{"id":167755,"date":"2025-11-07T10:45:08","date_gmt":"2025-11-07T10:45:08","guid":{"rendered":"https:\/\/www.europesays.com\/ie\/167755\/"},"modified":"2025-11-07T10:45:08","modified_gmt":"2025-11-07T10:45:08","slug":"nomogram-model-for-prediction-of-pulmonary-tuberculosis-patients-with-intestinal-tuberculosis-bmc-infectious-diseases","status":"publish","type":"post","link":"https:\/\/www.europesays.com\/ie\/167755\/","title":{"rendered":"Nomogram model for prediction of pulmonary tuberculosis patients with intestinal tuberculosis | BMC Infectious Diseases"},"content":{"rendered":"<p>In line with the results of some earlier research, the clinical features of PTB patients with intestinal tuberculosis were linked to age, celiac disease, diarrhea, HGB, and ALB in our investigation [<a data-track=\"click\" data-track-action=\"reference anchor\" data-track-label=\"link\" data-test=\"citation-ref\" aria-label=\"Reference 12\" title=\"Shi XC, Zhang LF, Zhang YQ, Liu XQ, Fei GJ. Clinical and laboratory diagnosis of intestinal tuberculosis. Chin Med J (Engl). 2016;129(11):1330\u20133.\" href=\"http:\/\/bmcinfectdis.biomedcentral.com\/articles\/10.1186\/s12879-025-12009-8#ref-CR12\" id=\"ref-link-section-d141411486e896\" rel=\"nofollow noopener\" target=\"_blank\">12<\/a>, <a data-track=\"click\" data-track-action=\"reference anchor\" data-track-label=\"link\" data-test=\"citation-ref\" aria-label=\"Reference 16\" title=\"Muntean PE. Enteroclysis in Gastrointestinal tuberculosis: an overview. Adv Respir Med. 2021;89(4):468.\" href=\"http:\/\/bmcinfectdis.biomedcentral.com\/articles\/10.1186\/s12879-025-12009-8#ref-CR16\" id=\"ref-link-section-d141411486e899\" rel=\"nofollow noopener\" target=\"_blank\">16<\/a>]. The nomogram provides a practical tool for risk assessment, and the identified cutoff value (\u22120.309) may assist in stratifying patients in clinical settings. By calculating an individual\u2019s total points on the nomogram and comparing it to the cutoff, clinicians can identify those at higher risk of ITB who may benefit from further diagnostic evaluation. Patients with gastrointestinal symptoms during hospitalization require a high index of suspicion for intestinal tuberculosis. This is consistent with clinical practice. Patients under 60 years old with pulmonary tuberculosis have a greater probability to get intestinal tuberculosis, and TB prevalence has been found to be closely related to age [<a data-track=\"click\" data-track-action=\"reference anchor\" data-track-label=\"link\" data-test=\"citation-ref\" aria-label=\"Reference 1\" title=\"Bagcchi S. WHO\u2019s global tuberculosis report 2022. Lancet Microbe. 2023;4(1):e20.\" href=\"http:\/\/bmcinfectdis.biomedcentral.com\/articles\/10.1186\/s12879-025-12009-8#ref-CR1\" id=\"ref-link-section-d141411486e902\" rel=\"nofollow noopener\" target=\"_blank\">1<\/a>].<\/p>\n<p>In our study, albumin and hemoglobin levels at admission are independent predictors of intestinal tuberculosis in patients with PTB. The serum albumin concentration is an important marker of nutritional status [<a data-track=\"click\" data-track-action=\"reference anchor\" data-track-label=\"link\" data-test=\"citation-ref\" aria-label=\"Reference 17\" title=\"Okamura K, Nagata N, Wakamatsu K, et al. Hypoalbuminemia and lymphocytopenia are predictive risk factors for in-hospital mortality in patients with tuberculosis. Intern Med. 2013;52(4):439\u201344.\" href=\"http:\/\/bmcinfectdis.biomedcentral.com\/articles\/10.1186\/s12879-025-12009-8#ref-CR17\" id=\"ref-link-section-d141411486e908\" rel=\"nofollow noopener\" target=\"_blank\">17<\/a>]. Anemia was utilized as an indirect evaluation of the individuals\u2019 nutritional status [<a data-track=\"click\" data-track-action=\"reference anchor\" data-track-label=\"link\" data-test=\"citation-ref\" aria-label=\"Reference 18\" title=\"Gelaw Y, Getaneh Z, Melku M. Anemia as a risk factor for tuberculosis: a systematic review and meta-analysis. Environ Health Prev Med. 2021;26(1):13.\" href=\"http:\/\/bmcinfectdis.biomedcentral.com\/articles\/10.1186\/s12879-025-12009-8#ref-CR18\" id=\"ref-link-section-d141411486e911\" rel=\"nofollow noopener\" target=\"_blank\">18<\/a>]. TB and malnutrition tend to correlate strongly with each other [<a data-track=\"click\" data-track-action=\"reference anchor\" data-track-label=\"link\" data-test=\"citation-ref\" aria-label=\"Reference 19\" title=\"Liu R, Shu W, Song Y, Liu Y, Ma L, Gao M. Use of serum albumin level as a predictive marker of clinical outcomes for active tuberculosis. Ann Clin Lab Sci. 2020;50(5):681\u20136.