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Chen Z, Zhang L, Li J, Fu M. MLFLHMDA: predicting human microbe-disease association based on multi-view latent feature learning. Front Microbiol 2024; 15:1353278. [PMID: 38371933 PMCID: PMC10869561 DOI: 10.3389/fmicb.2024.1353278] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/10/2023] [Accepted: 01/17/2024] [Indexed: 02/20/2024] Open
Abstract
Introduction A growing body of research indicates that microorganisms play a crucial role in human health. Imbalances in microbial communities are closely linked to human diseases, and identifying potential relationships between microbes and diseases can help elucidate the pathogenesis of diseases. However, traditional methods based on biological or clinical experiments are costly, so the use of computational models to predict potential microbe-disease associations is of great importance. Methods In this paper, we present a novel computational model called MLFLHMDA, which is based on a Multi-View Latent Feature Learning approach to predict Human potential Microbe-Disease Associations. Specifically, we compute Gaussian interaction profile kernel similarity between diseases and microbes based on the known microbe-disease associations from the Human Microbe-Disease Association Database and perform a preprocessing step on the resulting microbe-disease association matrix, namely, weighting K nearest known neighbors (WKNKN) to reduce the sparsity of the microbe-disease association matrix. To obtain unobserved associations in the microbe and disease views, we extract different latent features based on the geometrical structure of microbes and diseases, and project multi-modal latent features into a common subspace. Next, we introduce graph regularization to preserve the local manifold structure of Gaussian interaction profile kernel similarity and add L p , q -norms to the projection matrix to ensure the interpretability and sparsity of the model. Results The AUC values for global leave-one-out cross-validation and 5-fold cross validation implemented by MLFLHMDA are 0.9165 and 0.8942+/-0.0041, respectively, which perform better than other existing methods. In addition, case studies of different diseases have demonstrated the superiority of the predictive power of MLFLHMDA. The source code of our model and the data are available on https://github.com/LiangzheZhang/MLFLHMDA_master.
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Thomas P, Abdel-Glil MY, Subbaiyan A, Busch A, Eichhorn I, Wieler LH, Neubauer H, Pletz M, Seyboldt C. First Comparative Analysis of Clostridium septicum Genomes Provides Insights Into the Taxonomy, Species Genetic Diversity, and Virulence Related to Gas Gangrene. Front Microbiol 2021; 12:771945. [PMID: 34956133 PMCID: PMC8696124 DOI: 10.3389/fmicb.2021.771945] [Citation(s) in RCA: 5] [Impact Index Per Article: 1.7] [Reference Citation Analysis] [Abstract] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/07/2021] [Accepted: 11/16/2021] [Indexed: 11/13/2022] Open
Abstract
Clostridium septicum is a Gram-positive, toxin-producing, and spore-forming bacterium that is recognized, together with C. perfringens, as the most important etiologic agent of progressive gas gangrene. Clostridium septicum infections are almost always fatal in humans and animals. Despite its clinical and agricultural relevance, there is currently limited knowledge of the diversity and genome structure of C. septicum. This study presents the complete genome sequence of C. septicum DSM 7534T type strain as well as the first comparative analysis of five C. septicum genomes. The taxonomy of C. septicum, as revealed by 16S rRNA analysis as well as by genomic wide indices such as protein-based phylogeny, average nucleotide identity, and digital DNA–DNA hybridization indicates a stable clade. The composition and presence of prophages, CRISPR elements and accessory genetic material was variable in the investigated genomes. This is in contrast to the limited genetic variability described for the phylogenetically and phenotypically related species Clostridium chauvoei. The restriction-modification (RM) systems between two C. septicum genomes were heterogeneous for the RM types they encoded. C. septicum has an open pangenome with 2,311 genes representing the core genes and 1,429 accessory genes. The core genome SNP divergence between genome pairs varied up to 4,886 pairwise SNPs. A vast arsenal of potential virulence genes was detected in the genomes studied. Sequence analysis of these genes revealed that sialidase, hemolysin, and collagenase genes are conserved compared to the α-toxin and hyaluronidase genes. In addition, a conserved gene found in all C. septicum genomes was predicted to encode a leucocidin homolog (beta-channel forming cytolysin) similar (71.10% protein identity) to Clostridium chauvoei toxin A (CctA), which is a potent toxin. In conclusion, our results provide first, valuable insights into strain relatedness and genomic plasticity of C. septicum and contribute to our understanding of the virulence mechanisms of this important human and animal pathogen.
