u003ctd align=\"left\"\u003e\n \u003cp\u003eNo / Yes\u003c/p\u003e\n \u003c/td\u003e\n \u003ctd align=\"left\"\u003e\n \u003cp\u003e194 / 61\u003c/p\u003e\n \u003c/td\u003e\n \u003ctd align=\"char\"\u003e\n \u003cp\u003e76.1 / 23.9\u003c/p\u003e\n \u003c/td\u003e\n \u003c/tr\u003e\n \u003c/tbody\u003e\n \u003c/table\u003e\n \u003c/div\u003e\n \u003cp\u003e\u003cimg 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\"\u003e\u003c/p\u003e\n \u003cp\u003eTable 2: Summary of cross-tabulates between the state of liver disease and other possible risk factors among diabetic patients. The relationships tested include diabetes type, obesity, history of alcohol, physical activity and educational level with program willingness.\u003c/p\u003e\n \u003ctable border=\"1\" cellspacing=\"0\" cellpadding=\"0\" width=\"605\"\u003e\n \u003ctbody\u003e\n \u003ctr\u003e\n \u003ctd valign=\"top\" style=\"width: 240px;\"\u003e\n \u003cp\u003e\u003cstrong\u003eCrosstab\u003c/strong\u003e\u003c/p\u003e\n \u003c/td\u003e\n \u003ctd valign=\"top\" style=\"width: 365px;\"\u003e\n \u003cp\u003e\u003cstrong\u003eRelationship Summary\u003c/strong\u003e\u003c/p\u003e\n \u003c/td\u003e\n \u003c/tr\u003e\n \u003ctr\u003e\n \u003ctd valign=\"top\" style=\"width: 240px;\"\u003e\n \u003cp\u003eLiver Diagnosis \u0026times; Diabetes Type\u003c/p\u003e\n \u003c/td\u003e\n \u003ctd valign=\"top\" style=\"width: 365px;\"\u003e\n \u003cp\u003eMost patients with liver issues had Type 2 Diabetes only 1 had Type 1.\u003c/p\u003e\n \u003cp\u003e\u0026nbsp;\u003c/p\u003e\n \u003c/td\u003e\n \u003c/tr\u003e\n \u003ctr\u003e\n \u003ctd valign=\"top\" style=\"width: 240px;\"\u003e\n \u003cp\u003eLiver Diagnosis \u0026times; Obesity\u003c/p\u003e\n \u003c/td\u003e\n \u003ctd valign=\"top\" style=\"width: 365px;\"\u003e\n \u003cp\u003eAmong liver-diagnosed patients, 9 were obese (23%). Most without liver disease were non-obese (140/216).\u003c/p\u003e\n \u003cp\u003e\u0026nbsp;\u003c/p\u003e\n \u003c/td\u003e\n \u003c/tr\u003e\n \u003ctr\u003e\n \u003ctd valign=\"top\" style=\"width: 240px;\"\u003e\n \u003cp\u003eLiver Diagnosis \u0026times; Alcohol Use\u003c/p\u003e\n \u003c/td\u003e\n \u003ctd valign=\"top\" style=\"width: 365px;\"\u003e\n \u003cp\u003e92.3% (36/39) liver patients had no alcohol history. Only 3 had alcohol history.\u003c/p\u003e\n \u003cp\u003e\u0026nbsp;\u003c/p\u003e\n \u003c/td\u003e\n \u003c/tr\u003e\n \u003ctr\u003e\n \u003ctd valign=\"top\" style=\"width: 240px;\"\u003e\n \u003cp\u003eLiver Diagnosis \u0026times; Physical Activity\u003c/p\u003e\n \u003c/td\u003e\n \u003ctd valign=\"top\" style=\"width: 365px;\"\u003e\n \u003cp\u003eLiver-affected individuals were mostly physically active (32/39).\u003c/p\u003e\n \u003c/td\u003e\n \u003c/tr\u003e\n \u003ctr\u003e\n \u003ctd valign=\"top\" style=\"width: 240px;\"\u003e\n \u003cp\u003eEducation Level \u0026times; Program Willingness\u003c/p\u003e\n \u003c/td\u003e\n \u003ctd valign=\"top\" style=\"width: 365px;\"\u003e\n \u003cp\u003eThose with higher education were more willing to join a program (42/143 vs. 19/112).