pub struct MultipleTestResults<T> {
pub statistics: Vec<T>,
pub p_values: Vec<T>,
pub adjusted_p_values: Option<Vec<T>>,
pub effect_sizes: Option<Vec<T>>,
pub confidence_intervals: Option<Vec<(T, T)>>,
pub feature_metadata: Option<Vec<HashMap<String, T>>>,
pub global_metadata: HashMap<String, String>,
}Expand description
Results from multiple statistical tests, typically for differential expression analysis.
This structure contains results from testing multiple features (genes) simultaneously, including multiple testing correction. It’s the primary output of differential expression analysis workflows.
Fields§
§statistics: Vec<T>Test statistics for each feature/gene
p_values: Vec<T>Raw (unadjusted) p-values
adjusted_p_values: Option<Vec<T>>Adjusted p-values (after multiple testing correction)
effect_sizes: Option<Vec<T>>Effect sizes (if calculated)
confidence_intervals: Option<Vec<(T, T)>>Confidence intervals (if calculated)
feature_metadata: Option<Vec<HashMap<String, T>>>Feature-specific metadata
global_metadata: HashMap<String, String>Global metadata about the test
Implementations§
Source§impl<T> MultipleTestResults<T>where
T: FloatOps,
impl<T> MultipleTestResults<T>where
T: FloatOps,
Sourcepub fn new(statistics: Vec<T>, p_values: Vec<T>) -> Self
pub fn new(statistics: Vec<T>, p_values: Vec<T>) -> Self
Create a new results object from p-values
Sourcepub fn with_adjusted_p_values(self, adjusted_p_values: Vec<T>) -> Self
pub fn with_adjusted_p_values(self, adjusted_p_values: Vec<T>) -> Self
Add adjusted p-values to the results
Sourcepub fn with_effect_sizes(self, effect_sizes: Vec<T>) -> Self
pub fn with_effect_sizes(self, effect_sizes: Vec<T>) -> Self
Add effect sizes to the results
Sourcepub fn with_confidence_intervals(
self,
confidence_intervals: Vec<(T, T)>,
) -> Self
pub fn with_confidence_intervals( self, confidence_intervals: Vec<(T, T)>, ) -> Self
Add confidence intervals to the results
Sourcepub fn with_global_metadata(self, key: &str, value: &str) -> Self
pub fn with_global_metadata(self, key: &str, value: &str) -> Self
Add global metadata about the test
Sourcepub fn significant_indices(&self, alpha: T) -> Vec<usize>
pub fn significant_indices(&self, alpha: T) -> Vec<usize>
Get indices of significant features at the given threshold
Sourcepub fn num_significant(&self, alpha: T) -> usize
pub fn num_significant(&self, alpha: T) -> usize
Get the number of significant features at the given threshold
Sourcepub fn top_features(&self, n: usize) -> Vec<usize>
pub fn top_features(&self, n: usize) -> Vec<usize>
Get top n features by p-value
Trait Implementations§
Source§impl<T: Clone> Clone for MultipleTestResults<T>
impl<T: Clone> Clone for MultipleTestResults<T>
Source§fn clone(&self) -> MultipleTestResults<T>
fn clone(&self) -> MultipleTestResults<T>
1.0.0 · Source§fn clone_from(&mut self, source: &Self)
fn clone_from(&mut self, source: &Self)
source. Read moreAuto Trait Implementations§
impl<T> Freeze for MultipleTestResults<T>
impl<T> RefUnwindSafe for MultipleTestResults<T>where
T: RefUnwindSafe,
impl<T> Send for MultipleTestResults<T>where
T: Send,
impl<T> Sync for MultipleTestResults<T>where
T: Sync,
impl<T> Unpin for MultipleTestResults<T>where
T: Unpin,
impl<T> UnwindSafe for MultipleTestResults<T>where
T: UnwindSafe,
Blanket Implementations§
Source§impl<T> BorrowMut<T> for Twhere
T: ?Sized,
impl<T> BorrowMut<T> for Twhere
T: ?Sized,
Source§fn borrow_mut(&mut self) -> &mut T
fn borrow_mut(&mut self) -> &mut T
Source§impl<T> CloneToUninit for Twhere
T: Clone,
impl<T> CloneToUninit for Twhere
T: Clone,
Source§impl<T> IntoEither for T
impl<T> IntoEither for T
Source§fn into_either(self, into_left: bool) -> Either<Self, Self>
fn into_either(self, into_left: bool) -> Either<Self, Self>
self into a Left variant of Either<Self, Self>
if into_left is true.
Converts self into a Right variant of Either<Self, Self>
otherwise. Read moreSource§fn into_either_with<F>(self, into_left: F) -> Either<Self, Self>
fn into_either_with<F>(self, into_left: F) -> Either<Self, Self>
self into a Left variant of Either<Self, Self>
if into_left(&self) returns true.
Converts self into a Right variant of Either<Self, Self>
otherwise. Read moreSource§impl<T> Pointable for T
impl<T> Pointable for T
Source§impl<SS, SP> SupersetOf<SS> for SPwhere
SS: SubsetOf<SP>,
impl<SS, SP> SupersetOf<SS> for SPwhere
SS: SubsetOf<SP>,
Source§fn to_subset(&self) -> Option<SS>
fn to_subset(&self) -> Option<SS>
self from the equivalent element of its
superset. Read moreSource§fn is_in_subset(&self) -> bool
fn is_in_subset(&self) -> bool
self is actually part of its subset T (and can be converted to it).Source§fn to_subset_unchecked(&self) -> SS
fn to_subset_unchecked(&self) -> SS
self.to_subset but without any property checks. Always succeeds.Source§fn from_subset(element: &SS) -> SP
fn from_subset(element: &SS) -> SP
self to the equivalent element of its superset.