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Affiliation(s)
- Prasad Thomas
- Institute of Bacterial Infections and Zoonoses, Friedrich-Loeffler-Institut, Jena, Germany
- Division of Bacteriology and Mycology, ICAR-Indian Veterinary Research Institute, Izatnagar, India
| | - Mostafa Y. Abdel-Glil
- Institute of Bacterial Infections and Zoonoses, Friedrich-Loeffler-Institut, Jena, Germany
- Institute for Infectious Diseases and Infection Control, Jena University Hospital – Friedrich Schiller University, Jena, Germany
- Department of Pathology, Faculty of Veterinary Medicine, Zagazig University, Zagazig, Egypt
- *Correspondence: Mostafa Y. Abdel-Glil,
| | - Anbazhagan Subbaiyan
- Division of Bacteriology and Mycology, ICAR-Indian Veterinary Research Institute, Izatnagar, India
| | - Anne Busch
- Department of Anaesthesiology and Intensive Care Medicine, University Hospital Jena, Jena, Germany
| | - Inga Eichhorn
- Department of Veterinary Medicine, Institute of Microbiology and Epizootics, Freie Universität Berlin, Berlin, Germany
| | - Lothar H. Wieler
- Department of Veterinary Medicine, Institute of Microbiology and Epizootics, Freie Universität Berlin, Berlin, Germany
- Robert Koch Institute, Berlin, Germany
| | - Heinrich Neubauer
- Institute of Bacterial Infections and Zoonoses, Friedrich-Loeffler-Institut, Jena, Germany
| | - Mathias Pletz
- Institute for Infectious Diseases and Infection Control, Jena University Hospital – Friedrich Schiller University, Jena, Germany
| | - Christian Seyboldt
- Institute of Bacterial Infections and Zoonoses, Friedrich-Loeffler-Institut, Jena, Germany
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Fairley LJ, Smith SL, Fairley SK. A case report of iatrogenic gas gangrene post colonoscopy successfully treated with conservative management- is surgery always necessary? BMC Gastroenterol 2020; 20:163. [PMID: 32460761 PMCID: PMC7254699 DOI: 10.1186/s12876-020-01314-y] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 11/26/2019] [Accepted: 05/22/2020] [Indexed: 02/06/2023] Open
Abstract
Background Colonoscopy is a routine procedure in diagnosis and treatment of colonic disease. While generally regarded as a safe procedure, potentially fatal complications can occur. Gas gangrene is one such complication, with very high mortality. There are few cases of gas gangrene occurring after colonoscopy, making it one of the rarer complications of this procedure. There have been no previously reported cases of a patient surviving such an infection and the optimal treatment strategy is contentious. This report describes a case of intramural gas gangrene of the colon, treated conservatively with antibiotic therapy in which the patient survived with full recovery. Case presentation A 71-year-old, previously healthy male presented 6 h post apparently uncomplicated colonoscopic polypectomy with rigors, nausea, vomiting and right upper quadrant pain. At presentation he was febrile at 40.1 °C but hemodynamically stable. Abdominal computed tomography revealed substantial colonic thickening and several focal intramural gas bubbles (pneumatosis intestinalis) surrounding the polypectomy site. Within 24 h post procedure he became hypotensive and was admitted to ICU in frank septic shock requiring inotropes, and with demonstrable septic myocardial depression. Bloods showed multi-organ derangement with leukocytosis, lactic acidosis, haemolytic anaemia and hyperbilirubinemia. A diagnosis of presumed Clostridial gas gangrene was made, and treatment was initiated with benzylpenicillin, clindamycin, metronidazole and vancomycin. After 4 days in ICU he was stepped down, and discharged after a further 10 days with no surgical or endoscopic interventions. At three-month review he reported being back to full health. Conclusions This case demonstrates that gas gangrene infection is a possible complication of colonoscopic polypectomy. This is a cause of rapid deterioration in post-colonoscopy patients and has been misdiagnosed as colonic perforation in previously reported cases of retroperitoneal gas gangrene. Such misdiagnosis delays antibiotic therapy, which likely plays a role in the high mortality of this condition. Early diagnosis and initiation of antibiotic therapy with benzylpenicillin and clindamycin as seen in this case is essential for patient survival. While surgery is typically performed, non-operative management of pneumatosis intestinalis, and potentially gas gangrene is becoming more common and was utilized effectively in this patient.
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Affiliation(s)
- Lachlan J Fairley
- College of Medicine and Dentistry, James Cook University, Townsville, Australia. .,Princess Alexandra Hospital, Woolloongabba, Brisbane, Australia.