\" href=\"http:\/\/bmcinfectdis.biomedcentral.com\/articles\/10.1186\/s12879-025-12009-8#ref-CR19\" id=\"ref-link-section-d141411486e914\" rel=\"nofollow noopener\" target=\"_blank\">19<\/a>].<\/p>\n<p>As previous studies have found, the relationship between tuberculosis and malnutrition is bidirectional, as malnutrition can also come from tuberculosis itself, which is caused by inflammation-related cachexia, anorexia, and malabsorption. Body mass index (BMI) is an important indicator of chronic malnutrition in the body, and determines whether an individual is obese and wasting. There is a negative correlation between the incidence of tuberculosis and BMI. People with mild, moderate and severe thinness had a 2.0-fold, 2.5-fold and 2.8-fold increased risk of TB compared to normal-weight subjects [<a data-track=\"click\" data-track-action=\"reference anchor\" data-track-label=\"link\" data-test=\"citation-ref\" aria-label=\"Reference 20\" title=\"Cho SH, Lee H, Kwon H, et al. Association of underweight status with the risk of tuberculosis: a nationwide population-based cohort study. Sci Rep. 2022;12(1):16207.\" href=\"http:\/\/bmcinfectdis.biomedcentral.com\/articles\/10.1186\/s12879-025-12009-8#ref-CR20\" id=\"ref-link-section-d141411486e920\" rel=\"nofollow noopener\" target=\"_blank\">20<\/a>]. The daily dietary intake level is associated with the development of malnutrition in tuberculosis patients, and the intake of fruits and vegetables, poultry meat, fish and shrimp and milk in most tuberculosis patients does not reach the lowest intake level in China. Therefore, a lack of a proper diet may accelerate the progression of TB.<\/p>\n<p>A series of animal investigations indicated that hypoalbuminemia could change the absolute and relative numbers of total T-lymphocytes and other immune system cell subpopulation [<a data-track=\"click\" data-track-action=\"reference anchor\" data-track-label=\"link\" data-test=\"citation-ref\" aria-label=\"Reference 21\" title=\"Cegielski JP, McMurray DN. The relationship between malnutrition and tuberculosis: evidence from studies in humans and experimental animals. Int J Tuberc Lung Dis. 2004;8(3):286\u201398.\" href=\"http:\/\/bmcinfectdis.biomedcentral.com\/articles\/10.1186\/s12879-025-12009-8#ref-CR21\" id=\"ref-link-section-d141411486e926\" rel=\"nofollow noopener\" target=\"_blank\">21<\/a>], compromising host protection against MTB [<a data-track=\"click\" data-track-action=\"reference anchor\" data-track-label=\"link\" data-test=\"citation-ref\" aria-label=\"Reference 22\" title=\"Dai G, McMurray DN. Altered cytokine production and impaired antimycobacterial immunity in protein-malnourished Guinea pigs. Infect Immun. 1998;66(8):3562\u20138.\" href=\"http:\/\/bmcinfectdis.biomedcentral.com\/articles\/10.1186\/s12879-025-12009-8#ref-CR22\" id=\"ref-link-section-d141411486e929\" rel=\"nofollow noopener\" target=\"_blank\">22<\/a>]. Bishlawy and IM EL shown that hemoglobin is highly bacteriostatic. In their experiment, a drop of washed RBCs is placed in a Petri dish containing nutritional agar injected with staphylococci and cultured for 24\u201348 h at 37 \u00b0C. The RBCs utilized were either pure or 50% diluted in saline [<a data-track=\"click\" data-track-action=\"reference anchor\" data-track-label=\"link\" data-test=\"citation-ref\" aria-label=\"Reference 23\" title=\"Bishlawy IM. Red blood cells, hemoglobin and the immune system. Med Hypotheses. 1999;53(4):345\u20136.\" href=\"http:\/\/bmcinfectdis.biomedcentral.com\/articles\/10.1186\/s12879-025-12009-8#ref-CR23\" id=\"ref-link-section-d141411486e932\" rel=\"nofollow noopener\" target=\"_blank\">23<\/a>]. The results demonstrated that undiluted washed RBCs inhibited bacterial growth but became impaired by dilution. This supports the conclusion that the incidence of intestinal tuberculosis is higher in anemic PTB patients than in non-anemic PTB patients, as well as why it was higher in moderate and severe anemic PTB patients compared to mild anemic patients.<\/p>\n<p>To summarize, this may be the reason why PTB patients with anemia and hypoproteinemia are more likely to have intestinal tuberculosis.<\/p>\n<p>When people\u2019s immune systems deteriorate, they become more vulnerable to PTB and extrapulmonary tuberculosis. For PTB patients, if intestinal tuberculosis is discovered early and effectively treated, major complications such as blockage, fistula formation, and perforation can be avoided [<a data-track=\"click\" data-track-action=\"reference anchor\" data-track-label=\"link\" data-test=\"citation-ref\" aria-label=\"Reference 24\" title=\"Sala ML, Verhage SM, Zijta F. Abdominal tuberculosis complicated by intestinal perforation. Case Rep Gastrointest Med. 2021;2021:8861444.