Cheng Liu
Current Organizations / Institutes
The organizations/institutes from the scholar's latest article
Research Subjects
Cheng Liu has a total of 18 co-authors. Here are the top co-authors by number of shared publications:
Xiaolong Ma
The Department of Laboratory Medicine Peking University Third Hospital Beijing China
5 shared publications- Rui Qiao
The Department of Laboratory Medicine Peking University Third Hospital Beijing China
4 shared publications - Yang Su
The Department of Laboratory Medicine Peking University Third Hospital Beijing China
4 shared publications - Yao Wei
The Department of Laboratory Medicine Peking University Third Hospital Beijing China
3 shared publications Yang Su
Department of Clinical Laboratory, Peking University Third Hospital, Beijing, China
2 shared publicationsYao Wei
Department of Clinical Laboratory, Peking University Third Hospital, Beijing, China
2 shared publications
Latest Publications
- Open Access
- 8 October 2026
- Published by MDPI AG in Bioengineering
- Vol. 13 (10) , 1171
Using Long Short-Term Memory and Causal Forest to Identify Preeclampsia Subtypes with Differential Aspirin Associations for Preterm Birth Prevention
Aspirin prevents preterm birth in some women with preeclampsia but not others, yet no longitudinal multi-indicator study has examined subtype differences in aspirin response. We aimed to identify subtypes most likely to benefit. In this retrospective cohort of 53,362 deliveries (4505 preeclamptic women), we applied a two-stage machine learning framework using 15 indicators (14 laboratory tests plus systolic blood pressure) from two-time windows: before 16 weeks and within 2 weeks before delivery. A long short-term memory autoencoder with K-means clustering identified subtypes, and causal forest estimated the average treatment effect of aspirin on preterm birth (n = 345), characterised by mild liver enzyme elevation and coagulation abnormalities in late pregnancy, had the highest preterm birth rate (57.7%) and ICU admission rate (9.6%), and showed the largest aspirin-associated reduction in preterm birth (ATE −0.026, 95% CI: −0.032 to −0.021), consistent across 70/30 splits. Sensitivity analyses using 34 indicators confirmed similar effects (ATE −0.027, 95% CI: −0.031 to −0.023), while no benefit was observed in non-preeclamptic women. These findings suggest that aspirin prophylaxis may be associated with a greater reduction in preterm birth in this preeclampsia subtype, but further validation is required.
- 8 October 2026
- Published by MDPI AG in Bioengineering
- Vol. 13 (10) , 1171
Open AccessUsing Long Short-Term Memory and Causal Forest to Identify Preeclampsia Subtypes with Differential Aspirin Associations for Preterm Birth Prevention
Aspirin prevents preterm birth in some women with preeclampsia but not others, yet no longitudinal multi-indicator study has examined subtype differences in aspirin response. We aimed to identify subtypes most likely to benefit. In this retrospective cohort of 53,362 deliveries (4505 preeclamptic women), we applied a two-stage machine learning framework using 15 indicators (14 laboratory tests plus systolic blood pressure) from two-time windows: before 16 weeks and within 2 weeks before delivery. A long short-term memory autoencoder with K-means clustering identified subtypes, and causal forest estimated the average treatment effect of aspirin on preterm birth (n = 345), characterised by mild liver enzyme elevation and coagulation abnormalities in late pregnancy, had the highest preterm birth rate (57.7%) and ICU admission rate (9.6%), and showed the largest aspirin-associated reduction in preterm birth (ATE −0.026, 95% CI: −0.032 to −0.021), consistent across 70/30 splits. Sensitivity analyses using 34 indicators confirmed similar effects (ATE −0.027, 95% CI: −0.031 to −0.023), while no benefit was observed in non-preeclamptic women. These findings suggest that aspirin prophylaxis may be associated with a greater reduction in preterm birth in this preeclampsia subtype, but further validation is required.