| | - Samuel L Smith
- College of Medicine and Dentistry, James Cook University, Townsville, Australia.,Queensland Research Centre for Peripheral Vascular Disease, College of Medicine and Dentistry, Townsville, Australia.,Royal Brisbane and Women's Hospital, Herston, Brisbane, Australia
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Srivastava I, Aldape MJ, Bryant AE, Stevens DL. Spontaneous C. septicum gas gangrene: A literature review. Anaerobe 2017; 48:165-171. [PMID: 28780428 DOI: 10.1016/j.anaerobe.2017.07.008] [Citation(s) in RCA: 25] [Impact Index Per Article: 3.6] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/23/2017] [Revised: 07/28/2017] [Accepted: 07/31/2017] [Indexed: 10/19/2022]
Abstract
As the infectious disease paradigm undergoes a subtle shift, unusual infections associated with malignancy and immunosuppression are being increasingly reported. Spontaneous or non-traumatic Clostridium septicum infection is one such unusual infection which has gained prominence. This article aims to understand the pathophysiology, clinical manifestations and current trends in diagnosing and treating this rare but deadly infection. To understand the multifactorial causation of this infection a review of published cases of spontaneous C. septicum gas gangrene was performed and a total of 94 such cases were identified. Several factors were analyzed for each case: age, infection location and underlying illness, presenting signs and symptoms, neutropenia, gross pathology of the colon, antibiotic use, surgical intervention, and survival. A known or occult malignancy was present in 71% patients and an overall mortality of 67% was observed.
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Roje Z, Roje Ž, Matić D, Librenjak D, Dokuzović S, Varvodić J. Necrotizing fasciitis: literature review of contemporary strategies for diagnosing and management with three case reports: torso, abdominal wall, upper and lower limbs. World J Emerg Surg 2011; 6:46. [PMID: 22196774 PMCID: PMC3310784 DOI: 10.1186/1749-7922-6-46] [Citation(s) in RCA: 86] [Impact Index Per Article: 6.6] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/29/2011] [Accepted: 12/23/2011] [Indexed: 12/20/2022] Open
Abstract
Necrotizing fasciitis (NF) is an uncommon soft tissue infection, usually caused by toxin-producing virulent bacteria. It is characterized by widespread fascial necrosis primarily caused by Streptococcus hemolyticus. Shortly after the onset of the disease, patients become colonized with their own aerobic and anaerobic microflora from the gastrointestinal and/or urogenital tracts. Early diagnosis with aggressive multidisciplinary treatment is mandatory. We describe three clinical cases with NF. The first is a 69 years old man with diabetes mellitus type II, who presented with NF on the posterior chest wall, shoulder and arm. He was admitted to the intensive care unit (ICU) with a clinical picture of severe sepsis. Outpatient treatment and early surgical debridement of the affected zones (inside 3 hours after admittance) and critical care therapy were performed. The second case is of a 63 years old paraplegic man with diabetes mellitus type I. Pressure sores and perineal abscesses progressed to Fournier's gangrene of the perineum and scrotum. He had NF of the anterior abdominal wall and the right thigh. Outpatient treatment and early surgical debridement of the affected zones (inside 6 hour after admittance) and critical care therapy were performed. The third patient was a 56 year old man who had NF of the anterior abdominal wall, flank and retroperitoneal space. He had an operation of the direct inguinal hernia, which was complicated with a bowel perforation and secondary peritonitis. After establishing the diagnosis of NF of the abdominal wall and retroperitoneal space (RS), he was transferred to the ICU. There he first received intensive care therapy, after which emergency surgical debridement of the abdominal wall, left colectomy, and extensive debridement of the RS were done (72 hours after operation of inquinal hernia). On average, 4 serial debridements were performed in each patient. The median of serial debridement in all three cases was four times. Other intensive care therapy with a combination of antibiotics and adjuvant hyperbaric oxygen therapy (HBOT) was applied during the treatment. After stabilization of soft tissue wounds and the formation of fresh granulation tissue, soft tissue defect were reconstructed using simple to complex reconstructive methods.
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Affiliation(s)
- Zdravko Roje
- Division of Plastic Surgery and Burns, University Hospital Centre Split, Croatia
| | - Željka Roje
- Department of Surgery, University Hospital Dubrava, Zagreb, Croatia
| | - Dario Matić
- Department of Surgery, University Hospital Centre Split, Croatia
| | - Davor Librenjak
- Department of Urology, University Hospital Centre Split, Croatia
| | - Stjepan Dokuzović
- Department of Orthopedic Surgery, University Hospital Dubrava, Zagreb, Croatia
| | - Josip Varvodić
- Deparment of Neurosurgery, University Hospital Dubrava, Zagreb, Croatia
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Gnerlich JL, Ritter JH, Kirby JP, Mazuski JE. Simultaneous necrotizing soft tissue infection and colonic necrosis caused by Clostridium septicum. Surg Infect (Larchmt) 2011; 12:501-6. [PMID: 22142321 DOI: 10.1089/sur.2010.054] [Citation(s) in RCA: 8] [Impact Index Per Article: 0.6] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 01/22/2023] Open
Abstract
BACKGROUND Clostridial myonecrosis is an uncommon, highly lethal necrotizing soft tissue infection. The source may be occult at the time of clinical presentation. In cases caused by Clostridium septicum, there is an association with colorectal malignant disease, suggesting that underlying colonic pathology frequently is the source of the infection. METHODS Case report and literature review. CASE REPORT A 37-year old man with acquired immunodeficiency syndrome, end-stage renal disease, and C. difficile colitis presented to the Emergency Department (ED) with a primary complaint of abdominal pain and incidental right forearm pain. While undergoing evaluation in the ED, he developed progressive erythema, edema, and emergence of bullae over his right forearm. After rapid imaging of his abdomen, he underwent guillotine amputation of his right upper extremity because of extensive myonecrosis and total abdominal colectomy secondary to right colonic necrosis and C. difficile colitis. Blood cultures were positive for C. septicum. Microscopic examination of both the necrotic colon and the right forearm musculature demonstrated invasion of gram-positive bacilli throughout. CONCLUSIONS Myonecrosis caused by C. septicum frequently occurs in the presence of colonic pathology, typically malignant disease. This case report illustrates the development of this pathological process in an immunosuppressed patient who did not have colon cancer, but rather colonic mucosal inflammation produced by C. difficile.