\u003c/p\u003e\n \u003cp\u003e\u0026nbsp;\u003c/p\u003e\n \u003c/td\u003e\n \u003c/tr\u003e\n \u003c/tbody\u003e\n \u003c/table\u003e\n \u003cp\u003e\u0026nbsp;\u003c/p\u003e\n\u003c/div\u003e"},{"header":"Discussion","content":"\u003cp\u003eIn Gilgit City, the prevalence of CLDs among diabetic patients was 15.3%, which is less than the estimated 25% worldwide [\u003cspan citationid=\"CR3\" class=\"CitationRef\"\u003e3\u003c/span\u003e, \u003cspan citationid=\"CR10\" class=\"CitationRef\"\u003e10\u003c/span\u003e]. This might be a result of the underutilization of imaging-based diagnostics. According to global data, obesity and hypertension were prevalent comorbidities [\u003cspan citationid=\"CR2\" class=\"CitationRef\"\u003e2\u003c/span\u003e, \u003cspan additionalcitationids=\"CR14 CR15\" citationid=\"CR13\" class=\"CitationRef\"\u003e13\u003c/span\u003e\u0026ndash;\u003cspan citationid=\"CR16\" class=\"CitationRef\"\u003e16\u003c/span\u003e].\u003c/p\u003e\u003cp\u003eCLDs have been linked to lifestyle factors like alcohol use, obesity, and inactivity [\u003cspan citationid=\"CR14\" class=\"CitationRef\"\u003e14\u003c/span\u003e, \u003cspan citationid=\"CR18\" class=\"CitationRef\"\u003e18\u003c/span\u003e, \u003cspan citationid=\"CR20\" class=\"CitationRef\"\u003e20\u003c/span\u003e]. Remarkably, only 11.4% had received health education, indicating a significant disparity. Education enhances results and self-management [\u003cspan citationid=\"CR7\" class=\"CitationRef\"\u003e7\u003c/span\u003e, \u003cspan citationid=\"CR8\" class=\"CitationRef\"\u003e8\u003c/span\u003e, \u003cspan citationid=\"CR17\" class=\"CitationRef\"\u003e17\u003c/span\u003e].\u003c/p\u003e\u003cp\u003eThe necessity of integrated care is highlighted by the reciprocal relationship between diabetes and liver disease [\u003cspan citationid=\"CR4\" class=\"CitationRef\"\u003e4\u003c/span\u003e, \u003cspan citationid=\"CR12\" class=\"CitationRef\"\u003e12\u003c/span\u003e, \u003cspan citationid=\"CR19\" class=\"CitationRef\"\u003e19\u003c/span\u003e, \u003cspan citationid=\"CR21\" class=\"CitationRef\"\u003e21\u003c/span\u003e]. GLP-1 receptor agonists and other interventions may offer benefits in NAFLD management [\u003cspan citationid=\"CR7\" class=\"CitationRef\"\u003e7\u003c/span\u003e]. Comprehensive evaluation of comorbidities is recommended in diabetic care [\u003cspan citationid=\"CR17\" class=\"CitationRef\"\u003e17\u003c/span\u003e]. Diabetes and obesity negatively influence liver-related outcomes after hepatocellular carcinoma treatment [\u003cspan citationid=\"CR18\" class=\"CitationRef\"\u003e18\u003c/span\u003e].\u003c/p\u003e\u003cp\u003e\u003c/p\u003e"},{"header":"Conclusion","content":"\u003cp\u003eLow awareness of CLDs and comorbidities is a major burden for diabetic patients in Gilgit City. Lifestyle interventions, routine screening, and community-based education are advised.