The diagnosis of hematological disorders is currently established from the combined results of different tests, including those assessing morphology (M), immunophenotype (I), cytogenetics (C), and molecular biology (M) (collectively known as the MICM classification). In this workflow, most of the results are interpreted manually (i.e., by a human, without automation), which is expertise-dependent, labor-intensive, time-consuming, and with inherent interobserver variability. Also, with advances in instruments and technologies, the data is gaining higher dimensionality and throughput, making additional challenges for manual analysis. Recently, artificial intelligence (AI) has emerged as a promising tool in clinical hematology to ensure timely diagnosis, precise risk stratification, and treatment success. In this review, we summarize the current advances, limitations, and challenges of AI models and raise potential strategies for improving their performance in each sector of the MICM pipeline. Finally, we share perspectives, highlight future directions, and call for extensive interdisciplinary cooperation to perfect AI with wise human-level strategies and promote its integration into the clinical workflow.

BACKGROUND: Hepatitis B surface antigen (HBsAg) clearance is vital for a functional cure of hepatitis B virus (HBV) infection. However, the incidence and predictors of HBsAg seroclearance in patients co-infected with HBV and human immunodeficiency virus (HIV) remain largely unknown in Guangdong, China. METHODS: Between 2009 and 2019, patients co-infected with HBV/HIV undergoing antiretroviral therapy (ART) in Guangzhou Eighth People's Hospital affiliated to Guangzhou Medical University were retrospectively reviewed with the endpoint on December 31, 2020. The incidence and risk factors for HBsAg seroclearance were evaluated using Kaplan-Meier and multivariate Cox regression analyses. RESULTS: A total of 1550 HBV/HIV co-infected patients were included in the study, with the median age of 42 years and 86.0% (1333/1550) males. Further, 98.3% (1524/1550) received ART containing tenofovir disoproxil fumarate (TDF) plus lamivudine (3TC). HBV DNA was examined in 1283 cases at the last follow-up. Over the median 4.7 years of follow-up, 8.1% (126/1550) patients achieved HBsAg seroclearance, among whom 50.8% (64/126) obtained hepatitis B surface antibody, 28.1% (137/488) acquired hepatitis B e antigen seroconversion, and 95.9% (1231/1283) undetectable HBV DNA. Compared with patients who maintained HBsAg positive, cases achieving HBsAg seroclearance showed no differences in age, gender, CD4 + T cell count, alanine aminotransferase (ALT) level, or fibrosis status; however, they presented lower HBV DNA levels, lower HBsAg levels, and higher rates of HBV genotype B at the baseline. Multivariate analysis showed that baseline HBsAg <1500 cutoff index (COI) (adjusted hazard ratio [aHR], 2.74, 95% confidence interval [95% CI]: 1.48-5.09), ALT elevation >2 × upper limit of normal during the first six months after receiving ART (aHR, 2.96, 95% CI: 1.53-5.77), and HBV genotype B (aHR, 3.73, 95% CI: 1.46-9.59) were independent predictors for HBsAg seroclearance (all P <0.01). CONCLUSIONS Long-term TDF-containing ART has high anti-HBV efficacy including relatively high overall HBsAg seroclearance in HBV/HIV co-infected patients. Lower baseline HBsAg levels, HBV genotype B, and elevated ALT levels during the first six months of ART are potential predictors of HBsAg seroclearance.
Male ; Humans ; Adult ; Hepatitis B Surface Antigens ; Hepatitis B virus/genetics* ; HIV Infections/drug therapy* ; HIV ; DNA, Viral ; Incidence ; Coinfection/drug therapy* ; Retrospective Studies ; Tenofovir/therapeutic use* ; Lamivudine/therapeutic use* ; Hepatitis B, Chronic/drug therapy*