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Affiliation(s)
- Jennifer L Gnerlich
- Department of Surgery, Washington University School of Medicine, St. Louis, Missouri, USA
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Leaning DJ, Dixon L, Fisher P. Non-traumatic gas gangrene presenting as left buttock and thigh pain in a patient with metastatic non-small cell lung cancer. BMJ Case Rep 2010; 2010:2010/oct27_1/bcr0320102839. [PMID: 22791722 DOI: 10.1136/bcr.03.2010.2839] [Citation(s) in RCA: 3] [Impact Index Per Article: 0.2] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/03/2022] Open
Abstract
We report a case of Clostridium septicum myonecrosis in a patient with metastatic non-small cell lung cancer receiving palliative chemotherapy. This is a rare but important differential diagnosis in patients with known malignancy presenting with acute pain. It is critical that the diagnosis is considered and confirmed promptly due to rapid deterioration and a potentially fatal outcome in the absence of aggressive treatment.
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Schade VL, Roukis TS, Haque M. Clostridium septicum necrotizing fasciitis of the forefoot secondary to adenocarcinoma of the colon: Case report and review of the literature. J Foot Ankle Surg 2009; 49:159.e1-8. [PMID: 19945301 DOI: 10.1053/j.jfas.2009.06.007] [Citation(s) in RCA: 8] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 05/14/2009] [Indexed: 02/03/2023]
Abstract
Clostridium septicum accounts for 1% of all reported clostridial infections. C septicum infections are most often nontraumatic in nature and associated with either an occult colonic or hematologic malignancy. The initial presentation of a C septicum infection can be relatively benign with rapid progression to fatality without emergent treatment. Presented is a case of necrotizing fasciitis of the forefoot caused by C septicum associated with an occult adenocarcinoma of the colon in a patient with uncontrolled diabetes. The process we used to achieve successful functional limb preservation based on rapid surgical intervention and use of a multidisciplinary approach to medical and surgical management of this patient is discussed in detail, as well as a through review of the literature regarding the association between malignancies and C septicum infections.
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Affiliation(s)
- Valerie L Schade
- Limb Preservation Complex Lower Extremity Surgery, Department of Surgery, Madigan Army Medical Center, Tacoma, WA, USA
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Mirza NN, McCloud JM, Cheetham MJ. Clostridium septicum sepsis and colorectal cancer - a reminder. World J Surg Oncol 2009; 7:73. [PMID: 19807912 PMCID: PMC2761909 DOI: 10.1186/1477-7819-7-73] [Citation(s) in RCA: 49] [Impact Index Per Article: 3.3] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/21/2009] [Accepted: 10/06/2009] [Indexed: 12/12/2022] Open
Abstract
Background Spontaneous clostridium septicum infections are rare and are associated with a high mortality. Association of clostridium infection with colorectal malignancies have been previously reported and most cases are described in tumours of the ascending colon. We report our experience of clostridium septicum infection in the presence of tumour perforation in a series of two patients as a reminder of its association with sepsis in the presence of colorectal malignancy. Case Presentation We isolated clostridium septicum infection in a series of two patients admitted as emergencies. One patient was found to have a perforated caecal tumour intraoperatively whilst the other had a perforated rectal tumour. The clinical outcome and management of each case are reported and underlying reasons for variations in outcome are discussed. Conclusion Although uncomman, the possibility of clostridium septicum sepsis should be borne in mind in patients who present with underlying malignancy and have sepsis. The cumulative effect of sepsis and malignant perforation is associated with a high morbidity and mortality. Awareness and early diagnosis of clostridium septicum may improve the prognosis of what is usually regarded as a fatal infection.
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Affiliation(s)
- Nazzia N Mirza
- Department of Surgery, Royal Shrewsbury Hospital, Shrewsbury, UK.
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