\" href=\"http:\/\/bmcinfectdis.biomedcentral.com\/articles\/10.1186\/s12879-025-12009-8#ref-CR24\" id=\"ref-link-section-d141411486e942\" rel=\"nofollow noopener\" target=\"_blank\">24<\/a>]. ITB is recognized as one of the most common sites of extrapulmonary involvement. Endoscopy is an important tool for diagnosing ITB. However, hospitals in least developed country often lack gastrointestinal endoscopes, making it easy to miss patients with intestinal tuberculosis. As a result, it is necessary to take intestinal tuberculosis and PTB coinfection into account. An accurate prediction model is critical for both doctors and PTB patients. This helps doctors to identify potential patients with intestinal tuberculosis in time and improve the diagnosis rate of intestinal tuberculosis.<\/p>\n<p>Although various clinical criteria have been offered earlier, no matching model has been discovered that predicts the likelihood of combined intestinal tuberculosis in PTB patients. In light of these factors, a multivariable model based on readily available clinical data was created and internally verified. We hope that this model will reduce the rate of missed diagnosis of intestinal tuberculosis.<\/p>\n<p>Limitations<\/p>\n<p>However, our study has several limitations that should be considered. First, due to its single center retrospective design, the study is subject to inherent selection and information biases. All data were derived from a single center, which may limit the generalizability of the nomogram to other populations or clinical settings. Second, diagnostic challenges were present; some predictors relied on self-reported clinical symptoms, which are subject to recall bias and potential misrepresentation. Third, the sample size, though substantial, remains relatively small for developing a robust predictive model, which may affect the stability of the identified predictors. Fourth, diagnostic uncertainty exists due to the modest sensitivity of current methods for confirming intestinal tuberculosis, such as histology, culture, and Xpert-MTB\/RIF, potentially leading to misclassification. Furthermore, due to symptoms such as abdominal pain and diarrhea becoming strong predictors in our models (with high odds ratios), any initial misclassification of diagnoses could be amplified, leading to an overestimation of the predictive strength of these symptom variables. Finally, the model was evaluated only through internal validation, which may result in overfitting and overly optimistic performance estimates. External validation in multi-center prospective cohorts is needed to better assess calibration, discriminative power, and overall applicability.<\/p>\n","protected":false},"excerpt":{"rendered":"In line with the results of some earlier research, the clinical features of PTB patients with intestinal tuberculosis&hellip;\n","protected":false},"author":2,"featured_media":167756,"comment_status":"","ping_status":"","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[78],"tags":[18,135,19,4381,1911,96328,17,4383,85458,4382,64154,77244,4384],"class_list":{"0":"post-167755","1":"post","2":"type-post","3":"status-publish","4":"format-standard","5":"has-post-thumbnail","7":"category-health","8":"tag-eire","9":"tag-health","10":"tag-ie","11":"tag-infectious-diseases","12":"tag-internal-medicine","13":"tag-intestinal-tuberculosis","14":"tag-ireland","15":"tag-medical-microbiology","16":"tag-nomogram","17":"tag-parasitology","18":"tag-predictive-model","19":"tag-pulmonary-tuberculosis","20":"tag-tropical-medicine"},"share_on_mastodon":{"url":"https:\/\/pubeurope.com\/@ie\/115508015003534555","error":""},"_links":{"self":[{"href":"https:\/\/www.europesays.com\/ie\/wp-json\/wp\/v2\/posts\/167755","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/www.europesays.com\/ie\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/www.europesays.com\/ie\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/www.europesays.com\/ie\/wp-json\/wp\/v2\/users\/2"}],"replies":[{"embeddable":true,"href":"https:\/\/www.europesays.com\/ie\/wp-json\/wp\/v2\/comments?post=167755"}],"version-history":[{"count":0,"href":"https:\/\/www.europesays.com\/ie\/wp-json\/wp\/v2\/posts\/167755\/revisions"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/www.europesays.com\/ie\/wp-json\/wp\/v2\/media\/167756"}],"wp:attachment":[{"href":"https:\/\/www.europesays.com\/ie\/wp-json\/wp\/v2\/media?parent=167755"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/www.europesays.com\/ie\/wp-json\/wp\/v2\/categories?post=167755"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/www.europesays.com\/ie\/wp-json\/wp\/v2\/tags?post=167755"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}