\u003c/p\u003e\u003cp\u003e\u003c/p\u003e\u003cp\u003eRecommendations\u003c/p\u003e\u003cp\u003e\u003col\u003e\u003cspan\u003e\u003cli\u003e\u003cp\u003eLaunch community-based education programs on diabetes and liver disease [\u003cspan citationid=\"CR7\" class=\"CitationRef\"\u003e7\u003c/span\u003e, \u003cspan citationid=\"CR8\" class=\"CitationRef\"\u003e8\u003c/span\u003e, \u003cspan citationid=\"CR17\" class=\"CitationRef\"\u003e17\u003c/span\u003e].\u003c/p\u003e\u003c/li\u003e\u003c/span\u003e\u003cspan\u003e\u003cli\u003e\u003cp\u003eImplement routine liver function screening for diabetic patients [\u003cspan citationid=\"CR8\" class=\"CitationRef\"\u003e8\u003c/span\u003e, \u003cspan citationid=\"CR10\" class=\"CitationRef\"\u003e10\u003c/span\u003e].\u003c/p\u003e\u003c/li\u003e\u003c/span\u003e\u003cspan\u003e\u003cli\u003e\u003cp\u003ePromote lifestyle interventions: weight management, smoking cessation, physical activity [\u003cspan citationid=\"CR14\" class=\"CitationRef\"\u003e14\u003c/span\u003e, \u003cspan citationid=\"CR18\" class=\"CitationRef\"\u003e18\u003c/span\u003e, \u003cspan citationid=\"CR20\" class=\"CitationRef\"\u003e20\u003c/span\u003e].\u003c/p\u003e\u003c/li\u003e\u003c/span\u003e\u003cspan\u003e\u003cli\u003e\u003cp\u003eIntroduce diabetes self-management workshops\u003c/p\u003e\u003c/li\u003e\u003c/span\u003e\u003cspan\u003e\u003cli\u003e\u003cp\u003eDevelop integrated care policies addressing diabetes and comorbidities [\u003cspan citationid=\"CR12\" class=\"CitationRef\"\u003e12\u003c/span\u003e, \u003cspan citationid=\"CR19\" class=\"CitationRef\"\u003e19\u003c/span\u003e, \u003cspan citationid=\"CR21\" class=\"CitationRef\"\u003e21\u003c/span\u003e].\u003c/p\u003e\u003c/li\u003e\u003c/span\u003e\u003c/ol\u003e\u003c/p\u003e"},{"header":"Declarations","content":"\u003ch2\u003e\u003cstrong\u003eEthics Approval and Clinical Trial Number\u003c/strong\u003e\u003c/h2\u003e\n\u003cp\u003eAccepted by Karakoram International University\u0026apos;s Ethical Review Committee in Gilgit, Pakistan. Every participant provided written informed consent.\u003c/p\u003e\n\u003cp\u003e\u003cstrong\u003eClinical trial number:\u003c/strong\u003e Not applicable.\u003c/p\u003e\n\u003ch2\u003e\u003cstrong\u003eFunding Statement\u003c/strong\u003e\u003c/h2\u003e\n\u003cp\u003eThis research did not receive any specific grant from funding agencies in the public, commercial, or not-for-profit sectors.\u003c/p\u003e\n\u003ch2\u003e\u003cstrong\u003eCompeting Interests\u003c/strong\u003e\u003c/h2\u003e\n\u003cp\u003eThe authors declare no competing interests.\u003c/p\u003e\n\u003ch2\u003e\u003cstrong\u003eAuthor Contributions\u003c/strong\u003e\u003c/h2\u003e\n\u003cp\u003eTanveer Hussain: Conceptualization, data collection, writing \u0026ndash; original draft\u003c/p\u003e\n\u003cp\u003eTanveer Hussain: Data analysis, review \u0026amp; editing\u003c/p\u003e\n\u003cp\u003eWajhat Ali Qureshi: Laboratory investigations, data management\u003c/p\u003e\n\u003cp\u003eTanveer Hussain: Literature review, manuscript editing\u003c/p\u003e\n\u003ch2\u003e\u003cstrong\u003eData Availability Statement\u003c/strong\u003e\u003c/h2\u003e\n\u003cp\u003eData supporting the findings of this study are available from the corresponding author upon reasonable request.