Objective:To investigate the clinical characteristics and pathogen spectrum of acquired immunodeficiency syndrome (AIDS) patients complicated with pulmonary filamentous fungal infection in Guangdong Province, so as to provide evidences for improving the diagnosis and treatment.Methods:A total of 143 AIDS patients with pulmonary filamentous fungal infection hospitalized in Guangzhou Eighth People′s Hospital, Guangzhou Medical University from January 2016 to December 2018 were included. The filamentous fungi cultured in bronchoalveolar lavage fluid of these patients were identified with morphological and molecular biological methods. And their clinical characteristics were analyzed. Nonparametric Kruskal-Wallis H test and chi-square test were used for statistical analysis. Results:Among the 143 patients, 116(81.1%) had fever, 104(72.7%) had cough, 83(58.0%) had expectoration, and 59(41.3%) had anhelation. The CD4 + T lymphocyte count was 22.0(9.3, 60.8) cells/μL and 118(82.5%) cases were below 100.0 cells/μL. The white blood cell counts decreased in 52(36.4%) cases and increased in 18(12.6%) cases, anemia was found in 109(76.2%) cases, platelet count decreased in 29(20.3%) cases. Sixty-four (44.8%) cases were positive for galactomannan test. Chest computed tomography showed diffuse infection of both lungs in 114(79.7%) cases, miliary changes in 12(8.4%) cases, pleural effusion in 44(30.8%) cases, and enlargement of pleural and (or) mediastinal lymph nodes in 45(31.5%) cases. After receiving antifungal therapy, 124 (86.7%) cases were cured or improved, and 19 (13.3%) cases were discharged automatically or died of disease deterioration. Among the 143 strains of filamentous fungi, there were 56 strains of Aspergillus species pluralis (39.2%, including 24 strains of Aspergillus fumigatus), 37 strains of Talaromyces marneffei ( T. marneffei) (25.9%), 22 strains of Penicilium species pluralis (15.4%), and 28 strains of other genera of filamentous fungi (19.6%). The median CD4 + T lymphocyte counts in patients infected with Aspergillus species pluralis, T. marneffei, Penicilium species pluralis and other genera were 24.5, 15.0, 53.5 and 22.0 cells/μL, respectively, and the difference was statistically significant ( H=11.282, P=0.010). The proportions of AIDS patients with different pulmonary filamentous fungal infection of CD4 + T lymphocyte count ≤50.0 cells/μL in descending order were T. marneffei group (89.2%(33/37)), Aspergillus species pluralis group and other genera group (67.9%(38/56), 67.9%(19/28)), and Penicillium species pluralis group (54.5%(12/22)), and the difference was statistically significant ( χ2=9.296, P=0.026). Conclusions:The clinical manifestations of pulmonary filamentous fungal infection in AIDS patients in Guangdong Province are not specific. The pathogenic spectrum contains various genera, and T. marneffei and Aspergillus fumigatus are dominant, which could be correlated with CD4 + T lymphocyte count.

Objective:To investigate the impact of low level viremia (LLV) on the prognosis of human immunodeficiency virus (HIV)/acquired immunodeficiency syndrome (AIDS) patients received anti-retroviral therapy (ART).Methods:From January to December 2015, the HIV/AIDS patients with LLV received ART over one year were recruited in Guangzhou Eighth People′s Hospital, Guangzhou Medical University (LLV group). Patients with viral load (VL) less than 50 copies/mL were matched at ratio of 1∶1 according to gender, age and the transmission route were included in the control group (suppression group). The LLV group was divided into three subgroups according to VL (LLV-1 subgroup was 50-200 copies/mL, LLV-2 subgroup was 201-400 copies/mL, and LLV-3 subgroup was 401-1 000 copies/mL). The influence of LLV on the antiviral response during the following three years was investigated.The Wilcoxon signed rank test, Kruskal-Wallis test and chi-square test were used for statistical analysis.Results:One hundred and thirty-seven patients were enrolled in the LLV group, of whom 111 were males and 26 were females, with age of (39.5±13.5) years old. At the same time, 137 patients were included in the suppression group. There were 93 cases in LLV-1 subgroup, 25 cases in LLV-2 subgroup and 19 cases in LLV-3 subgroup. There were no significant differences in the CD4 + T lymphocyte counts and CD4 + /CD8 + T lymphocyte counts ratios between LLV group and suppression group before ART (both P>0.05). During the three-year follow-up, the cumulative number of viral failures in LLV group (7.3%(10/137)) was significantly higher than that in the suppression group (1.5%(2/137)) ( χ2=5.578, P=0.018). Virological failure occurred in eight patients (8.6%) in the LLV-1 subgroup, two patients (8.0%) in the LLV-2 subgroup, and no patients in the LLV-3 subgroup. There was no statistical significance in the incidence of virological failure among all the subgroups ( P>0.05). At one, two, three years follow-up, the CD4 + T lymphocyte counts increased in both LLV group and suppression group without statistical differences (all P>0.05), and the CD4 + /CD8 + T lymphocyte counts ratios in each LLV group were lower than that in the suppression group ( Z=-3.183, -2.094 and -2.312, respectively, all P<0.05). At one, two, three years follow-up, There were no significant differences in CD4 + /CD8 + T lymphocyte counts ratios among the LLV-1, LLV-2 and LLV-3 subgroups (all P>0.05). Conclusion:HIV/AIDS patients with LLV having received ART over one year are more likely to develop virological failure and delay the recovery of immune function, which requires early relevant interventions.