- Open Access
- 27 July 2026
- Published by Wiley in International Journal of Laboratory Hematology
- Vol. 48 (6) , 1455-1463
Coagulation and Fibrinolysis in Normal Pregnancy and Complicated Pregnancy
Introduction: Pregnancy induces significant physiological changes in the hemostatic system, leading to a hypercoagulable state to prevent postpartum hemorrhage. These adaptations involve alterations in coagulation and fibrinolysis, which can be further modified in complicated pregnancies such as gestational diabetes mellitus (GDM) and preeclampsia (PE). Aim: This study investigated coagulation and fibrinolysis parameters in healthy pregnancies across different gestational stages and compared them to GDM and PE in the third trimester. Methods: In this retrospective study, 293 pregnant women undergoing prenatal check‐ups were enrolled. Coagulation parameters (prothrombin time, PT; activated partial thromboplastin time, APTT; thrombin time, TT; and fibrinogen, FIB) and fibrinolysis parameters (fibrin/fibrinogen degradation products, FDP; D‐dimer; plasminogen activator inhibitor‐1, PAI‐1; tissue plasminogen activator, tPA; and plasmin‐α2‐plasmin inhibitor complex, PIC) were measured and compared across groups: non‐pregnant controls, healthy pregnancies (first trimester, third trimester, delivery), GDM, and PE. Results: In normal pregnancy, all gestational stages showed significantly shortened PT, APTT, and TT and elevated FIB, FDP, D‐dimer, PAI‐1, and tPA compared to non‐pregnant controls. FDP and D‐dimer increased progressively with gestation. Compared to the third trimester, GDM was characterized by significantly higher PAI‐1 and tPA but lower PIC, whereas PE was characterized by significantly higher PAI‐1 and PIC, prolonged APTT, and lower tPA. Furthermore, among healthy women at delivery and those with GDM, overweight and obesity were associated with significantly increased PAI‐1 levels. Conclusion: As pregnancy progresses, enhanced coagulation with hypofibrinolysis occurs in normal pregnancy, and further hypofibrinolysis is the primary thrombotic driver in GDM and obesity. PE presents a more complex alteration in both coagulation and fibrinolytic pathways.
- 27 July 2026
- Published by Wiley in International Journal of Laboratory Hematology
- Vol. 48 (6) , 1455-1463
Open AccessCoagulation and Fibrinolysis in Normal Pregnancy and Complicated Pregnancy
Introduction: Pregnancy induces significant physiological changes in the hemostatic system, leading to a hypercoagulable state to prevent postpartum hemorrhage. These adaptations involve alterations in coagulation and fibrinolysis, which can be further modified in complicated pregnancies such as gestational diabetes mellitus (GDM) and preeclampsia (PE). Aim: This study investigated coagulation and fibrinolysis parameters in healthy pregnancies across different gestational stages and compared them to GDM and PE in the third trimester. Methods: In this retrospective study, 293 pregnant women undergoing prenatal check‐ups were enrolled. Coagulation parameters (prothrombin time, PT; activated partial thromboplastin time, APTT; thrombin time, TT; and fibrinogen, FIB) and fibrinolysis parameters (fibrin/fibrinogen degradation products, FDP; D‐dimer; plasminogen activator inhibitor‐1, PAI‐1; tissue plasminogen activator, tPA; and plasmin‐α2‐plasmin inhibitor complex, PIC) were measured and compared across groups: non‐pregnant controls, healthy pregnancies (first trimester, third trimester, delivery), GDM, and PE. Results: In normal pregnancy, all gestational stages showed significantly shortened PT, APTT, and TT and elevated FIB, FDP, D‐dimer, PAI‐1, and tPA compared to non‐pregnant controls. FDP and D‐dimer increased progressively with gestation. Compared to the third trimester, GDM was characterized by significantly higher PAI‐1 and tPA but lower PIC, whereas PE was characterized by significantly higher PAI‐1 and PIC, prolonged APTT, and lower tPA. Furthermore, among healthy women at delivery and those with GDM, overweight and obesity were associated with significantly increased PAI‐1 levels. Conclusion: As pregnancy progresses, enhanced coagulation with hypofibrinolysis occurs in normal pregnancy, and further hypofibrinolysis is the primary thrombotic driver in GDM and obesity. PE presents a more complex alteration in both coagulation and fibrinolytic pathways.