\u003c/p\u003e"},{"header":"References","content":"\u003col\u003e\u003cli\u003e\u003cspan\u003eYounossi ZM, Koenig AB, Abdelatif D, Fazel Y, Henry L, Wymer M (2016) Global epidemiology of nonalcoholic fatty liver disease: meta-analytic assessment of prevalence, incidence, and outcomes. Hepatology 64(1):73\u0026ndash;84\u003c/span\u003e\u003c/li\u003e\u003cli\u003e\u003cspan\u003eTargher G, Byrne CD (2013) Nonalcoholic fatty liver disease: a novel cardiometabolic risk factor for type 2 diabetes and its complications. J Clin Endocrinol Metab 98(2):483\u0026ndash;495\u003c/span\u003e\u003c/li\u003e\u003cli\u003e\u003cspan\u003eHickman IJ, Macdonald GA (2007) Impact of diabetes on the severity of liver disease. Am J Med 120(10):829\u0026ndash;834\u003c/span\u003e\u003c/li\u003e\u003cli\u003e\u003cspan\u003eBugianesi E, Gastaldelli A, Vanni E, Gambino R, Cassader M, Baldi S et al (2005) Insulin resistance in non-diabetic patients with non-alcoholic fatty liver disease: sites and mechanisms. Diabetologia 48(4):634\u0026ndash;642\u003c/span\u003e\u003c/li\u003e\u003cli\u003e\u003cspan\u003eHolstein A, Hinze S, Thiessen E, Plaschke A, Egberts EH (2002) Clinical implications of hepatogenous diabetes in liver cirrhosis. J Gastroenterol Hepatol 17(6):677\u0026ndash;681\u003c/span\u003e\u003c/li\u003e\u003cli\u003e\u003cspan\u003eTargher G, Day CP, Bonora E (2010) Risk of cardiovascular disease in patients with nonalcoholic fatty liver disease. N Engl J Med 363(14):1341\u0026ndash;1350\u003c/span\u003e\u003c/li\u003e\u003cli\u003e\u003cspan\u003eMusso G, Cassader M, Gallo M (2016) GLP-1 receptor agonists in the treatment of non-alcoholic fatty liver disease. Hepatology 64(1):134\u0026ndash;145\u003c/span\u003e\u003c/li\u003e\u003cli\u003e\u003cspan\u003eChalasani N, Younossi Z, Lavine JE, Charlton M, Cusi K, Rinella M et al (2018) The diagnosis and management of nonalcoholic fatty liver disease: practice guidance from the American Association for the Study of Liver Diseases. Hepatology 67(1):328\u0026ndash;357\u003c/span\u003e\u003c/li\u003e\u003cli\u003e\u003cspan\u003eMusso G, Gambino R, Cassader M (2010) Obesity and diabetes in NAFLD: pathophysiology and treatment. Nat Rev Endocrinol 6(10):556\u0026ndash;564\u003c/span\u003e\u003c/li\u003e\u003cli\u003e\u003cspan\u003eAdams LA, Lymp JF, Sauver JS, Sanderson SO, Lindor KD, Feldstein A et al (2005) The natural history of nonalcoholic fatty liver disease: a population-based cohort study. Gastroenterology 129(1):113\u0026ndash;121\u003c/span\u003e\u003c/li\u003e\u003cli\u003e\u003cspan\u003eAngulo P (2002) Nonalcoholic fatty liver disease. N Engl J Med 346(16):1221\u0026ndash;1231\u003c/span\u003e\u003c/li\u003e\u003cli\u003e\u003cspan\u003eSanyal AJ (2005) Mechanisms of disease: Role of the liver in the pathogenesis of type 2 diabetes mellitus. Nat Clin Pract Endocrinol Metab 1(3):135\u0026ndash;146\u003c/span\u003e\u003c/li\u003e\u003cli\u003e\u003cspan\u003eIglay K, Hannachi H, Howie PJ, Xu J, Li X, Engel SS et al (2016) Prevalence and co-prevalence of comorbidities among patients with type 2 diabetes