Objective:To investigate the long-term characteristic changes of virus, immune status, and liver fibrosis markers in human immunodeficiency virus (HIV)/hepatitis C virus (HCV) co-infected patients after receiving direct-antiviral agents (DAAs).Methods:HIV/HCV co-infected patients who visited the Guangzhou Eighth People’s Hospital, Guangzhou Medical University from May 2014 to December 2019 were selected as the research subjects. The changes of virological response rate, peripheral blood CD4 +T lymphocyte level and serological markers of liver fibrosis (APRI score and FIB-4 index) were observed during 144 weeks of follow-up course after the end of DAAs treatment. Kruskal-Wallis test was used for statistical approach. Results:A total of 103 cases were included in the study. There were 87 males (87.5%), with a median age of 44 years. Sustained virological response rate at 12 weeks (SVR12) after DAAs treatment was 97.6%, and the SVR during the entire follow-up period was at least 95.9%. Compared with baseline, CD4 +T lymphocyte count were significantly increased equally at 12 weeks ( Z = -2.283, P = 0.022), 24 weeks (Z = -3.538, P < 0.001), 48 weeks ( Z = -3.297, P = 0.001), 96 weeks ( Z = -3.562, P < 0.001), and 144 weeks ( Z = -2.842, P = 0.004). APRI score ( Z = -6.394, P < 0.001) and FIB-4 index ( Z = -2.528, P = 0.011) were significantly lower than baseline at week 4 of DAAs treatment, and thereafter remained at a low level, without further declination. Conclusion:HIV/HCV co-infected patients can maintain high SVR for a long time, acquire good immune reconstitution, and significantly improve liver fibrosis after DAAs treatment.

Betacoronavirus ; Coronavirus Infections ; Humans ; Pandemics ; Pneumonia, Viral ; Single-Cell Analysis

Objective To summarize the clinical characteristics of autoimmune pancreatitis (AIP) and discuss the role and significance of surgical intervention in the treatment of AIP.Methods The clinical data of 11 patients with preoperative confirmed AIP and 8 patients with preoperative suspected AIP receiving surgical intervention at the First Affiliated Hospital of Harbin Medical University from 2011 to 2017 were retrospectively analyzed.Results Among 11 preoperatively confirmed AIP patients,9 (47.4％) underwent endoscopic retrograde cholangiopancreatography (ERCP) with nasal bile duct implantation or biliary stent drainage,and 2 (10.5％)underwent choledochojejunostomy.Among 8 putative AIP patients in which a cancer was suspected 4 (21.1％) underwent choledochojejunostomy,3 (15.8％) did pancreaticoduodenectomy,and 1 (5.3％) had distal pancreatectomy plus splenectomy.Postoperative pathology confirmed pancreatic cancer in 3 cases,IPMN in 1 case.Conclusions While autoimmune pancreatitis is IgG4 related disease,surgical intervention is indicated when there is poor response to drug treatment or when a cancer is to be ruled out.

Objective:To analyze the dynamic changes of total HIV-1 DNA in peripheral blood mononuclear cells (PBMC) following highly active antiretroviral therapy (HAART) in HIV-1/HCV co-infected patients.Methods:Thirty patients with HIV-1/HCV co-infection without anti-HCV treatment (co-infected group) and 42 HIV-1 infected patients with initial treatment (mono-infected group) admitted to Guangzhou Eighth People’s Hospital from May 2015 to December 2017 were retrospectively analyzed. The virological and immunological responses of the two groups at 12, 24, 48, 72 and 96 weeks after HAART, the changes of total HIV-1 DNA in PBMC and its relationship with peripheral blood HIV-1 RNA and T lymphocyte subsets were observed. SPSS 22.0 statistical software was used to analyze the data.Results:The plasma HIV-1 virus inhibition rate, CD4 + T cells and CD4 + /CD8 + ratio increased and the total HIV-1 DNA in PBMC decreased in both groups after HAART. The inhibition rate of HIV RNA at week 72 in co-infected group was significantly lower than that in the mono-infected group ( χ2=7.93, P<0.01). Compared with the mono-infected group, the CD4 + T cells at week 12, 24, 72 and 96 after HAART were lower in the co-infected group ( U=313.50, 329.00, 286.00 and 204.50, P<0.05 or <0.01). The CD4 + /CD8 + ratio at week 48 in the co-infected group was lower than that in the mono-infected group ( U=294.50, P<0.05). The total HIV-1 DNA of the co-infected group at baseline and week 12 was lower than that of the mono-infected group ( U=362.00 and 359.00, P<0.01 or <0.05). There was no significant correlation between total HIV-1 DNA in PBMC and HIV-1 RNA or CD4 + /CD8 + ratio in both groups ( P>0.05). There was no correlation between total HIV-1 DNA and CD4 + T cells in HIV-1/HCV co-infected group ( b=-0.001, P>0.05), but it had negative correlation in the mono-infected group ( b=-0.001, P<0.05). Conclusion:Total HIV-1 DNA in PBMC was significantly decreased after HAART in HIV-1/HCV co-infected patients. Co-infected with HCV may delay the decrease of total HIV-1 DNA after HAART in patients with HIV-1 infection.