- Open Access
- 24 February 2026
- Published by Springer Nature in BMC Pulmonary Medicine
- Vol. 26 (1)
Reactive thrombocytosis in hospitalized pneumonia reflects intense inflammation and confers context-dependent mortality risk
Beyond hemostasis, platelets’ immune and inflammatory role is recognized and thrombocytosis is generally regarded as a marker of the inflammatory res
- 24 February 2026
- Published by Springer Nature in BMC Pulmonary Medicine
- Vol. 26 (1)
Open AccessReactive thrombocytosis in hospitalized pneumonia reflects intense inflammation and confers context-dependent mortality risk
Beyond hemostasis, platelets’ immune and inflammatory role is recognized and thrombocytosis is generally regarded as a marker of the inflammatory res
- Open Access
- 8 May 2025
- Published by Wiley in Journal of Clinical Laboratory Analysis
- Vol. 39 (11) , e70046
Macrophage and Preeclampsia: Macrophage Polarization Imbalance at the Maternal‐Fetal Interface
Background: Preeclampsia (PE), as a pathological pregnancy process, is still unclear in its precise pathophysiology. The current consensus on PE pathogenesis is that it is an immune‐inflammatory response due to placental dysfunction leading to multiorgan involvement in the mother. Macrophages can polarize into different phenotypes under the influence of distinct microenvironments, secreting various cytokines or chemokines with distinct functions. These phenotypes play roles in either promoting inflammation or facilitating tissue repair. Studies have observed the increase in M1 polarization of decidual macrophages during the occurrence of PE, with this polarization imbalance contributing to the immuno‐inflammatory response involved in placental formation. Therefore, understanding the polarization characteristics of macrophages provides a valuable direction for research related to the prevention and treatment of PE.Methods: Authors searched for related literature on PubMed using the professional terms “preeclampsia” and “macrophage polarization”. The obtained literature was categorized according to its research. Similar articles are summarized in the same sections, which are divided into different small sections according to their specific contents.Results: Different studies have explored the metabolic characteristics, surface markers, secretions, signaling pathways, and functions of different macrophage polarization types, highlighting the critical role of polarization imbalance and excessive inflammatory responses in the development of PE. Intervening in inflammatory responses at the maternal‐fetal interface holds significant value for the prevention and treatment of PE.Conclusion: Understanding the metabolic characteristics of different macrophage polarization types, combined with their polarization imbalance during the development of PE, can facilitate targeted prevention of PE.
- 8 May 2025
- Published by Wiley in Journal of Clinical Laboratory Analysis
- Vol. 39 (11) , e70046
Open AccessMacrophage and Preeclampsia: Macrophage Polarization Imbalance at the Maternal‐Fetal Interface
Background: Preeclampsia (PE), as a pathological pregnancy process, is still unclear in its precise pathophysiology. The current consensus on PE pathogenesis is that it is an immune‐inflammatory response due to placental dysfunction leading to multiorgan involvement in the mother. Macrophages can polarize into different phenotypes under the influence of distinct microenvironments, secreting various cytokines or chemokines with distinct functions. These phenotypes play roles in either promoting inflammation or facilitating tissue repair. Studies have observed the increase in M1 polarization of decidual macrophages during the occurrence of PE, with this polarization imbalance contributing to the immuno‐inflammatory response involved in placental formation. Therefore, understanding the polarization characteristics of macrophages provides a valuable direction for research related to the prevention and treatment of PE.Methods: Authors searched for related literature on PubMed using the professional terms “preeclampsia” and “macrophage polarization”. The obtained literature was categorized according to its research. Similar articles are summarized in the same sections, which are divided into different small sections according to their specific contents.Results: Different studies have explored the metabolic characteristics, surface markers, secretions, signaling pathways, and functions of different macrophage polarization types, highlighting the critical role of polarization imbalance and excessive inflammatory responses in the development of PE. Intervening in inflammatory responses at the maternal‐fetal interface holds significant value for the prevention and treatment of PE.Conclusion: Understanding the metabolic characteristics of different macrophage polarization types, combined with their polarization imbalance during the development of PE, can facilitate targeted prevention of PE.
- Open Access
- 21 February 2024
- Published by Wiley in European Journal of Neuroscience
- Vol. 59 (10) , 2563-2576
How close are we to a breakthrough? The hunt for blood biomarkers in Parkinson's disease diagnosis
Parkinson's disease (PD), being the second largest neurodegenerative disease, poses challenges in early detection, resulting in a lack of timely treatment options to effectively manage the disease. By the time clinical diagnosis becomes possible, more than 60% of dopamine neurons in the substantia nigra (SN) of patients have already degenerated. Therefore, early diagnosis or identification of warning signs is crucial for the prompt and timely beginning of the treatment. However, conducting invasive or complex diagnostic procedures on asymptomatic patients can be challenging, making routine blood tests a more feasible approach in such cases. Numerous studies have been conducted over an extended period to search for effective diagnostic biomarkers in blood samples. However, thus far, no highly effective biomarkers have been confirmed. Besides classical proteins like α‐synuclein (α‐syn), phosphorylated α‐syn and oligomeric α‐syn, other molecules involved in disease progression should also be given equal attention. In this review, we will not only discuss proposed biomarkers that are currently under investigation but also delve into the mechanisms underlying the disease, focusing on processes such as α‐syn misfolding, intercellular transmission and the crossing of the blood–brain barrier (BBB). Our aim is to provide an updated overview of molecules based on these processes that may potentially serve as blood biomarkers.