mellitus. Curr Med Res Opin 32(7):1243\u0026ndash;1252\u003c/span\u003e\u003c/li\u003e\u003cli\u003e\u003cspan\u003eChandrasekaran P, Weiskirchen R (2024) The role of obesity in type 2 diabetes mellitus\u0026mdash;an overview. Int J Mol Sci 25(3):1882\u003c/span\u003e\u003c/li\u003e\u003cli\u003e\u003cspan\u003ePiette JD, Kerr EA (2006) The impact of comorbid chronic conditions on diabetes care. Diabetes Care 29(3):725\u0026ndash;731\u003c/span\u003e\u003c/li\u003e\u003cli\u003e\u003cspan\u003eLin PJ, Kent DM, Winn A, Cohen JT, Neumann PJ (2015) Multiple chronic conditions in type 2 diabetes mellitus: prevalence and consequences. Am J Manag Care 21(1):e23\u0026ndash;30\u003c/span\u003e\u003c/li\u003e\u003cli\u003e\u003cspan\u003eElSayed NA, McCoy RG, Aleppo G, Bajaj M, Balapattabi K, Beverly EA et al (2025) Comprehensive medical evaluation and assessment of comorbidities: Standards of Care in Diabetes\u0026mdash;2025. Diabetes Care. ;48(Suppl):SXX\u0026ndash;SXX. \u003cem\u003e(page numbers pending publication)\u003c/em\u003e\u003c/span\u003e\u003c/li\u003e\u003cli\u003e\u003cspan\u003eShinkawa H, Kaibori M, Ueno M, Yasuda S, Ikoma H, Aihara T et al (2025) Impact of diabetes mellitus and obesity comorbidities on survival outcomes after hepatocellular carcinoma resection: a multicenter retrospective study. Liver Cancer 14(1):80\u0026ndash;91\u003c/span\u003e\u003c/li\u003e\u003cli\u003e\u003cspan\u003eOtero Sanchez L, Chen Y, Lassailly G, Qi X (2024) Exploring the links between type 2 diabetes and liver-related complications: a comprehensive review. United Eur Gastroenterol J 12(2):240\u0026ndash;251\u003c/span\u003e\u003c/li\u003e\u003cli\u003e\u003cspan\u003eKosmalski M, Zi\u0026oacute;łkowska S, Czarny P, Szemraj J, Pietras T (2022) The coexistence of nonalcoholic fatty liver disease and type 2 diabetes mellitus. J Clin Med 11(5):1375\u003c/span\u003e\u003c/li\u003e\u003cli\u003e\u003cspan\u003eManikat R, Nguyen MH (2023) Nonalcoholic fatty liver disease and non-liver comorbidities. Clin Mol Hepatol 29(Suppl):S86\u0026ndash;95\u003c/span\u003e\u003c/li\u003e\u003c/ol\u003e"}],"fulltextSource":"","fullText":"","funders":[],"hasAdminPriorityOnWorkflow":false,"hasManuscriptDocX":true,"hasOptedInToPreprint":true,"hasPassedJournalQc":"","hasAnyPriority":true,"hideJournal":true,"highlight":"","institution":"Karakoram International University Gilgit, Pakistan","isAcceptedByJournal":false,"isAuthorSuppliedPdf":false,"isDeskRejected":"","isHiddenFromSearch":false,"isInQc":false,"isInWorkflow":false,"isPdf":false,"isPdfUpToDate":true,"isWithdrawnOrRetracted":false,"journal":{"display":true,"email":"[email protected]","identity":"researchsquare","isNatureJournal":false,"hasQc":true,"allowDirectSubmit":true,"externalIdentity":"","sideBox":"","snPcode":"","submissionUrl":"/submission","title":"Research Square","twitterHandle":"researchsquare","acdcEnabled":true,"dfaEnabled":false,"editorialSystem":"","reportingPortfolio":"","inReviewEnabled":false,"inReviewRevisionsEnabled":true},"keywords":"Chronic liver disease, NAFLD, Diabetes mellitus, Comorbidities, Pakistan","lastPublishedDoi":"10.21203/rs.3.rs-8213458/v1","lastPublishedDoiUrl":"https://doi.org/10.21203/rs.3.rs-8213458/v1","license":{"name":"CC BY 4.0","url":"https://creativecommons.org/licenses/by/4.0/"},"manuscriptAbstract":"\u003cp\u003e\u003cstrong\u003eObjective:\u003c/strong\u003e To determine the prevalence of chronic liver diseases (CLDs) and comorbidities among diabetic patients in Gilgit City and assess patient awareness.