Objective: To analyze the characteristic mutations of epitopes in HBV Pre-S/S region in HIV/HBV co-infected patients’ peripheral blood to provide basic data for studying the pathogenesis of HIV/HBV co-infection. Methods: The chronic hepatitis B infected patients admitted to the Infectious Disease Center of the Eighth People′s Hospital of Guangzhou from January 2009 to December 2011 were enrolled into HIV/HBV co-infected group and HBV mono-infected group according to the result of HIV antibody detection respectively before treatment. HBV DNA in serum was extracted and Pre-S/S region of HBV DNA was amplified by nested-PCR. After sequencing of the obtained PCR products (direct sequencing), ContigExpress software was used for sequence splicing and BioEdit software was used for sequence alignment. With reference to the standard sequence of the matched genotype HBV, mutants of HBV Pre-S/S region in HIV/HBV co-infected group and HBV mono-infected group were analyzed respectively. Statistical analysis was performed by chi-square test with SPSS19.0 statistical analysis software. Results: HBV Pre-S/S fragments were successfully amplified from 150 patients, including 90 cases of HIV/HBV co-infected group and 60 cases of HBV mono-infected group, with matched gender, age, genotype, HBeAg status, alanine aminotransferase (ALT), aspartate aminotransferase (AST). The result of analyzing mutants of HBV Pre-S/S region indicated that the incidence of mutation in all epitopes for cytotoxic T cells (CTL cells) was higher in the HIV/HBV co-infected group, and Pre-S2 aa1-15 epitope was significantly higher (χ²=6.964, P=0.008). The incidence of deletions in PreS2 aa1-15 epitope in HIV/HBV co-infected group (11.1%) was higher than HBV mono-infected group (3.3%) (χ²=2.959, P=0.085). In the B cell epitopes, the incidence of mutations in Pre-S2 aa1-26 in the HIV/HBV co-infected group was significantly higher than HBV mono-infected group (χ²=6.924, P=0.010), and there was no statistical significance between two groups in other B cell epitopes. No differences in helper T cell (Th cell) epitopes were found between the two groups. Conclusions Co-infection with HIV increased the CTL cell epitopes’ mutations in the HBV Pre-S/S region, especially the 5′ end epitope mutations in Pre-S2 region, which indicated that HBV mutation is related to the host immune status, and showed guiding information for further study on the pathogenesis of HIV/HBV co-infection

Objective: To analyze the variation characteristics of HIV-1 Gp120 sequences in men who have sex with men (MSM) in Guangzhou. Methods: Plasma samples were collected from HIV-1 infected MSM before antiretroviral treatment. Viral RNA was extracted from plasma. Gp120 gene sequences were amplified by reverse transcription and nested-PCR using specific primers. Phylogenetic tree, length polymorphism, amino acid characteristics of V3 loop, co-receptors and signature amino acids were analyzed. Results: The phylogenetic tree were divided into 4 clusters, and the most prevalent subtypes were CRF07_BC (34/61, 55.74%) and CRF01_AE (24/61, 39.34%). Majority of HIV-1 Gp120 sequences had 496-515 amino acids. Among five hypervariable regions, the V1 region had the highest levels of length polymorphism and V3 region had the lowest. The top four peptide of V3 loop were GPGQ (56/58, 96.55%). Most of the co-receptors HIV-1 strains used was CCR5(50/58, 86.21%)according to four methods of comprehensive prediction. There are four signature amino acids in CRF01_AE subtype strains, and the frequency of occurrence was 0.75-0.83; there are eight signature amino acids in CRF07_BC subtype strains, and the frequency was 0.74-0.94. Conclusions The length of Gp120 sequences in MSM in Guangzhou has a high polymorphism. The top four peptide of V3 loop, co-receptor and signature amino acid of V3 ring have formed unique patterns.