- 21 February 2024
- Published by Wiley in European Journal of Neuroscience
- Vol. 59 (10) , 2563-2576
Open AccessHow close are we to a breakthrough? The hunt for blood biomarkers in Parkinson's disease diagnosis
Parkinson's disease (PD), being the second largest neurodegenerative disease, poses challenges in early detection, resulting in a lack of timely treatment options to effectively manage the disease. By the time clinical diagnosis becomes possible, more than 60% of dopamine neurons in the substantia nigra (SN) of patients have already degenerated. Therefore, early diagnosis or identification of warning signs is crucial for the prompt and timely beginning of the treatment. However, conducting invasive or complex diagnostic procedures on asymptomatic patients can be challenging, making routine blood tests a more feasible approach in such cases. Numerous studies have been conducted over an extended period to search for effective diagnostic biomarkers in blood samples. However, thus far, no highly effective biomarkers have been confirmed. Besides classical proteins like α‐synuclein (α‐syn), phosphorylated α‐syn and oligomeric α‐syn, other molecules involved in disease progression should also be given equal attention. In this review, we will not only discuss proposed biomarkers that are currently under investigation but also delve into the mechanisms underlying the disease, focusing on processes such as α‐syn misfolding, intercellular transmission and the crossing of the blood–brain barrier (BBB). Our aim is to provide an updated overview of molecules based on these processes that may potentially serve as blood biomarkers.
- Open Access
- 9 December 2023
- Published by Wiley in Journal of Clinical Laboratory Analysis
- Vol. 38 (1-2) , e24994
The platelet storage lesion, what are we working for?
Background: Platelet concentrate (PC) transfusions are crucial in prevention and treatment of bleeding in infection, surgery, leukemia, and thrombocytopenia patients. Although the technology for platelet preparation and storage has evolved over the decades, there are still challenges in the demand for platelets in blood banks because the platelet shelf life is limited to 5 days due to bacterial contamination and platelet storage lesions (PSLs) at 20–24°C under constant horizontal agitation. In addition, the relations between some adverse effects of platelet transfusions and PSLs have also been considered. Therefore, understanding the mechanisms of PSLs is conducive to obtaining high quality platelets and facilitating safe and effective platelet transfusions.Objective: This review summarizes developments in mechanistic research of PSLs and their relationship with clinical practice, providing insights for future research.Methods: Authors conducted a search on PubMed and Web of Science using the professional terms “PSL” and “platelet transfusion.” The obtained literature was then roughly categorized based on their research content. Similar studies were grouped into the same sections, and further searches were conducted based on the keywords of each section.Results: Different studies have explored PSLs from various perspectives, including changes in platelet morphology, surface molecules, biological response modifiers (BMRs), metabolism, and proteins and RNA, in an attempt to monitor PSLs and identify intervention targets that could alleviate PSLs. Moreover, novel platelet storage conditions, including platelet additive solutions (PAS) and reconsidered cold storage methods, are explored. There are two approaches to obtaining high‐quality platelets. One approach simulates the in vivo environment to maintain platelet activity, while the other keeps platelets at a low activity level in vitro under low temperatures.Conclusion: Understanding PSLs helps us identify good intervention targets and assess the therapeutic effects of different PSLs stages for different patients.
- 9 December 2023
- Published by Wiley in Journal of Clinical Laboratory Analysis
- Vol. 38 (1-2) , e24994
Open AccessThe platelet storage lesion, what are we working for?
Background: Platelet concentrate (PC) transfusions are crucial in prevention and treatment of bleeding in infection, surgery, leukemia, and thrombocytopenia patients. Although the technology for platelet preparation and storage has evolved over the decades, there are still challenges in the demand for platelets in blood banks because the platelet shelf life is limited to 5 days due to bacterial contamination and platelet storage lesions (PSLs) at 20–24°C under constant horizontal agitation. In addition, the relations between some adverse effects of platelet transfusions and PSLs have also been considered. Therefore, understanding the mechanisms of PSLs is conducive to obtaining high quality platelets and facilitating safe and effective platelet transfusions.Objective: This review summarizes developments in mechanistic research of PSLs and their relationship with clinical practice, providing insights for future research.Methods: Authors conducted a search on PubMed and Web of Science using the professional terms “PSL” and “platelet transfusion.” The obtained literature was then roughly categorized based on their research content. Similar studies were grouped into the same sections, and further searches were conducted based on the keywords of each section.Results: Different studies have explored PSLs from various perspectives, including changes in platelet morphology, surface molecules, biological response modifiers (BMRs), metabolism, and proteins and RNA, in an attempt to monitor PSLs and identify intervention targets that could alleviate PSLs. Moreover, novel platelet storage conditions, including platelet additive solutions (PAS) and reconsidered cold storage methods, are explored. There are two approaches to obtaining high‐quality platelets. One approach simulates the in vivo environment to maintain platelet activity, while the other keeps platelets at a low activity level in vitro under low temperatures.Conclusion: Understanding PSLs helps us identify good intervention targets and assess the therapeutic effects of different PSLs stages for different patients.