\u003c/p\u003e\n\u003cp\u003e\u003cstrong\u003eMethods:\u003c/strong\u003e An observational cross-sectional research was carried out on 255 patients with diabetes via in-depth questionnaires and laboratory testing. The SPSS 22 was used to conduct descriptive statistics and cross-tabulations to compute prevalence rates and relationship with potential risk factors.\u003c/p\u003e\n\u003cp\u003e\u003cstrong\u003eResults:\u003c/strong\u003e The patients that had CLD were 15.3%. The most prevalent comorbidities were hypertension (75.3%), and obesity (33.3%). Very few participants (11.4%) had been educated on health education about diabetes or liver health. Obesity, physical inactivity and alcohol consumption were some of the risk factors related to CLDs.\u003c/p\u003e\n\u003cp\u003e\u003cstrong\u003eConclusion:\u003c/strong\u003e Patients with diabetes in Gilgit City face a high burden of CLDs and their comorbidities, coupled with low awareness. Regular screening and culturally tailored educational programs are recommended in order to improve outcomes.\u003c/p\u003e","manuscriptTitle":"Prevalence of Chronic Liver Diseases and Comorbidities Among Patients with Diabetes Mellitus in Gilgit City: A Cross-Sectional Study","msid":"","msnumber":"","nonDraftVersions":[{"code":1,"date":"2025-12-01 08:42:12","doi":"10.21203/rs.3.rs-8213458/v1","editorialEvents":[{"type":"communityComments","content":0}],"status":"published","journal":{"display":true,"email":"[email protected]","identity":"researchsquare","isNatureJournal":false,"hasQc":true,"allowDirectSubmit":true,"externalIdentity":"","sideBox":"","snPcode":"","submissionUrl":"/submission","title":"Research Square","twitterHandle":"researchsquare","acdcEnabled":true,"dfaEnabled":false,"editorialSystem":"","reportingPortfolio":"","inReviewEnabled":false,"inReviewRevisionsEnabled":true}}],"origin":"","ownerIdentity":"bf2f976f-90ab-4f38-8368-fe1896b1dc63","owner":[],"postedDate":"December 1st, 2025","published":true,"recentEditorialEvents":[],"rejectedJournal":[],"revision":"","amendment":"","status":"posted","subjectAreas":[{"id":58659335,"name":"Endocrinology \u0026 Metabolism"}],"tags":[],"updatedAt":"2025-12-01T08:42:12+00:00","versionOfRecord":[],"versionCreatedAt":"2025-12-01 08:42:12","video":"","vorDoi":"","vorDoiUrl":"","workflowStages":[]},"version":"v1","identity":"rs-8213458","journalConfig":"researchsquare"},"__N_SSP":true},"page":"/article/[identity]/[[...version]]","query":{"redirect":"/article/rs-8213458","identity":"rs-8213458","version":["v1"]},"buildId":"8U1c8b4HqxoKbykW_rLl7","isFallback":false,"isExperimentalCompile":false,"dynamicIds":[84888],"gssp":true,"scriptLoader":[]}